[2025-12-03T20:15:02.905676] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-03T20:15:03.080075] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-03T20:15:03.274794] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-03T20:15:03.464634] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-03T20:15:03.464923] [WARN ] [STATE     ] State set to: WAITING
[2025-12-03T20:15:03.464981] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-03T20:15:03.471066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:03.474647] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:03.478001] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:03.481334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:03.481400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:06.487239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:06.491596] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:06.496225] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:06.500404] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:06.500519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:09.505411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:09.511962] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:09.516145] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:09.520716] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:09.520808] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:12.525400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:12.529416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:12.533328] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:12.537195] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:12.537284] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:15.543498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:15.549133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:15.554344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:15.558502] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:15.558628] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:18.564486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:18.570142] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:18.576071] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:18.581988] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:18.582117] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:21.586938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:21.591328] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:21.595585] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:21.600088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:21.600192] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:24.604853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:24.608963] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:24.612987] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:24.616727] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:24.616812] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:27.622819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:27.627563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:27.631464] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:27.635091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:27.635164] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:30.639967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:30.643682] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:30.647342] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:30.651223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:30.651296] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:33.656830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:33.662188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:33.667613] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:33.672189] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:33.672350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:36.676869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:36.680219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:36.684310] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:36.687486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:36.687552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:39.692730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:39.697109] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:39.701970] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:39.707787] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:39.708040] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:42.713141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:42.717036] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:42.721923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:42.725797] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:42.725912] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:45.730911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:45.735658] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:45.740250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:45.745075] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:45.745156] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:48.751810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:48.755927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:48.759317] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:48.762925] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:48.762995] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:51.767847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:51.771696] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:51.775303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:51.779717] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:51.779803] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:54.785361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:54.789313] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:54.792770] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:54.796102] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:54.796176] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:15:57.803320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:15:57.807721] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:15:57.811931] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:15:57.816090] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:15:57.816191] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:00.821002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:00.825088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:00.828974] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:00.832537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:00.832739] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:03.837339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:03.841283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:03.846093] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:03.850896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:03.850991] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:06.855674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:06.859667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:06.863900] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:06.867998] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:06.868093] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:09.873025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:09.878053] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:09.883172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:09.888281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:09.888405] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:12.894376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:12.899009] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:12.902687] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:12.907217] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:12.907337] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:15.911779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:15.915326] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:15.918723] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:15.922040] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:15.922113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:18.927921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:18.932462] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:18.936758] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:18.941081] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:18.941172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:21.945816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:21.949535] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:21.953013] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:21.956588] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:21.956685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:24.962422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:24.966059] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:24.969506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:24.973636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:24.973727] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:27.978777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:27.982874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:27.986718] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:27.991107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:27.991239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:30.996163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:31.000536] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:31.004279] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:31.007923] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:31.008030] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:34.013404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:34.017497] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:34.021726] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:34.025593] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:34.025682] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:37.030299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:37.033673] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:37.037624] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:37.041756] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:37.041846] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:40.047613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:40.052869] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:40.057877] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:40.063100] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:40.063229] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:43.067917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:43.072295] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:43.075947] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:43.079637] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:43.079738] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:46.084135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:46.087679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:46.091136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:46.094681] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:46.094763] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:49.099288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:49.103218] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:49.108300] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:49.112454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:49.112542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:52.118111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:52.122482] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:52.126151] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:52.129737] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:52.129811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:55.135074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:55.139189] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:55.142851] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:55.146125] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:55.146193] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:16:58.150476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:16:58.153891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:16:58.157135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:16:58.160803] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:16:58.160872] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:01.165345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:01.169852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:01.174039] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:01.178306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:01.178414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:04.183328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:04.188799] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:04.195302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:04.199636] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:04.199734] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:07.204591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:07.208551] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:07.212505] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:07.216508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:07.216636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:10.221846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:10.226631] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:10.231517] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:10.235789] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:10.235875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:13.240695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:13.244405] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:13.248010] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:13.251483] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:13.251591] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:16.256639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:16.260724] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:16.264218] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:16.267463] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:16.267529] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:19.272224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:19.275752] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:19.279487] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:19.283266] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:19.283369] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:22.287979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:22.292173] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:22.296339] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:22.300416] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:22.300525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:25.304914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:25.308484] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:25.312057] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:25.315719] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:25.315799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:28.320137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:28.324455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:28.328490] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:28.332559] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:28.332677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:31.339628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:31.343680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:31.347068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:31.350881] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:31.351107] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:34.356219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:34.360060] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:34.363435] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:34.366734] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:34.366797] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:37.371464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:37.375049] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:37.378309] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:37.381712] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:37.381790] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:40.387082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:40.391235] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:40.396428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:40.399958] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:40.400031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:43.404709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:43.408550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:43.412061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:43.416379] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:43.416517] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:46.422191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:46.425681] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:46.429020] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:46.432629] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:46.432773] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:49.439873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:49.446557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:49.451641] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:49.456085] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:49.456187] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:52.460412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:52.464926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:52.470281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:52.475366] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:52.475563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:55.481878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:55.486924] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:55.491028] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:55.497143] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:55.497261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:17:58.503534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:17:58.509301] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:17:58.514178] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:17:58.518827] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:17:58.518951] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:01.523298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:01.527023] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:01.530443] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:01.533984] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:01.534100] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:04.540723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:04.548198] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:04.553135] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:04.557674] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:04.557805] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:07.562391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:07.566054] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:07.570324] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:07.575171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:07.575282] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:10.582491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:10.589080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:10.593674] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:10.598068] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:10.598270] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:13.602609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:13.605856] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:13.609061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:13.612175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:13.612242] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:16.618123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:16.623064] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:16.627837] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:16.632694] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:16.632814] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:19.637480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:19.641410] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:19.644879] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:19.648319] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:19.648390] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:22.652729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:22.656150] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:22.659399] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:22.662616] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:22.662702] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:25.667241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:25.671217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:25.674648] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:25.677993] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:25.678079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:28.682930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:28.687604] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:28.691782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:28.695818] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:28.695918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:31.701736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:31.706557] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:31.711274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:31.716103] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:31.716285] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:34.721082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:34.724455] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:34.728722] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:34.732702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:34.732771] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:37.737244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:37.741161] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:37.744497] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:37.747741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:37.747806] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:40.753396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:40.757719] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:40.761824] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:40.766048] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:40.766131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:43.771283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:43.775062] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:43.778861] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:43.782879] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:43.782969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:46.789246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:46.794738] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:46.799144] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:46.803250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:46.803334] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:49.808029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:49.811840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:49.815280] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:49.818774] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:49.818847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:52.824779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:52.830025] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:52.833868] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:52.837210] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:52.837279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:55.842632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:55.846787] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:55.850847] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:55.854665] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:55.854785] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:18:58.859890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:18:58.863960] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:18:58.867917] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:18:58.872836] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:18:58.872926] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:01.879104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:01.884474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:01.889142] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:01.893343] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:01.893442] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:04.898313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:04.901989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:04.905434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:04.908916] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:04.909001] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:07.913444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:07.918919] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:07.924357] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:07.929731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:07.929859] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:10.935417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:10.940772] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:10.946818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:10.953053] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:10.953186] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:13.957646] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:13.961183] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:13.964631] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:13.968162] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:13.968235] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:16.974115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:16.979802] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:16.983999] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:16.987480] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:16.987563] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:19.993213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:19.997185] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:20.000914] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:20.004742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:20.004855] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:23.009552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:23.013137] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:23.016373] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:23.019781] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:23.019847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:26.025548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:26.030366] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:26.034483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:26.038204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:26.038275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:29.042963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:29.047283] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:29.050991] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:29.054154] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:29.054219] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:32.059182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:32.062810] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:32.066597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:32.070397] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:32.070476] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:35.075297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:35.079534] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:35.083605] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:35.087355] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:35.087463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:38.092133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:38.096522] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:38.100391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:38.104600] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:38.104709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:41.175476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:41.211390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:41.249245] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:41.255293] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:41.255426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:44.260275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:44.263796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:44.267068] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:44.270452] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:44.270525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:47.275224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:47.279114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:47.283312] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:47.287132] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:47.287220] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:50.291600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:50.295088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:50.298482] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:50.301868] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:50.301945] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:53.308323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:53.313933] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:53.319325] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:53.324486] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:53.324638] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:56.329150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:56.332438] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:56.335614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:56.338891] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:56.338959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:19:59.343815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:19:59.347931] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:19:59.351832] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:19:59.355896] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:19:59.355985] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:02.361254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:02.365914] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:02.370661] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:02.374904] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:02.375011] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:05.409726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:05.443480] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:05.477503] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:05.481482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:05.481715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:08.489832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:08.494164] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:08.499136] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:08.503696] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:08.503783] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:11.509766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:11.514997] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:11.519774] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:11.523906] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:11.524039] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:14.530067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:14.534764] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:14.538955] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:14.543292] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:14.543441] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:17.550237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:17.555080] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:17.560303] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:17.565052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:17.565132] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:20.569678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:20.573465] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:20.577281] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:20.580934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:20.581043] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:23.587155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:23.591916] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:23.597061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:23.602675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:23.603519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:26.609415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:26.613205] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:26.616676] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:26.620334] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:26.620421] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:29.626292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:29.631665] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:29.636162] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:29.640101] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:29.640189] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:32.645345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:32.648891] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:32.652346] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:32.656289] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:32.656362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:35.662523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:35.666570] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:35.670127] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:35.673562] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:35.673655] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:38.678432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:38.682079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:38.686090] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:38.689762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:38.689883] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:41.695505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:41.701893] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:41.707450] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:41.712706] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:41.712816] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:44.717844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:44.721679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:44.725544] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:44.729499] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:44.729621] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:47.734531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:47.739088] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:47.743447] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:47.747841] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:47.747994] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:50.753329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:50.757444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:50.761296] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:50.764974] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:50.765079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:53.770152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:53.775038] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:53.779994] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:53.784966] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:53.785092] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:56.789914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:56.794341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:56.799183] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:56.803032] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:56.803122] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:20:59.807810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:20:59.811294] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:20:59.814757] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:20:59.819612] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:20:59.819709] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:02.824606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:02.829034] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:02.834018] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:02.838170] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:02.838261] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:05.843080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:05.847334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:05.851233] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:05.854856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:05.854936] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:08.860168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:08.864450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:08.867912] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:08.871204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:08.871279] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:11.876722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:11.881390] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:11.886081] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:11.892551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:11.892715] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:14.897248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:14.900874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:14.904216] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:14.908045] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:14.908121] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:17.914710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:17.921771] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:17.927716] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:17.933306] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:17.933461] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:20.939657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:20.945214] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:20.949860] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:20.956615] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:20.956747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:23.961257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:23.964993] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:23.968694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:23.972245] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:23.972343] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:26.977076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:26.980486] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:26.983788] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:26.987122] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:26.987199] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:29.993872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:29.999700] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:30.005172] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:30.010291] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:30.010424] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:33.014857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:33.018389] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:33.021864] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:33.025226] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:33.025305] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:36.030481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:36.035217] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:36.039604] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:36.044791] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:36.044914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:39.050195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:39.055190] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:39.059985] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:39.064852] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:39.064961] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:42.071878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:42.077107] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:42.081269] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:42.403460] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:42.403639] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:45.409027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:45.413553] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:45.418167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:45.422485] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:45.422617] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:48.427758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:48.432082] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:48.437214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:48.442232] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:48.442341] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:51.446786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:51.450220] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:51.453398] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:51.456914] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:51.456981] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:54.461655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:54.465609] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:54.469669] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:54.474001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:54.474256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:21:57.479778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:21:57.484000] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:21:57.487880] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:21:57.492466] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:21:57.492596] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:00.500705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:00.511840] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:00.517252] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:00.522902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:00.522988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:03.527791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:03.533092] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:03.537749] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:03.541835] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:03.541932] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:06.546695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:06.551611] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:06.556377] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:06.561281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:06.561395] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:09.566191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:09.569732] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:09.573174] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:09.576335] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:09.576400] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:12.581605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:12.586104] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:12.593167] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:12.598837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:12.598941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:15.605331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:15.610511] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:15.615117] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:15.619977] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:15.620103] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:18.625819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:18.631859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:18.638372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:18.644078] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:18.644275] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:21.649415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:21.652972] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:21.656139] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:21.660649] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:21.660779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:24.665931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:24.670593] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:24.674984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:24.679381] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:24.679525] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:27.684889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:27.689715] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:27.693730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:27.697384] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:27.697470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:30.702509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:30.706158] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:30.709496] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:30.712710] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:30.712780] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:33.719442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:33.725818] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:33.731818] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:33.737809] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:33.737983] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:36.742594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:36.746075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:36.749732] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:36.753187] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:36.753268] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:39.758491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:39.762550] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:39.766601] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:39.770666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:39.770747] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:42.778273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:42.784341] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:42.791559] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:42.798247] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:42.798418] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:45.803851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:45.807857] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:45.811839] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:45.816387] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:45.816540] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:48.821974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:48.826836] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:48.831400] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:48.835846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:48.835959] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:51.840742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:51.844734] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:51.848592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:51.852001] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:51.852084] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:54.857215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:54.861002] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:54.864647] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:54.868855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:54.868969] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:22:57.874510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:22:57.878256] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:22:57.882730] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:22:57.886395] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:22:57.886463] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:00.891066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:00.894747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:00.899204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:00.903365] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:00.903599] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:03.910345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:03.915474] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:03.920246] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:03.924976] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:03.925068] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:06.930036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:06.934920] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:06.939533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:06.943702] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:06.943770] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:09.948264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:09.952033] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:09.956737] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:09.960934] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:09.961067] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:12.966763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:12.971476] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:12.975909] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:12.981552] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:12.981711] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:15.986220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:15.990330] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:15.994686] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:15.998782] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:15.998900] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:19.003377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:19.006980] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:19.010547] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:19.014529] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:19.014655] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:22.019443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:22.023408] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:22.026703] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:22.029978] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:22.030045] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:25.034950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:25.038710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:25.042376] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:25.046401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:25.046494] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:28.051320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:28.054660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:28.057905] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:28.061225] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:28.061291] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:31.066725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:31.070466] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:31.073996] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:31.077686] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:31.077779] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:34.082275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:34.086114] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:34.089606] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:34.093024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:34.093127] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:37.097879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:37.102376] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:37.106533] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:37.110729] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:37.110823] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:40.115593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:40.119125] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:40.122506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:40.125897] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:40.125967] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:43.131871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:43.138660] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:43.142738] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:43.146407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:43.146474] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:46.152428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:46.156998] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:46.161227] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:46.164870] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:46.164943] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:49.171418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:49.176035] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:49.180105] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:49.184281] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:49.184383] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:52.189514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:52.194075] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:52.198201] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:52.202323] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:52.202426] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:55.206694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:55.210166] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:55.213473] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:55.216697] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:55.216765] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:23:58.221129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:23:58.224647] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:23:58.228109] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:23:58.231541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:23:58.231641] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:01.236383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:01.240597] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:01.244383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:01.247551] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:01.247633] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:04.252006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:04.255446] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:04.259027] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:04.263083] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:04.263174] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:07.267678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:07.271290] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:07.274764] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:07.279479] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:07.279622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:10.284313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:10.288153] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:10.291982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:10.295744] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:10.295845] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:13.300866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:13.305008] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:13.309053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:13.313454] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:13.313535] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:16.319935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:16.324402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:16.328966] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:16.332952] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:16.333031] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:19.337774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:19.341251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:19.344506] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:19.347783] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:19.347847] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:22.352493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:22.356416] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:22.359990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:22.363328] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:22.363396] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:25.369233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:25.373514] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:25.377031] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:25.380417] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:25.380485] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:28.385029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:28.388927] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:28.392614] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:28.396204] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:28.396306] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:31.401714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:31.405775] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:31.409383] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:31.413070] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:31.413146] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:34.418266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:34.422450] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:34.426492] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:34.431066] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:34.431158] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:37.435807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:37.439887] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:37.444060] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:37.447931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:37.448038] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:40.455397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:40.459904] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:40.464502] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:40.469455] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:40.469548] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:43.476283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:43.480886] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:43.484906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:43.489505] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:43.489622] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:46.494908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:46.499495] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:46.503597] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:46.508156] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:46.508230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:49.513907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:49.520838] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:49.525486] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:49.530445] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:49.530561] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:52.535561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:52.539264] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:52.542812] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:52.546105] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:52.546171] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:55.550844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:55.554739] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:55.558242] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:55.561623] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:55.561695] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:24:58.567627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:24:58.572529] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:24:58.576629] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:24:58.580407] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:24:58.580483] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:01.586718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:01.590959] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:01.595488] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:01.599745] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:01.599813] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:04.604816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:04.608767] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:04.612554] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:04.616046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:04.616143] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:07.621083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:07.624901] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:07.628194] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:07.631451] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:07.631520] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:10.637377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:10.641815] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:10.645409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:10.649136] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:10.649222] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:13.655519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:13.666329] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:13.670483] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:13.690077] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:13.690172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:16.697231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:16.702710] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:16.707474] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:16.712296] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:16.712406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:19.718689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:19.723046] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:19.727990] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:19.732495] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:19.732618] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:22.738976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:22.743505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:22.748214] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:22.752909] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:22.753010] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:25.757667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:25.761516] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:25.765061] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:25.768755] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:25.768858] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:28.773416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:28.777268] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:28.780907] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:28.784329] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:28.784407] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:31.790989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:31.797346] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:31.801921] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:31.807153] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:31.807283] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:34.811737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:34.815106] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:34.818636] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:34.822388] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:34.822467] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:37.828224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:37.831859] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:37.835319] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:37.839036] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:37.839131] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:40.844100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:40.847730] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:40.851644] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:40.855163] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:40.855232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:43.860368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:43.865225] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:43.870372] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:43.874726] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:43.874829] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:46.879352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:46.883204] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:46.886667] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:46.890092] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:46.890173] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:49.895922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:49.901461] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:49.906628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:49.911921] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:49.912049] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:52.916590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:52.919989] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:52.923173] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:52.926287] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:52.926353] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:55.931531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:55.935427] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:55.939100] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:55.942439] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:55.942526] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:25:58.948088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:25:58.952569] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:25:58.956521] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:25:58.960647] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:25:58.960776] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:01.965859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:01.970367] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:01.974327] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:01.978173] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:01.978256] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:04.982651] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:04.986564] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:04.990364] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:04.994002] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:04.994090] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:07.998523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:08.002600] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:08.006411] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:08.010052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:08.010142] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:11.016736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:11.022888] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:11.029158] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:11.035345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:11.035511] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:14.155099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:14.190195] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:14.225499] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:14.261044] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:14.261157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:17.265673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:17.269182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:17.272469] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:17.276544] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:17.276659] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:20.281261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:20.285487] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:20.289871] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:20.293846] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:20.293941] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:23.298409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:23.302415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:23.306137] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:23.311411] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:23.311603] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:26.317171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:26.322505] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:26.326407] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:26.330418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:26.330552] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:29.335443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:29.338926] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:29.342088] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:29.345231] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:29.345298] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:32.351035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:32.354832] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:32.359102] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:32.363418] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:32.363536] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:35.367887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:35.371273] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:35.374590] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:35.377920] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:35.378013] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:38.382826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:38.387039] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:38.391391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:38.395345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:38.395452] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:41.400289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:41.403854] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:41.407694] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:41.411811] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:41.411907] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:44.417078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:44.421689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:44.426268] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:44.430252] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:44.430322] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:47.435548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:47.439814] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:47.444603] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:47.449091] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:47.449212] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:50.453739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:50.457340] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:50.460940] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:50.465442] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:50.465557] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:53.470366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:53.474270] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:53.478210] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:53.481780] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:53.481875] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:56.486454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:56.490186] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:56.493587] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:56.497024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:56.497106] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:26:59.502874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:26:59.506688] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:26:59.510628] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:26:59.514215] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:26:59.514304] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:02.518674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:02.522093] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:02.525302] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:02.528590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:02.528660] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:05.533213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:05.536736] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:05.540344] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:05.544123] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:05.544239] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:08.549114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:08.553855] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:08.558290] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:08.562944] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:08.563066] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:11.568343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:11.572973] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:11.577116] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:11.580471] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:11.580542] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:14.585973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:14.592005] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:14.596222] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:14.600097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:14.600166] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:17.604677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:17.608337] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:17.612253] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:17.615762] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:17.615848] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:20.621536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:20.625415] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:20.629053] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:20.632807] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:20.632921] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:23.637739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:23.641335] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:23.644742] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:23.649024] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:23.649169] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:26.654982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:26.660425] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:26.665274] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:26.669093] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:26.669159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:29.674962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:29.680457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:29.686080] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:29.691512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:29.691661] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:32.696047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:32.699852] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:32.703425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:32.707047] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:32.707113] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:35.713879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:35.718825] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:35.722593] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:35.726203] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:35.726276] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:38.732340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:38.737928] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:38.742863] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:38.748413] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:38.748551] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:41.753540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:41.757175] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:41.760510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:41.764089] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:41.764159] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:44.769553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:44.773702] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:44.778196] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:44.782731] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:44.782811] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:47.787384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:47.791412] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:47.794897] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:47.798369] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:47.798444] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:50.803351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:50.807796] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:50.812645] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:50.817855] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:50.818012] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:53.822985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:53.828012] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:53.833120] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:53.837843] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:53.837989] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:56.844128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:56.849066] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:56.852995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:56.857052] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:56.857151] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:27:59.862086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:27:59.866448] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:27:59.870366] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:27:59.874056] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:27:59.874123] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:02.879384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:02.883255] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:02.886751] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:02.890126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:02.890204] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:05.895161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:05.899089] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:05.904263] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:05.908883] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:05.908980] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:08.913601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:08.917045] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:08.920199] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:08.923284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:08.923347] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:11.929183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:11.933079] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:11.936766] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:11.940655] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:11.940757] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:14.945685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:14.949909] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:14.953856] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:14.957869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:14.957977] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:17.962819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:17.966874] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:17.970811] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:17.974481] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:17.974565] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:20.980468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:20.984182] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:20.987820] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:20.992126] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:20.992230] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:23.997636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:24.002251] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:24.006391] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:24.010325] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:24.010419] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:27.016516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:27.021877] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:27.026234] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:27.031046] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:27.031346] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:30.037831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:30.042277] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:30.045984] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:30.050652] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:30.050799] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:33.056329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:33.060422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:33.064078] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:33.067761] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:33.067842] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:36.072602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:36.077215] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:36.080932] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:36.084341] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:36.084406] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:39.091154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:39.096380] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:39.101212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:39.105659] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:39.105751] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:42.110534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:42.114334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:42.117731] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:42.121229] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:42.121311] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:45.126370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:45.195984] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:45.230727] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:45.264607] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:45.264685] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:48.269937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:48.273543] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:48.276701] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:48.279890] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:48.279955] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:51.286048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:51.290517] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:51.294461] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:51.298741] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:51.298877] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:54.303616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:54.307697] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:54.311710] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:54.315642] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:54.315744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:28:57.320490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:28:57.324563] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:28:57.328255] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:28:57.333284] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:28:57.333372] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:00.338710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:00.343084] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:00.346782] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:00.350107] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:00.350172] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:03.354759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:03.359680] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:03.364069] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:03.368171] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:03.368274] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:06.373200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:06.377219] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:06.381043] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:06.384742] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:06.384815] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:09.390474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:09.394472] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:09.397941] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:09.402223] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:09.402307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:12.409132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:12.415626] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:12.424740] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:12.430175] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:12.430729] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:15.440174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:15.445839] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:15.450430] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:15.455815] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:15.455982] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:18.462084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:18.466394] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:18.470006] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:18.473491] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:18.473612] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:21.478515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:21.482623] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:21.486360] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:21.489837] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:21.489917] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:24.494512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:24.499228] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:24.503208] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:24.507008] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:24.507111] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:27.511958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:27.515614] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:27.519316] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:27.522869] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:27.522939] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:30.527420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:30.531155] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:30.534906] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:30.538543] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:30.538641] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:33.543770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:33.548179] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:33.551982] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:33.555902] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:33.555988] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:36.561005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:36.564822] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:36.568510] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:36.572259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:36.572350] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:39.578485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:39.583795] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:39.588381] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:39.592541] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:39.592694] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:42.598655] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:42.602801] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:42.607076] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:42.611241] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:42.611344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:45.616553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:45.621396] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:45.626923] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:45.631548] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:45.631646] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:48.637226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:48.641423] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:48.645708] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:48.650771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:48.650914] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:51.656687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:51.661662] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:51.666592] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:51.671810] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:51.671928] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:54.678197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:54.683444] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:54.687826] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:54.693590] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:54.693748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:29:57.700164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:29:57.704422] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:29:57.708064] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:29:57.711817] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:29:57.711899] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:00.719883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:00.724262] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:00.733363] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:00.738399] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:00.738677] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:03.744735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:03.748756] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:03.752132] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:03.755482] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:03.755559] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:06.759967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:06.763841] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:06.803140] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:06.853856] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:06.853947] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:09.858521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:09.863402] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:09.868463] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:09.873139] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:09.873302] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:12.880095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:12.885428] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:12.889849] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:12.894259] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:12.894344] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:15.900299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:15.905875] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:15.911436] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:15.916327] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:15.916458] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:18.920797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:18.924193] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:18.927457] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:18.930773] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:18.930931] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:21.935338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:21.938754] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:21.942180] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:21.946512] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:21.946636] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:24.951215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:24.954699] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:24.958291] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:24.961675] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:24.961748] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:27.966107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:27.969934] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:27.973965] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:27.977931] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:27.978047] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:30.982482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:30.985866] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:30.989091] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:30.992396] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:30.992464] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:33.996922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:34.000532] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:34.004143] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:34.007838] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:34.007918] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:37.012565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:37.016322] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:37.019755] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:37.023019] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:37.023087] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:40.027525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:40.031499] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:40.034842] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:40.038088] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:40.038157] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:43.043411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:43.047206] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:43.050682] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:43.054004] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:43.054079] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:46.059873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:46.128883] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:46.134392] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:46.170446] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:46.170644] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:49.176448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:49.180679] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:49.184408] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:49.187812] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:49.187884] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:52.192849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:52.197081] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:52.201428] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:52.206097] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:52.206320] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:55.211104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:55.214689] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:55.218315] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:55.222268] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:55.222378] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:30:58.227287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:30:58.231234] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:30:58.234995] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:30:58.240180] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:30:58.240307] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:01.244839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:01.248936] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:01.253659] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:01.259250] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:01.259602] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:04.266170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:04.271755] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:04.277141] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:04.282738] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:04.282894] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:07.287358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:07.291552] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:07.295273] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:07.298992] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:07.299085] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:10.303723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:10.307758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:10.311633] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:10.315401] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:10.315502] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:13.320366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:13.323968] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:13.327209] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:13.330508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:13.330610] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:16.336163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:16.340758] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:16.345124] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:16.349167] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:16.349232] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:19.354305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:19.358042] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:19.361293] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:19.364563] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:19.364650] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:22.369258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:22.372530] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:22.375693] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:22.378863] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:22.378929] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:25.383974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:25.388176] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:25.392032] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:25.395771] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:25.395865] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:28.401376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:28.405667] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:28.410250] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:28.414591] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:28.414720] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:31.419369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:31.423135] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:31.426691] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:31.431345] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:31.431470] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:34.437084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:34.443188] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:34.447753] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:34.452670] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:34.452754] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:37.457298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:37.460985] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:37.464549] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:37.468006] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:37.468089] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:40.472723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:40.476259] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:40.479767] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:40.483294] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:40.483362] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:43.488302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:43.495568] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:43.499409] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:43.503666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:43.503792] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:46.509788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:46.513890] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:46.517939] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:46.523509] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:46.523609] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:49.528092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:49.531747] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:49.535204] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:49.538666] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:49.538744] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:52.544166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:52.548432] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:52.552898] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:52.557929] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:52.558102] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:55.562828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:55.566334] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:55.569748] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:55.573142] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:55.573215] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:31:58.577815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:31:58.581232] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:31:58.584651] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:31:58.588137] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:31:58.588218] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:01.593824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:01.599272] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:01.603212] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:01.608378] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:01.608519] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:04.613562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:04.617152] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:04.620720] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:04.624508] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:04.624604] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:07.630491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:07.635133] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:07.638825] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:07.642340] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:07.642414] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:10.646958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:10.650685] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:10.655198] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:10.659199] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:10.659303] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:13.663843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:13.667598] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:13.670876] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:13.674127] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:13.674200] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:16.680221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:16.686452] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:16.691425] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:16.696537] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:16.696673] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:19.701231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service.
[2025-12-03T20:32:19.704917] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:19.709434] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:19.714594] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:19.714788] [WARN ] [R-STATUS  ] One or more dependent services are not clear. Waiting 3 seconds before checking again.
[2025-12-03T20:32:22.719742] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-03T20:32:22.723161] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-03), and is a dependency of this service.
[2025-12-03T20:32:22.726359] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-03T20:32:22.729567] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-03T20:32:22.732790] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-03T20:32:22.732992] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-03T20:32:22.733069] [INFO ] [CACHE     ] Starting cache update
[2025-12-03T20:32:22.733107] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-03T20:32:22.736257] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-03T20:32:22.736496] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-03T20:32:22.736537] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-03T20:32:22.736586] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-03T20:32:22.736628] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-03T20:32:22.798821] [DEBUG] [REMOTE    ] Fetched 3516 unique symbols from directory listing.
[2025-12-03T20:32:22.809188] [INFO ] [sig       ] Skipping 3513 symbols with existing configuration
[2025-12-03T20:32:22.810718] [INFO ] [sig       ] Found 3 active symbols to configure
[2025-12-03T20:32:22.810799] [INFO ] [sig       ] Starting parallel configuration with 4 worker processes
[2025-12-03T20:32:22.845029] [INFO ] [CONFIGURE ] AIRS: Configurate test run.
[2025-12-03T20:32:22.845077] [INFO ] [CONFIGURE ] ACHC: Configurate test run.
[2025-12-03T20:32:22.845206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-03T20:32:22.845225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-03T20:32:22.845199] [INFO ] [CONFIGURE ] AWRE: Configurate test run.
[2025-12-03T20:32:22.845345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-03T20:32:22.866269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-03T20:32:22.866269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-03T20:32:22.866269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-03T20:32:22.866864] [INFO ] [CONFIGURE ] AWRE: Testing with 29 available features
[2025-12-03T20:32:22.866920] [INFO ] [CONFIGURE ] AWRE: Establishing baseline with no features...
[2025-12-03T20:32:22.866943] [INFO ] [CONFIGURE ] ACHC: Testing with 29 available features
[2025-12-03T20:32:22.866999] [INFO ] [CONFIGURE ] ACHC: Establishing baseline with no features...
[2025-12-03T20:32:22.867027] [INFO ] [CONFIGURE ] AIRS: Testing with 29 available features
[2025-12-03T20:32:22.867085] [INFO ] [CONFIGURE ] AIRS: Establishing baseline with no features...
[2025-12-03T20:32:23.050077] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-03T20:32:23.059658] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:23.059659] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:23.215197] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:32:23.241882] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:23.242069] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:23.454200] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:23.490869] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:23.498266] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:23.619291] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:23.673370] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:23.680891] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:23.781446] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:23.853847] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:23.867009] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:23.945268] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:24.036644] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:24.049891] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-03T20:32:24.112834] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:24.225187] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:24.240253] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:24.282209] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:24.424334] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:24.436238] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:24.447555] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:24.606269] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:24.614441] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:24.614589] [INFO ] [CONFIGURE ] AWRE: Baseline score (no features): 70.00%
[2025-12-03T20:32:24.615833] [INFO ] [CONFIGURE ] AWRE: Testing feature 1/29: add_bollinger_bands
[2025-12-03T20:32:24.615891] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_bollinger_bands']
[2025-12-03T20:32:24.618792] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:24.786383] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:32:24.786509] [INFO ] [CONFIGURE ] AIRS: Baseline score (no features): 40.00%
[2025-12-03T20:32:24.787754] [INFO ] [CONFIGURE ] AIRS: Testing feature 1/29: add_bollinger_bands
[2025-12-03T20:32:24.787805] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_bollinger_bands']
[2025-12-03T20:32:24.802901] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:24.803024] [INFO ] [CONFIGURE ] ACHC: Baseline score (no features): 40.00%
[2025-12-03T20:32:24.804271] [INFO ] [CONFIGURE ] ACHC: Testing feature 1/29: add_bollinger_bands
[2025-12-03T20:32:24.804324] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_bollinger_bands']
[2025-12-03T20:32:24.824358] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:25.011338] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:25.029541] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:25.033138] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:32:25.235537] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:25.246392] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:25.252287] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:25.459449] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:25.460709] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:25.476884] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:25.677834] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:25.685827] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:25.704830] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:25.890258] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:25.909190] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:32:25.927748] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:32:26.107276] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:26.134636] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-03T20:32:26.161152] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:26.320672] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:26.375222] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:26.388527] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:26.552398] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:26.610497] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:26.615078] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:26.767905] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:26.768107] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-12-03T20:32:26.768890] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 4/90 | Remaining: 86 | Rate: 60.6/min
[2025-12-03T20:32:26.768950] [INFO ] [CONFIGURE ] AWRE: Testing feature 2/29: add_cumulative_delta
[2025-12-03T20:32:26.768984] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta']
[2025-12-03T20:32:26.836350] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:26.843731] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:26.986509] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:27.062067] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:32:27.062238] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-12-03T20:32:27.063376] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 5/90 | Remaining: 85 | Rate: 70.5/min
[2025-12-03T20:32:27.063439] [INFO ] [CONFIGURE ] AIRS: Testing feature 2/29: add_cumulative_delta
[2025-12-03T20:32:27.063473] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_cumulative_delta']
[2025-12-03T20:32:27.067905] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:27.068126] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-12-03T20:32:27.069634] [INFO ] [CONFIGURE ] JOB ETA: 60s | Tests: 6/90 | Remaining: 84 | Rate: 84.5/min
[2025-12-03T20:32:27.069710] [INFO ] [CONFIGURE ] ACHC: Testing feature 2/29: add_cumulative_delta
[2025-12-03T20:32:27.069753] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_cumulative_delta']
[2025-12-03T20:32:27.211265] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:32:27.300338] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:27.305991] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:27.432162] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:27.534859] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:27.537100] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:27.653340] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:27.767414] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:27.767816] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:27.877028] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:28.002657] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:28.007900] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:28.112818] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:28.233856] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:32:28.243921] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:28.348544] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:28.467473] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:28.484938] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-03T20:32:28.587282] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:28.703089] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:28.726175] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:28.834375] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:28.935324] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:28.964496] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:29.073452] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:29.073627] [INFO ] [CONFIGURE ] AWRE: KEPT add_cumulative_delta (score: 90.00%)
[2025-12-03T20:32:29.074405] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 7/90 | Remaining: 83 | Rate: 67.1/min
[2025-12-03T20:32:29.074460] [INFO ] [CONFIGURE ] AWRE: Testing feature 3/29: add_daily_returns
[2025-12-03T20:32:29.074494] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-12-03T20:32:29.173635] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:29.208835] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:29.320469] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:29.411636] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:29.411825] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_cumulative_delta (score: 10.00%)
[2025-12-03T20:32:29.412689] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 8/90 | Remaining: 82 | Rate: 72.7/min
[2025-12-03T20:32:29.412744] [INFO ] [CONFIGURE ] ACHC: Testing feature 3/29: add_daily_returns
[2025-12-03T20:32:29.412776] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_daily_returns']
[2025-12-03T20:32:29.452888] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:32:29.453045] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-12-03T20:32:29.454363] [INFO ] [CONFIGURE ] JOB ETA: 60s | Tests: 9/90 | Remaining: 81 | Rate: 81.3/min
[2025-12-03T20:32:29.454419] [INFO ] [CONFIGURE ] AIRS: Testing feature 3/29: add_daily_returns
[2025-12-03T20:32:29.454453] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_daily_returns']
[2025-12-03T20:32:29.571687] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:32:29.606537] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:29.650543] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:29.799080] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:29.820441] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:29.847010] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:29.992783] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:30.055891] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:30.068137] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:30.192287] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:30.256012] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:30.318811] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:30.388395] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:32:30.450623] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:30.569540] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:30.589933] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:30.650603] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-03T20:32:30.788312] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:30.802678] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:30.849769] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:30.987033] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:31.040312] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:31.051546] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:31.184146] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:31.251720] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:31.274959] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:31.385522] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:31.385696] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_daily_returns (score: 20.00%)
[2025-12-03T20:32:31.386854] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 10/90 | Remaining: 80 | Rate: 70.0/min
[2025-12-03T20:32:31.386906] [INFO ] [CONFIGURE ] ACHC: Testing feature 4/29: add_ema
[2025-12-03T20:32:31.386937] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_ema']
[2025-12-03T20:32:31.453262] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:32:31.453395] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_daily_returns (score: 40.00%)
[2025-12-03T20:32:31.454355] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 11/90 | Remaining: 79 | Rate: 76.4/min
[2025-12-03T20:32:31.454405] [INFO ] [CONFIGURE ] AIRS: Testing feature 4/29: add_ema
[2025-12-03T20:32:31.454440] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_ema']
[2025-12-03T20:32:31.511920] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:31.512062] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_daily_returns (score: 90.00%)
[2025-12-03T20:32:31.513270] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 12/90 | Remaining: 78 | Rate: 82.7/min
[2025-12-03T20:32:31.513320] [INFO ] [CONFIGURE ] AWRE: Testing feature 4/29: add_ema
[2025-12-03T20:32:31.513351] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-12-03T20:32:31.623050] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:31.692011] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:31.796534] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:31.858660] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:31.926019] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:32.082316] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:32:32.096425] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:32.167838] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:32.327033] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:32.355727] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:32.402762] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:32.562109] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:32:32.631694] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:32.644747] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:32.794035] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:32.881758] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-03T20:32:32.911413] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:33.024743] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:33.118394] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:33.188570] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:33.258695] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:33.360357] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:33.465960] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:33.490917] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:33.603024] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:33.726587] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:33.726727] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_ema (score: 30.00%)
[2025-12-03T20:32:33.727777] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 13/90 | Remaining: 77 | Rate: 71.5/min
[2025-12-03T20:32:33.727827] [INFO ] [CONFIGURE ] ACHC: Testing feature 5/29: add_exhaustion_signals
[2025-12-03T20:32:33.727860] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-03T20:32:33.747855] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:33.845329] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:32:33.845475] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_ema (score: 30.00%)
[2025-12-03T20:32:33.846648] [INFO ] [CONFIGURE ] JOB ETA: 60s | Tests: 14/90 | Remaining: 76 | Rate: 76.1/min
[2025-12-03T20:32:33.846699] [INFO ] [CONFIGURE ] AIRS: Testing feature 5/29: add_exhaustion_signals
[2025-12-03T20:32:33.846732] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-03T20:32:33.961057] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:34.039289] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:34.085455] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:34.194650] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:34.322396] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:34.327069] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:34.327227] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_ema (score: 60.00%)
[2025-12-03T20:32:34.328400] [INFO ] [CONFIGURE ] JOB ETA: 58s | Tests: 15/90 | Remaining: 75 | Rate: 78.1/min
[2025-12-03T20:32:34.328455] [INFO ] [CONFIGURE ] AWRE: Testing feature 5/29: add_exhaustion_signals
[2025-12-03T20:32:34.328488] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-12-03T20:32:34.433824] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:34.567693] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:34.625173] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:34.674899] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:34.806027] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:34.903324] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:32:34.914759] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:35.051041] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:35.156547] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:35.185314] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:35.296500] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:32:35.398724] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:35.465429] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:35.540509] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:35.635658] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:35.745804] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:35.779238] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:35.876868] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:36.017806] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:36.026831] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:36.117651] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:36.117790] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-12-03T20:32:36.118858] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 16/90 | Remaining: 74 | Rate: 72.1/min
[2025-12-03T20:32:36.118908] [INFO ] [CONFIGURE ] ACHC: Testing feature 6/29: add_failed_moves
[2025-12-03T20:32:36.118939] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_failed_moves']
[2025-12-03T20:32:36.258397] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:32:36.258540] [INFO ] [CONFIGURE ] AIRS: KEPT add_exhaustion_signals (score: 60.00%)
[2025-12-03T20:32:36.259299] [INFO ] [CONFIGURE ] JOB ETA: 58s | Tests: 17/90 | Remaining: 73 | Rate: 75.8/min
[2025-12-03T20:32:36.259351] [INFO ] [CONFIGURE ] AIRS: Testing feature 6/29: add_failed_moves
[2025-12-03T20:32:36.259383] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-12-03T20:32:36.304287] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:36.312403] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:36.489819] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:36.519053] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:36.602375] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:36.674099] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:36.769564] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:36.861245] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:36.886726] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:37.021251] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:37.047614] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:37.168169] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:37.168316] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_exhaustion_signals (score: 90.00%)
[2025-12-03T20:32:37.169122] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 18/90 | Remaining: 72 | Rate: 75.2/min
[2025-12-03T20:32:37.169176] [INFO ] [CONFIGURE ] AWRE: Testing feature 6/29: add_failed_moves
[2025-12-03T20:32:37.169208] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-12-03T20:32:37.234736] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:37.271467] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:37.395184] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:37.424176] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:37.523919] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:37.612433] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:37.620948] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:32:37.771610] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:32:37.800127] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:37.851645] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:37.988192] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:37.988325] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_failed_moves (score: 20.00%)
[2025-12-03T20:32:37.989632] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 19/90 | Remaining: 71 | Rate: 75.1/min
[2025-12-03T20:32:37.989691] [INFO ] [CONFIGURE ] ACHC: Testing feature 7/29: add_lag_shelf
[2025-12-03T20:32:37.989732] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_lag_shelf']
[2025-12-03T20:32:38.019154] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:38.080082] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:38.176148] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:38.270790] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:38.313845] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:38.359062] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:38.521034] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:38.538100] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:38.540989] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:38.722776] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:38.773264] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:38.786213] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:32:38.786373] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_failed_moves (score: 50.00%)
[2025-12-03T20:32:38.787184] [INFO ] [CONFIGURE ] JOB ETA: 56s | Tests: 20/90 | Remaining: 70 | Rate: 75.1/min
[2025-12-03T20:32:38.787236] [INFO ] [CONFIGURE ] AIRS: Testing feature 7/29: add_lag_shelf
[2025-12-03T20:32:38.787268] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-12-03T20:32:38.903051] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:39.006544] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:39.033788] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:39.082679] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:39.241873] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:39.264829] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:39.275305] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:32:39.443791] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:39.479343] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:39.479488] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_failed_moves (score: 80.00%)
[2025-12-03T20:32:39.480332] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 21/90 | Remaining: 69 | Rate: 75.6/min
[2025-12-03T20:32:39.480386] [INFO ] [CONFIGURE ] AWRE: Testing feature 7/29: add_lag_shelf
[2025-12-03T20:32:39.480418] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-12-03T20:32:39.526622] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:39.622714] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:39.698920] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:39.778516] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:39.802524] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:39.802667] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-12-03T20:32:39.803548] [INFO ] [CONFIGURE ] JOB ETA: 53s | Tests: 22/90 | Remaining: 68 | Rate: 77.7/min
[2025-12-03T20:32:39.803613] [INFO ] [CONFIGURE ] ACHC: Testing feature 8/29: add_macd
[2025-12-03T20:32:39.803647] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_vwap', 'add_macd']
[2025-12-03T20:32:39.917425] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:32:40.034233] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:40.092693] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:40.139526] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:40.298189] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:32:40.360659] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:40.381056] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:40.560139] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:40.582965] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:40.670053] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:40.802677] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:40.816027] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:40.974452] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:41.041695] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:41.045694] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:41.270610] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:41.273463] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:41.290085] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:32:41.290219] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_lag_shelf (score: 60.00%)
[2025-12-03T20:32:41.291044] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 23/90 | Remaining: 67 | Rate: 74.7/min
[2025-12-03T20:32:41.291097] [INFO ] [CONFIGURE ] AIRS: Testing feature 8/29: add_macd
[2025-12-03T20:32:41.291130] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-12-03T20:32:41.495222] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:41.571089] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:41.602518] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:41.718859] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:41.719003] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_lag_shelf (score: 90.00%)
[2025-12-03T20:32:41.719817] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 24/90 | Remaining: 66 | Rate: 76.2/min
[2025-12-03T20:32:41.719870] [INFO ] [CONFIGURE ] AWRE: Testing feature 8/29: add_macd
[2025-12-03T20:32:41.719903] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-12-03T20:32:41.871960] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:41.911712] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:32:42.063668] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:42.171417] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:42.224818] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:42.391988] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:32:42.469095] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:42.540789] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:42.718784] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:42.772868] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:42.773029] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_macd (score: 30.00%)
[2025-12-03T20:32:42.774267] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 25/90 | Remaining: 65 | Rate: 75.1/min
[2025-12-03T20:32:42.774320] [INFO ] [CONFIGURE ] ACHC: Testing feature 9/29: add_mfi
[2025-12-03T20:32:42.774355] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi']
[2025-12-03T20:32:42.875790] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:32:42.972644] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:43.050672] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:43.169569] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:43.195300] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:32:43.367902] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:43.386310] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:43.514335] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:43.563267] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:43.718495] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:43.767436] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:43.839551] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:43.978802] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:44.055472] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:44.160376] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:44.191783] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:44.394797] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:44.406189] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:44.488650] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:32:44.488793] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_macd (score: 50.00%)
[2025-12-03T20:32:44.489641] [INFO ] [CONFIGURE ] JOB ETA: 53s | Tests: 26/90 | Remaining: 64 | Rate: 72.0/min
[2025-12-03T20:32:44.489692] [INFO ] [CONFIGURE ] AIRS: Testing feature 9/29: add_mfi
[2025-12-03T20:32:44.489725] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-12-03T20:32:44.617693] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:44.728815] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:44.742049] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:44.821650] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:44.821801] [INFO ] [CONFIGURE ] ACHC: KEPT add_mfi (score: 50.00%)
[2025-12-03T20:32:44.822982] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 27/90 | Remaining: 63 | Rate: 73.6/min
[2025-12-03T20:32:44.823032] [INFO ] [CONFIGURE ] ACHC: Testing feature 10/29: add_momentum_acceleration
[2025-12-03T20:32:44.823066] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-03T20:32:44.993320] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:32:45.071823] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:45.071975] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_macd (score: 70.00%)
[2025-12-03T20:32:45.072781] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 28/90 | Remaining: 62 | Rate: 75.5/min
[2025-12-03T20:32:45.072832] [INFO ] [CONFIGURE ] AWRE: Testing feature 9/29: add_mfi
[2025-12-03T20:32:45.072864] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-12-03T20:32:45.111762] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:45.244027] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:45.310624] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:45.404540] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:45.499455] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:45.560617] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:32:45.719170] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:45.763853] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:45.826196] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:46.038351] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:32:46.038434] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:46.080800] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:46.328516] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:46.372215] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:46.373698] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:46.629739] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:46.692683] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:46.719377] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:46.948090] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:46.953499] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:47.102805] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:47.215741] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:47.226919] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:32:47.227044] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_mfi (score: 60.00%)
[2025-12-03T20:32:47.227853] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 29/90 | Remaining: 61 | Rate: 71.3/min
[2025-12-03T20:32:47.227906] [INFO ] [CONFIGURE ] AIRS: Testing feature 10/29: add_momentum_acceleration
[2025-12-03T20:32:47.227940] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-03T20:32:47.415911] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:47.465221] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:47.556682] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:47.719298] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:47.720700] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:47.720870] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_mfi (score: 90.00%)
[2025-12-03T20:32:47.721802] [INFO ] [CONFIGURE ] JOB ETA: 50s | Tests: 30/90 | Remaining: 60 | Rate: 72.3/min
[2025-12-03T20:32:47.721867] [INFO ] [CONFIGURE ] AWRE: Testing feature 10/29: add_momentum_acceleration
[2025-12-03T20:32:47.721910] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-03T20:32:47.887560] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:48.023356] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:48.023511] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-12-03T20:32:48.024691] [INFO ] [CONFIGURE ] JOB ETA: 48s | Tests: 31/90 | Remaining: 59 | Rate: 73.8/min
[2025-12-03T20:32:48.024744] [INFO ] [CONFIGURE ] ACHC: Testing feature 11/29: add_obv_daily
[2025-12-03T20:32:48.024777] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-12-03T20:32:48.040695] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:48.219886] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:48.261969] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:48.353912] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:32:48.500884] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:48.551233] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:48.664787] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:48.742906] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:48.882404] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:48.979512] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:48.980704] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:49.210426] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:32:49.216714] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:49.308851] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:49.448259] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:49.548570] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:49.632132] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:49.683141] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:49.884858] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:49.919505] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:49.960495] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:50.155716] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:50.234866] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:50.308443] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:50.393389] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:50.393545] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_obv_daily (score: 30.00%)
[2025-12-03T20:32:50.394803] [INFO ] [CONFIGURE ] JOB ETA: 50s | Tests: 32/90 | Remaining: 58 | Rate: 69.6/min
[2025-12-03T20:32:50.394855] [INFO ] [CONFIGURE ] ACHC: Testing feature 12/29: add_obv_interval
[2025-12-03T20:32:50.394888] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-12-03T20:32:50.602365] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:32:50.602526] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-03T20:32:50.603378] [INFO ] [CONFIGURE ] JOB ETA: 48s | Tests: 33/90 | Remaining: 57 | Rate: 71.2/min
[2025-12-03T20:32:50.603433] [INFO ] [CONFIGURE ] AIRS: Testing feature 11/29: add_obv_daily
[2025-12-03T20:32:50.603467] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-12-03T20:32:50.613059] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:50.648611] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:50.829177] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:50.896476] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:50.974229] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:50.974407] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-03T20:32:50.975229] [INFO ] [CONFIGURE ] JOB ETA: 46s | Tests: 34/90 | Remaining: 56 | Rate: 72.4/min
[2025-12-03T20:32:50.975283] [INFO ] [CONFIGURE ] AWRE: Testing feature 11/29: add_obv_daily
[2025-12-03T20:32:50.975315] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-12-03T20:32:51.071756] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:51.179164] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:32:51.233296] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:51.296266] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:51.456263] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:51.488950] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:32:51.512559] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:51.735898] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:51.737159] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:51.745956] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:51.954818] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:52.021681] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:52.025567] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:52.178814] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:52.278535] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:52.299523] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:32:52.401881] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:52.553922] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:52.576929] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:52.624793] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:52.624951] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_obv_interval (score: 30.00%)
[2025-12-03T20:32:52.626122] [INFO ] [CONFIGURE ] JOB ETA: 47s | Tests: 35/90 | Remaining: 55 | Rate: 70.4/min
[2025-12-03T20:32:52.626172] [INFO ] [CONFIGURE ] ACHC: Testing feature 13/29: add_opening_strength
[2025-12-03T20:32:52.626204] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-12-03T20:32:52.820880] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:52.856152] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:52.873232] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:53.084132] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:53.115364] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:53.134724] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:53.342357] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:53.359734] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:53.412974] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:32:53.413133] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-03T20:32:53.413989] [INFO ] [CONFIGURE ] JOB ETA: 46s | Tests: 36/90 | Remaining: 54 | Rate: 70.6/min
[2025-12-03T20:32:53.414044] [INFO ] [CONFIGURE ] AIRS: Testing feature 12/29: add_obv_interval
[2025-12-03T20:32:53.414077] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-12-03T20:32:53.607472] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:53.607621] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_obv_daily (score: 90.00%)
[2025-12-03T20:32:53.608441] [INFO ] [CONFIGURE ] JOB ETA: 44s | Tests: 37/90 | Remaining: 53 | Rate: 72.1/min
[2025-12-03T20:32:53.608492] [INFO ] [CONFIGURE ] AWRE: Testing feature 12/29: add_obv_interval
[2025-12-03T20:32:53.608524] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-12-03T20:32:53.610138] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:53.672515] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:53.846683] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:53.858987] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:53.930679] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:32:54.085364] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:32:54.109302] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:54.190477] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:54.339064] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:32:54.360704] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:54.450224] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:54.586913] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:54.613527] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:54.722019] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:54.830915] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:54.863252] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:54.985905] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:32:55.074491] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:55.120179] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:55.120328] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_opening_strength (score: 40.00%)
[2025-12-03T20:32:55.121178] [INFO ] [CONFIGURE ] JOB ETA: 44s | Tests: 38/90 | Remaining: 52 | Rate: 70.6/min
[2025-12-03T20:32:55.121229] [INFO ] [CONFIGURE ] ACHC: Testing feature 14/29: add_order_flow_imbalance
[2025-12-03T20:32:55.121261] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-12-03T20:32:55.252725] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:55.317475] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:55.353701] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:55.518730] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:55.562550] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:55.593557] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:55.781182] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:55.809158] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:55.821118] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:56.043362] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:32:56.043519] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_obv_interval (score: 60.00%)
[2025-12-03T20:32:56.044337] [INFO ] [CONFIGURE ] JOB ETA: 43s | Tests: 39/90 | Remaining: 51 | Rate: 70.4/min
[2025-12-03T20:32:56.044396] [INFO ] [CONFIGURE ] AIRS: Testing feature 13/29: add_opening_strength
[2025-12-03T20:32:56.044428] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-12-03T20:32:56.049923] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:56.051564] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:56.051703] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-03T20:32:56.052471] [INFO ] [CONFIGURE ] JOB ETA: 42s | Tests: 40/90 | Remaining: 50 | Rate: 72.2/min
[2025-12-03T20:32:56.052522] [INFO ] [CONFIGURE ] AWRE: Testing feature 13/29: add_opening_strength
[2025-12-03T20:32:56.052554] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-12-03T20:32:56.278833] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:56.322807] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:56.330011] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:56.508309] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:56.600851] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:32:56.613881] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:32:56.738147] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:56.874474] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:56.902609] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:56.968361] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:57.146823] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:57.188329] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:57.201856] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:57.424158] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:57.445263] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:32:57.445414] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-12-03T20:32:57.446901] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 41/90 | Remaining: 49 | Rate: 71.0/min
[2025-12-03T20:32:57.446953] [INFO ] [CONFIGURE ] ACHC: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-03T20:32:57.446986] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-12-03T20:32:57.480380] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:32:57.663475] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:57.703136] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:32:57.768202] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:32:57.871433] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:32:57.986498] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:58.059655] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:32:58.081152] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:32:58.265011] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:58.289357] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:32:58.368489] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:32:58.500187] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:32:58.540346] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:32:58.675342] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:32:58.708159] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:32:58.823398] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:58.823550] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_opening_strength (score: 80.00%)
[2025-12-03T20:32:58.824389] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 42/90 | Remaining: 48 | Rate: 70.0/min
[2025-12-03T20:32:58.824447] [INFO ] [CONFIGURE ] AWRE: Testing feature 14/29: add_order_flow_imbalance
[2025-12-03T20:32:58.824480] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-12-03T20:32:58.914397] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:32:58.974107] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:32:58.974273] [INFO ] [CONFIGURE ] AIRS: KEPT add_opening_strength (score: 70.00%)
[2025-12-03T20:32:58.975124] [INFO ] [CONFIGURE ] JOB ETA: 40s | Tests: 43/90 | Remaining: 47 | Rate: 71.3/min
[2025-12-03T20:32:58.975179] [INFO ] [CONFIGURE ] AIRS: Testing feature 14/29: add_order_flow_imbalance
[2025-12-03T20:32:58.975214] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-12-03T20:32:59.078707] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:32:59.126027] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:32:59.300240] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:32:59.332868] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:32:59.345394] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:32:59.565950] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:32:59.566091] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-12-03T20:32:59.566854] [INFO ] [CONFIGURE ] JOB ETA: 38s | Tests: 44/90 | Remaining: 46 | Rate: 71.8/min
[2025-12-03T20:32:59.566906] [INFO ] [CONFIGURE ] ACHC: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-03T20:32:59.566938] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-12-03T20:32:59.604709] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:32:59.640353] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:32:59.788038] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:32:59.862460] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:32:59.970307] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:00.009339] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:00.121237] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:00.231661] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:00.302374] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:00.380793] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:00.465034] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:00.641870] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:00.645111] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:00.693774] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:33:00.904211] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:00.922081] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:00.979112] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:01.176288] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:01.218079] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:01.422996] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:01.425950] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:01.491228] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:01.491376] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-12-03T20:33:01.492139] [INFO ] [CONFIGURE ] JOB ETA: 39s | Tests: 45/90 | Remaining: 45 | Rate: 69.8/min
[2025-12-03T20:33:01.492191] [INFO ] [CONFIGURE ] AWRE: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-03T20:33:01.492222] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-12-03T20:33:01.651904] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:01.719083] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:01.851436] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:01.880258] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:01.880388] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-12-03T20:33:01.881190] [INFO ] [CONFIGURE ] JOB ETA: 37s | Tests: 46/90 | Remaining: 44 | Rate: 70.6/min
[2025-12-03T20:33:01.881241] [INFO ] [CONFIGURE ] ACHC: Testing feature 17/29: add_pbf_return_2d
[2025-12-03T20:33:01.881274] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-12-03T20:33:01.957843] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:02.109448] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:02.199212] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:02.211625] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:02.351857] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:02.437893] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:02.546689] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:33:02.546836] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-03T20:33:02.547609] [INFO ] [CONFIGURE ] JOB ETA: 36s | Tests: 47/90 | Remaining: 43 | Rate: 71.0/min
[2025-12-03T20:33:02.547664] [INFO ] [CONFIGURE ] AIRS: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-03T20:33:02.547699] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-12-03T20:33:02.586406] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:02.682237] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:02.811289] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:02.849319] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:02.923289] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:03.036942] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:33:03.155515] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:33:03.169352] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:03.266873] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:03.405467] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:03.452242] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:03.500109] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:03.651384] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:03.733834] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:03.753942] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:03.888980] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:03.889118] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-12-03T20:33:03.889937] [INFO ] [CONFIGURE ] JOB ETA: 36s | Tests: 48/90 | Remaining: 42 | Rate: 70.1/min
[2025-12-03T20:33:03.889990] [INFO ] [CONFIGURE ] AWRE: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-03T20:33:03.890023] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-12-03T20:33:03.965708] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:04.057307] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:04.142874] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-03T20:33:04.192871] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:04.192998] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-12-03T20:33:04.193830] [INFO ] [CONFIGURE ] JOB ETA: 35s | Tests: 49/90 | Remaining: 41 | Rate: 71.0/min
[2025-12-03T20:33:04.193881] [INFO ] [CONFIGURE ] ACHC: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-03T20:33:04.193913] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-12-03T20:33:04.357707] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:04.390302] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:04.391006] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:04.592924] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:04.639662] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:04.664252] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:04.797243] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:04.889778] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:04.985834] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:05.000556] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:05.147526] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:05.206153] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:33:05.297054] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:05.406160] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:05.411596] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:05.600556] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:33:05.600737] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-03T20:33:05.601469] [INFO ] [CONFIGURE ] JOB ETA: 34s | Tests: 50/90 | Remaining: 40 | Rate: 70.1/min
[2025-12-03T20:33:05.601529] [INFO ] [CONFIGURE ] AIRS: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-03T20:33:05.601565] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-12-03T20:33:05.618733] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:05.674076] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:05.827219] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:05.915279] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:05.934295] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:06.039087] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:06.185942] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:06.228983] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:06.245338] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:06.245487] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-12-03T20:33:06.246279] [INFO ] [CONFIGURE ] JOB ETA: 33s | Tests: 51/90 | Remaining: 39 | Rate: 70.4/min
[2025-12-03T20:33:06.246331] [INFO ] [CONFIGURE ] ACHC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-03T20:33:06.246363] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-12-03T20:33:06.442792] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:06.445506] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:06.445667] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-03T20:33:06.446470] [INFO ] [CONFIGURE ] JOB ETA: 32s | Tests: 52/90 | Remaining: 38 | Rate: 71.5/min
[2025-12-03T20:33:06.446539] [INFO ] [CONFIGURE ] AWRE: Testing feature 17/29: add_pbf_return_2d
[2025-12-03T20:33:06.446587] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-12-03T20:33:06.540028] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:06.638499] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:06.698598] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:06.837196] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:06.855980] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:06.957922] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:33:07.042051] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:07.170113] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:07.217785] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:07.252343] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:07.453602] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:07.476485] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:07.488056] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:07.655912] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:07.729953] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:07.804445] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:07.857906] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:07.992389] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:08.055978] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:08.121217] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:08.251287] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:08.253281] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:08.253410] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_pbf_vs_sma_5 (score: 20.00%)
[2025-12-03T20:33:08.254264] [INFO ] [CONFIGURE ] JOB ETA: 32s | Tests: 53/90 | Remaining: 37 | Rate: 70.0/min
[2025-12-03T20:33:08.254316] [INFO ] [CONFIGURE ] ACHC: Testing feature 20/29: add_price_rejection
[2025-12-03T20:33:08.254348] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_price_rejection']
[2025-12-03T20:33:08.435145] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:08.473991] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:08.515748] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:08.693451] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:08.752867] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:33:08.753007] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-03T20:33:08.753808] [INFO ] [CONFIGURE ] JOB ETA: 31s | Tests: 54/90 | Remaining: 36 | Rate: 70.5/min
[2025-12-03T20:33:08.753897] [INFO ] [CONFIGURE ] AIRS: Testing feature 17/29: add_pbf_return_2d
[2025-12-03T20:33:08.753931] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-12-03T20:33:08.777700] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:08.916757] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:09.047394] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:09.047550] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-12-03T20:33:09.048378] [INFO ] [CONFIGURE ] JOB ETA: 29s | Tests: 55/90 | Remaining: 35 | Rate: 71.4/min
[2025-12-03T20:33:09.048432] [INFO ] [CONFIGURE ] AWRE: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-03T20:33:09.048465] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-12-03T20:33:09.076998] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:09.141067] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:09.282122] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:09.371442] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:33:09.398380] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:09.510121] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:33:09.596523] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:09.719728] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:09.739058] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:09.826657] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:09.964907] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:10.046826] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:10.065555] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:10.192132] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:10.292478] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:10.385258] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:10.423474] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:10.520665] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:10.520813] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_price_rejection (score: 20.00%)
[2025-12-03T20:33:10.521651] [INFO ] [CONFIGURE ] JOB ETA: 29s | Tests: 56/90 | Remaining: 34 | Rate: 70.4/min
[2025-12-03T20:33:10.521723] [INFO ] [CONFIGURE ] ACHC: Testing feature 21/29: add_range_position
[2025-12-03T20:33:10.521763] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_range_position']
[2025-12-03T20:33:10.660336] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:10.715444] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:10.763973] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:10.895499] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:11.009531] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:11.037858] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:11.128166] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:11.250226] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:11.359361] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:11.359500] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-12-03T20:33:11.360305] [INFO ] [CONFIGURE ] JOB ETA: 28s | Tests: 57/90 | Remaining: 33 | Rate: 70.4/min
[2025-12-03T20:33:11.360357] [INFO ] [CONFIGURE ] AWRE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-03T20:33:11.360388] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-12-03T20:33:11.362414] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:11.492819] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:11.584260] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:11.688961] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:11.738472] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:33:11.811066] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:11.987741] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:12.017954] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:12.018123] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-03T20:33:12.018938] [INFO ] [CONFIGURE ] JOB ETA: 27s | Tests: 58/90 | Remaining: 32 | Rate: 70.7/min
[2025-12-03T20:33:12.018989] [INFO ] [CONFIGURE ] AIRS: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-03T20:33:12.019022] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-12-03T20:33:12.037055] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:12.231489] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:12.258705] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:12.310965] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:12.478902] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:12.484193] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:12.611880] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:33:12.711634] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:12.726813] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:12.908549] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:12.941366] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:12.996698] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:12.996851] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_range_position (score: 20.00%)
[2025-12-03T20:33:12.997692] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 59/90 | Remaining: 31 | Rate: 70.5/min
[2025-12-03T20:33:12.997746] [INFO ] [CONFIGURE ] ACHC: Testing feature 22/29: add_realized_volatility
[2025-12-03T20:33:12.997780] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_realized_volatility']
[2025-12-03T20:33:13.168043] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:13.204861] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:13.312546] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:13.396388] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:13.499132] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:13.620203] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:13.622030] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:13.622165] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-12-03T20:33:13.623009] [INFO ] [CONFIGURE ] JOB ETA: 25s | Tests: 60/90 | Remaining: 30 | Rate: 70.8/min
[2025-12-03T20:33:13.623062] [INFO ] [CONFIGURE ] AWRE: Testing feature 20/29: add_price_rejection
[2025-12-03T20:33:13.623094] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-12-03T20:33:13.793214] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:13.881544] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:13.932766] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:14.089162] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:14.135101] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:14.248079] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:14.390720] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:14.391436] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:14.563052] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:33:14.635473] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:14.686082] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:14.874176] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:14.897744] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:14.988513] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:14.988685] [INFO ] [CONFIGURE ] AIRS: KEPT add_pbf_volatility_5d (score: 80.00%)
[2025-12-03T20:33:14.989472] [INFO ] [CONFIGURE ] JOB ETA: 25s | Tests: 61/90 | Remaining: 29 | Rate: 70.1/min
[2025-12-03T20:33:14.989523] [INFO ] [CONFIGURE ] AIRS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-03T20:33:14.989555] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5']
[2025-12-03T20:33:15.149329] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:15.182445] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:15.283610] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:15.399456] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:15.493456] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:15.579129] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:33:15.653115] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:15.813450] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:15.876439] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:15.910529] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:16.135557] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:16.135746] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_realized_volatility (score: 20.00%)
[2025-12-03T20:33:16.136546] [INFO ] [CONFIGURE ] JOB ETA: 24s | Tests: 62/90 | Remaining: 28 | Rate: 69.8/min
[2025-12-03T20:33:16.136615] [INFO ] [CONFIGURE ] ACHC: Testing feature 23/29: add_recent_range_context
[2025-12-03T20:33:16.136649] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_recent_range_context']
[2025-12-03T20:33:16.161504] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:16.161660] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-03T20:33:16.162489] [INFO ] [CONFIGURE ] JOB ETA: 23s | Tests: 63/90 | Remaining: 27 | Rate: 70.9/min
[2025-12-03T20:33:16.162546] [INFO ] [CONFIGURE ] AWRE: Testing feature 21/29: add_range_position
[2025-12-03T20:33:16.162595] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-12-03T20:33:16.173403] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:16.350939] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:16.431217] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:16.472907] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:16.562593] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:16.693024] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:16.773636] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:16.776664] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:16.954335] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:16.997139] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:17.081262] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:17.217155] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:17.220488] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:33:17.402884] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:17.438386] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:17.486822] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:17.659738] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:17.712748] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:17.753510] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:17.874592] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:18.016862] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:18.017007] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-03T20:33:18.017117] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:18.017837] [INFO ] [CONFIGURE ] JOB ETA: 22s | Tests: 64/90 | Remaining: 26 | Rate: 69.6/min
[2025-12-03T20:33:18.017889] [INFO ] [CONFIGURE ] AIRS: Testing feature 20/29: add_price_rejection
[2025-12-03T20:33:18.017922] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_price_rejection']
[2025-12-03T20:33:18.089210] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:18.280986] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:18.309668] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:18.309812] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_recent_range_context (score: 20.00%)
[2025-12-03T20:33:18.310667] [INFO ] [CONFIGURE ] JOB ETA: 21s | Tests: 65/90 | Remaining: 25 | Rate: 70.3/min
[2025-12-03T20:33:18.310721] [INFO ] [CONFIGURE ] ACHC: Testing feature 24/29: add_rsi
[2025-12-03T20:33:18.310754] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_ema', 'add_rsi']
[2025-12-03T20:33:18.343560] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:18.546731] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:18.578909] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:18.671507] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:33:18.816209] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:18.816355] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_range_position (score: 80.00%)
[2025-12-03T20:33:18.817186] [INFO ] [CONFIGURE ] JOB ETA: 20s | Tests: 66/90 | Remaining: 24 | Rate: 70.7/min
[2025-12-03T20:33:18.817238] [INFO ] [CONFIGURE ] AWRE: Testing feature 22/29: add_realized_volatility
[2025-12-03T20:33:18.817270] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-12-03T20:33:18.844504] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:19.003100] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:19.108806] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-03T20:33:19.140997] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:19.333095] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:19.375146] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:19.471546] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:33:19.643613] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:19.654969] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:19.810894] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:19.914006] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:19.979220] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:20.158237] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:20.183514] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:20.303361] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:20.450982] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:20.495764] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:20.628097] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:20.723558] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:20.831437] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:20.951898] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:20.995414] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:20.995590] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_rsi (score: 50.00%)
[2025-12-03T20:33:20.996384] [INFO ] [CONFIGURE ] JOB ETA: 20s | Tests: 67/90 | Remaining: 23 | Rate: 69.1/min
[2025-12-03T20:33:20.996437] [INFO ] [CONFIGURE ] ACHC: Testing feature 25/29: add_tick_distribution
[2025-12-03T20:33:20.996470] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_tick_distribution']
[2025-12-03T20:33:21.174295] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:21.200268] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:21.280234] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:21.280382] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-03T20:33:21.281218] [INFO ] [CONFIGURE ] JOB ETA: 19s | Tests: 68/90 | Remaining: 22 | Rate: 69.8/min
[2025-12-03T20:33:21.281272] [INFO ] [CONFIGURE ] AIRS: Testing feature 21/29: add_range_position
[2025-12-03T20:33:21.281306] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_range_position']
[2025-12-03T20:33:21.405034] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:21.513328] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:21.623385] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:21.637536] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:21.855468] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:21.866296] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:21.998190] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:22.085495] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:33:22.202294] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:22.202452] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-03T20:33:22.203257] [INFO ] [CONFIGURE ] JOB ETA: 18s | Tests: 69/90 | Remaining: 21 | Rate: 69.7/min
[2025-12-03T20:33:22.203313] [INFO ] [CONFIGURE ] AWRE: Testing feature 23/29: add_recent_range_context
[2025-12-03T20:33:22.203347] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-12-03T20:33:22.302593] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:22.343042] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:22.445555] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:22.513884] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:22.683096] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:22.686203] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:22.733132] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:22.926110] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:22.944060] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:23.026976] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:23.150497] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:23.150662] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_tick_distribution (score: 40.00%)
[2025-12-03T20:33:23.151437] [INFO ] [CONFIGURE ] JOB ETA: 17s | Tests: 70/90 | Remaining: 20 | Rate: 69.6/min
[2025-12-03T20:33:23.151490] [INFO ] [CONFIGURE ] ACHC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-03T20:33:23.151524] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation']
[2025-12-03T20:33:23.165844] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:23.370276] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:23.387429] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:23.405823] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:23.593644] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:23.646876] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:23.753444] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:23.824328] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:23.892268] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:24.054898] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:24.117872] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:24.138971] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:24.284610] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-03T20:33:24.385186] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:24.478596] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:24.515755] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:24.652984] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:24.653137] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_recent_range_context (score: 90.00%)
[2025-12-03T20:33:24.653971] [INFO ] [CONFIGURE ] JOB ETA: 17s | Tests: 71/90 | Remaining: 19 | Rate: 68.9/min
[2025-12-03T20:33:24.654024] [INFO ] [CONFIGURE ] AWRE: Testing feature 24/29: add_rsi
[2025-12-03T20:33:24.654057] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-12-03T20:33:24.747045] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:24.842687] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-12-01, Predicted=0.0, Actual=1
[2025-12-03T20:33:24.842839] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_range_position (score: 50.00%)
[2025-12-03T20:33:24.843683] [INFO ] [CONFIGURE ] JOB ETA: 16s | Tests: 72/90 | Remaining: 18 | Rate: 69.6/min
[2025-12-03T20:33:24.843735] [INFO ] [CONFIGURE ] AIRS: Testing feature 22/29: add_realized_volatility
[2025-12-03T20:33:24.843808] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_realized_volatility']
[2025-12-03T20:33:24.948245] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:24.977382] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:25.202397] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:25.245300] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:33:25.252247] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:25.433831] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:25.433979] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-12-03T20:33:25.434869] [INFO ] [CONFIGURE ] JOB ETA: 15s | Tests: 73/90 | Remaining: 17 | Rate: 69.9/min
[2025-12-03T20:33:25.434925] [INFO ] [CONFIGURE ] ACHC: Testing feature 27/29: add_volume_price_divergence
[2025-12-03T20:33:25.434958] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_volume_price_divergence']
[2025-12-03T20:33:25.550072] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:33:25.655703] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:33:25.675948] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:25.850244] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:25.916880] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:26.072122] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-03T20:33:26.150879] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:26.157417] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:26.389007] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:26.452966] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:26.487687] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:26.617085] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:26.777839] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:26.857182] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:26.894837] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:27.100439] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:27.103550] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:27.296453] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:27.346492] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:27.409435] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:27.590361] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:27.706083] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:27.713188] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:27.713348] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_rsi (score: 60.00%)
[2025-12-03T20:33:27.714371] [INFO ] [CONFIGURE ] JOB ETA: 14s | Tests: 74/90 | Remaining: 16 | Rate: 68.4/min
[2025-12-03T20:33:27.714430] [INFO ] [CONFIGURE ] AWRE: Testing feature 25/29: add_tick_distribution
[2025-12-03T20:33:27.714470] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-12-03T20:33:27.840897] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:27.841066] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-12-03T20:33:27.841988] [INFO ] [CONFIGURE ] JOB ETA: 13s | Tests: 75/90 | Remaining: 15 | Rate: 69.2/min
[2025-12-03T20:33:27.842048] [INFO ] [CONFIGURE ] ACHC: Testing feature 28/29: add_volume_profile
[2025-12-03T20:33:27.842081] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_volume_profile']
[2025-12-03T20:33:27.958787] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:28.074384] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:28.112990] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:28.203635] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:28.304094] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:28.433074] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:28.515881] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:28.535798] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:28.661836] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:28.758107] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:28.891233] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:28.923946] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:28.924117] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_realized_volatility (score: 50.00%)
[2025-12-03T20:33:28.924942] [INFO ] [CONFIGURE ] JOB ETA: 12s | Tests: 76/90 | Remaining: 14 | Rate: 69.0/min
[2025-12-03T20:33:28.924995] [INFO ] [CONFIGURE ] AIRS: Testing feature 23/29: add_recent_range_context
[2025-12-03T20:33:28.925028] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_recent_range_context']
[2025-12-03T20:33:28.982925] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:29.122301] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:29.212415] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:29.242316] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:29.355409] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:29.450279] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:29.560215] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:33:29.590670] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:29.696884] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:29.823677] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:29.882326] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:29.934967] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:30.059358] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:30.059499] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_tick_distribution (score: 90.00%)
[2025-12-03T20:33:30.060641] [INFO ] [CONFIGURE ] JOB ETA: 11s | Tests: 77/90 | Remaining: 13 | Rate: 68.7/min
[2025-12-03T20:33:30.060700] [INFO ] [CONFIGURE ] AWRE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-03T20:33:30.060733] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-12-03T20:33:30.158484] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:30.158633] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_volume_profile (score: 40.00%)
[2025-12-03T20:33:30.159432] [INFO ] [CONFIGURE ] JOB ETA: 10s | Tests: 78/90 | Remaining: 12 | Rate: 69.5/min
[2025-12-03T20:33:30.159484] [INFO ] [CONFIGURE ] ACHC: Testing feature 29/29: add_vwap
[2025-12-03T20:33:30.159517] [INFO ] [CONFIGURE ] ACHC: Testing with features: ['add_mfi', 'add_vwap']
[2025-12-03T20:33:30.205979] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:30.297606] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:30.381796] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-03T20:33:30.524492] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:30.536458] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:30.604884] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:30.782953] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:30.828507] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-03T20:33:30.849659] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:31.023243] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:31.053984] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:31.177758] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:31.263868] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:31.280307] [DEBUG] [FORECASTER] ACHC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:31.497390] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:31.506332] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:31.508516] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:31.736490] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:31.751971] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:31.823398] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:31.966752] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:31.999115] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:32.149907] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:32.150068] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-03T20:33:32.150865] [INFO ] [CONFIGURE ] JOB ETA: 10s | Tests: 79/90 | Remaining: 11 | Rate: 68.4/min
[2025-12-03T20:33:32.150943] [INFO ] [CONFIGURE ] AIRS: Testing feature 24/29: add_rsi
[2025-12-03T20:33:32.150979] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi']
[2025-12-03T20:33:32.201183] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-11-28, Predicted=1.0, Actual=0
[2025-12-03T20:33:32.242996] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:32.429549] [DEBUG] [FORECASTER] ACHC: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:32.429706] [INFO ] [CONFIGURE ] ACHC: DISCARDED add_vwap (score: 20.00%)
[2025-12-03T20:33:32.430489] [INFO ] [CONFIGURE ] JOB ETA: 9s | Tests: 80/90 | Remaining: 10 | Rate: 68.9/min
[2025-12-03T20:33:32.430542] [INFO ] [CONFIGURE ] ACHC: ===== FEATURE SELECTION COMPLETE =====
[2025-12-03T20:33:32.430586] [INFO ] [CONFIGURE ] ACHC: Best accuracy: 50.00%
[2025-12-03T20:33:32.430619] [INFO ] [CONFIGURE ] ACHC: Best feature set (1 features): ['add_mfi']
[2025-12-03T20:33:32.430645] [INFO ] [CONFIGURE ] ACHC: Improvement over baseline: 10.00%
[2025-12-03T20:33:32.430670] [INFO ] [CONFIGURE ] ACHC: Total time: 1.1 minutes
[2025-12-03T20:33:32.430695] [INFO ] [CONFIGURE ] ACHC: Average time per feature: 2.3 seconds
[2025-12-03T20:33:32.430721] [INFO ] [CONFIGURE ] ACHC: Average speed: 0.43 features/sec
[2025-12-03T20:33:32.430975] [INFO ] [LOCAL     ] Saved configuration for ACHC: 1 features, 50.00% accuracy -> ./output/feature-sets/ACHC.json
[2025-12-03T20:33:32.431015] [INFO ] [CONFIGURE ] ACHC: Configuration saved successfully: 1 features, 50.00% accuracy.
[2025-12-03T20:33:32.431869] [INFO ] [sig       ] [1/3] ACHC OK in 1m 10s. ETA: 2m 19s. Rate: 0.9 sym/min
[2025-12-03T20:33:32.488186] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:32.488337] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-12-03T20:33:32.489730] [INFO ] [CONFIGURE ] JOB ETA: 8s | Tests: 81/90 | Remaining: 9 | Rate: 69.7/min
[2025-12-03T20:33:32.489796] [INFO ] [CONFIGURE ] AWRE: Testing feature 27/29: add_volume_price_divergence
[2025-12-03T20:33:32.489832] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-12-03T20:33:32.516431] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:32.743439] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:32.886157] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:33:33.007164] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:33.250501] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:33.266657] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:33.521491] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:33.618279] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:33.789973] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:34.017649] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:34.072764] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:34.367895] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:34.455440] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:34.696539] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:34.878813] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:34.990744] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:35.265041] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:35.265194] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-12-03T20:33:35.266177] [INFO ] [CONFIGURE ] JOB ETA: 7s | Tests: 82/90 | Remaining: 8 | Rate: 67.9/min
[2025-12-03T20:33:35.266227] [INFO ] [CONFIGURE ] AWRE: Testing feature 28/29: add_volume_profile
[2025-12-03T20:33:35.266260] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-12-03T20:33:35.317420] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:35.517423] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:35.696121] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:35.763390] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-03T20:33:36.012943] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:36.067916] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:36.068109] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_rsi (score: 70.00%)
[2025-12-03T20:33:36.069110] [INFO ] [CONFIGURE ] JOB ETA: 6s | Tests: 83/90 | Remaining: 7 | Rate: 68.0/min
[2025-12-03T20:33:36.069162] [INFO ] [CONFIGURE ] AIRS: Testing feature 25/29: add_tick_distribution
[2025-12-03T20:33:36.069195] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_tick_distribution']
[2025-12-03T20:33:36.261269] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:36.379819] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:36.532022] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:36.696710] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:33:36.780522] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-03T20:33:37.008514] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:37.033115] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-03T20:33:37.289971] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:37.329289] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:37.543630] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:37.640867] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:37.802221] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-12-01, Predicted=0.0, Actual=0
[2025-12-03T20:33:37.802358] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_volume_profile (score: 80.00%)
[2025-12-03T20:33:37.803618] [INFO ] [CONFIGURE ] JOB ETA: 5s | Tests: 84/90 | Remaining: 6 | Rate: 67.2/min
[2025-12-03T20:33:37.803670] [INFO ] [CONFIGURE ] AWRE: Testing feature 29/29: add_vwap
[2025-12-03T20:33:37.803703] [INFO ] [CONFIGURE ] AWRE: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-12-03T20:33:37.949749] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:38.058570] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-03T20:33:38.262905] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:38.311807] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-03T20:33:38.565168] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:38.572897] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:38.820241] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:38.882607] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:39.079700] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:39.193340] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:39.193489] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_tick_distribution (score: 70.00%)
[2025-12-03T20:33:39.194645] [INFO ] [CONFIGURE ] JOB ETA: 4s | Tests: 85/90 | Remaining: 5 | Rate: 66.8/min
[2025-12-03T20:33:39.194696] [INFO ] [CONFIGURE ] AIRS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-03T20:33:39.194730] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation']
[2025-12-03T20:33:39.336809] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-03T20:33:39.510459] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:39.596449] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:39.835326] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:39.859494] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-03T20:33:40.122050] [DEBUG] [FORECASTER] AWRE: Forecast CORRECT: Date=2025-11-28, Predicted=1.0, Actual=1
[2025-12-03T20:33:40.154462] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:40.376770] [DEBUG] [FORECASTER] AWRE: Forecast INCORRECT: Date=2025-12-01, Predicted=1.0, Actual=0
[2025-12-03T20:33:40.376904] [INFO ] [CONFIGURE ] AWRE: DISCARDED add_vwap (score: 80.00%)
[2025-12-03T20:33:40.378145] [INFO ] [CONFIGURE ] JOB ETA: 4s | Tests: 86/90 | Remaining: 4 | Rate: 66.5/min
[2025-12-03T20:33:40.378198] [INFO ] [CONFIGURE ] AWRE: ===== FEATURE SELECTION COMPLETE =====
[2025-12-03T20:33:40.378229] [INFO ] [CONFIGURE ] AWRE: Best accuracy: 90.00%
[2025-12-03T20:33:40.378258] [INFO ] [CONFIGURE ] AWRE: Best feature set (1 features): ['add_cumulative_delta']
[2025-12-03T20:33:40.378284] [INFO ] [CONFIGURE ] AWRE: Improvement over baseline: 20.00%
[2025-12-03T20:33:40.378307] [INFO ] [CONFIGURE ] AWRE: Total time: 1.3 minutes
[2025-12-03T20:33:40.378331] [INFO ] [CONFIGURE ] AWRE: Average time per feature: 2.6 seconds
[2025-12-03T20:33:40.378355] [INFO ] [CONFIGURE ] AWRE: Average speed: 0.38 features/sec
[2025-12-03T20:33:40.379107] [INFO ] [LOCAL     ] Saved configuration for AWRE: 1 features, 90.00% accuracy -> ./output/feature-sets/AWRE.json
[2025-12-03T20:33:40.379152] [INFO ] [CONFIGURE ] AWRE: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-12-03T20:33:40.379683] [INFO ] [sig       ] [2/3] AWRE OK in 1m 18s. ETA: 38.8s. Rate: 1.5 sym/min
[2025-12-03T20:33:40.470382] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:40.792052] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:41.115137] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:41.451441] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:41.774703] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:42.091173] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:42.408517] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:42.408672] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-03T20:33:42.409770] [INFO ] [CONFIGURE ] JOB ETA: 3s | Tests: 87/90 | Remaining: 3 | Rate: 65.6/min
[2025-12-03T20:33:42.409819] [INFO ] [CONFIGURE ] AIRS: Testing feature 27/29: add_volume_price_divergence
[2025-12-03T20:33:42.409852] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_price_divergence']
[2025-12-03T20:33:42.741840] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:43.084687] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-03T20:33:43.413205] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:43.745198] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-03T20:33:44.074179] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:44.408963] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:44.736689] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:45.068199] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:45.412736] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:45.756031] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:45.756180] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-03T20:33:45.757556] [INFO ] [CONFIGURE ] JOB ETA: 2s | Tests: 88/90 | Remaining: 2 | Rate: 63.7/min
[2025-12-03T20:33:45.757651] [INFO ] [CONFIGURE ] AIRS: Testing feature 28/29: add_volume_profile
[2025-12-03T20:33:45.757686] [INFO ] [CONFIGURE ] AIRS: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_profile']
[2025-12-03T20:33:46.077286] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-03T20:33:46.402707] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-03T20:33:46.735116] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-03T20:33:47.061567] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-03T20:33:47.395934] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-03T20:33:47.726458] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-03T20:33:48.062343] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-03T20:33:48.397135] [DEBUG] [FORECASTER] AIRS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-03T20:33:48.722719] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-11-28, Predicted=0.0, Actual=0
[2025-12-03T20:33:49.052564] [DEBUG] [FORECASTER] AIRS: Forecast CORRECT: Date=2025-12-01, Predicted=1.0, Actual=1
[2025-12-03T20:33:49.052724] [INFO ] [CONFIGURE ] AIRS: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-03T20:33:49.053947] [INFO ] [CONFIGURE ] JOB ETA: 1s | Tests: 89/90 | Remaining: 1 | Rate: 61.9/min
[2025-12-03T20:33:49.054002] [INFO ] [CONFIGURE ] AIRS: ===== FEATURE SELECTION COMPLETE =====
[2025-12-03T20:33:49.054034] [INFO ] [CONFIGURE ] AIRS: Best accuracy: 80.00%
[2025-12-03T20:33:49.054066] [INFO ] [CONFIGURE ] AIRS: Best feature set (5 features): ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-12-03T20:33:49.054134] [INFO ] [CONFIGURE ] AIRS: Improvement over baseline: 40.00%
[2025-12-03T20:33:49.054163] [INFO ] [CONFIGURE ] AIRS: Total time: 1.4 minutes
[2025-12-03T20:33:49.054188] [INFO ] [CONFIGURE ] AIRS: Average time per feature: 3.0 seconds
[2025-12-03T20:33:49.054215] [INFO ] [CONFIGURE ] AIRS: Average speed: 0.34 features/sec
[2025-12-03T20:33:49.054473] [INFO ] [LOCAL     ] Saved configuration for AIRS: 5 features, 80.00% accuracy -> ./output/feature-sets/AIRS.json
[2025-12-03T20:33:49.054514] [INFO ] [CONFIGURE ] AIRS: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-12-03T20:33:49.054953] [INFO ] [sig       ] [3/3] AIRS OK in 1m 26s. ETA: 0.0s. Rate: 2.1 sym/min
[2025-12-03T20:33:49.074826] [INFO ] [sig       ] ==================================================
[2025-12-03T20:33:49.074951] [INFO ] [sig       ] Parallel configuration completed in 1m 26s
[2025-12-03T20:33:49.075011] [INFO ] [sig       ] Success rate: 100.0% (3/3 symbols)
[2025-12-03T20:33:49.605653] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION (PARALLEL)'
[2025-12-03T20:33:49.605899] [INFO ] [sig       ] Email notification sent
[2025-12-03T20:33:49.613522] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-03T20:33:49.613611] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-03T20:33:49.727871] [DEBUG] [REMOTE    ] Fetched 3516 unique symbols from directory listing.
[2025-12-03T20:33:49.731849] [INFO ] [sig       ] Found 3516 active symbols to forecast
[2025-12-03T20:33:49.734430] [INFO ] [sig       ] [1/3516] Forecasting A...
[2025-12-03T20:33:49.734476] [INFO ] [sig       ] Generating forecast for: A
[2025-12-03T20:33:49.734513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-03T20:33:49.747239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-03T20:33:49.747536] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-03T20:33:49.748539] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-03T20:33:49.748620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:49.748655] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:49.748681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:49.748741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:49.805374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:49.806146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:49.806241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:49.806275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:49.927415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:49.927538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:49.927602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:49.927634] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:49.931202] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-03T20:33:49.931495] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-03T20:33:49.931667] [INFO ] [sig       ] A: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:50.069859] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/A.txt
[2025-12-03T20:33:50.069986] [INFO ] [sig       ] [1/3516] Completed A in 0.3s | 2.98 sym/s | Total: 0.3s | ETA: 19.7m
[2025-12-03T20:33:50.070023] [INFO ] [sig       ] [2/3516] Forecasting AA...
[2025-12-03T20:33:50.070053] [INFO ] [sig       ] Generating forecast for: AA
[2025-12-03T20:33:50.070090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-12-03T20:33:50.081605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AA'.
[2025-12-03T20:33:50.081908] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-12-03T20:33:50.082720] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-12-03T20:33:50.082770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:50.082801] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:50.082827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:50.082883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:50.139868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:50.140491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:50.140596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:50.140631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:50.263746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:50.263867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:50.263903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:50.263929] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:50.267125] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-03T20:33:50.267398] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-12-03T20:33:50.267523] [INFO ] [sig       ] AA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:50.405075] [INFO ] [LOCAL     ] Saved forecast: AA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AA.txt
[2025-12-03T20:33:50.405191] [INFO ] [sig       ] [2/3516] Completed AA in 0.3s | 2.98 sym/s | Total: 0.7s | ETA: 19.6m
[2025-12-03T20:33:50.405227] [INFO ] [sig       ] [3/3516] Forecasting AAON...
[2025-12-03T20:33:50.405256] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-03T20:33:50.405284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-03T20:33:50.416519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-03T20:33:50.416813] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-03T20:33:50.417557] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-03T20:33:50.417626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:50.417658] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:50.417683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:50.417738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:50.473325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:50.473955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:50.474030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:50.474060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:50.591097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:50.591256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:50.591295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:50.591324] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:50.594793] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=99.85%)
[2025-12-03T20:33:50.595128] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-03T20:33:50.595325] [INFO ] [sig       ] AAON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:50.735933] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AAON.txt
[2025-12-03T20:33:50.736072] [INFO ] [sig       ] [3/3516] Completed AAON in 0.3s | 3.00 sym/s | Total: 1.0s | ETA: 19.5m
[2025-12-03T20:33:50.736113] [INFO ] [sig       ] [4/3516] Forecasting AAP...
[2025-12-03T20:33:50.736142] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-03T20:33:50.736170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-03T20:33:50.747867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-03T20:33:50.748179] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-03T20:33:50.748999] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-03T20:33:50.749051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:50.749082] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:50.749109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:50.749165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:50.806885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:50.807788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:50.807872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:50.807904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:50.929213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:50.929366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:50.929405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:50.929434] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:50.932970] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=89.76%)
[2025-12-03T20:33:50.933257] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-03T20:33:50.933391] [INFO ] [sig       ] AAP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:51.073059] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AAP.txt
[2025-12-03T20:33:51.073192] [INFO ] [sig       ] [4/3516] Completed AAP in 0.3s | 2.99 sym/s | Total: 1.3s | ETA: 19.6m
[2025-12-03T20:33:51.073230] [INFO ] [sig       ] [5/3516] Forecasting AAPB...
[2025-12-03T20:33:51.073259] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-03T20:33:51.073288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-03T20:33:51.084115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-03T20:33:51.084406] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-03T20:33:51.085230] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-03T20:33:51.085280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:51.085310] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:51.085335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:51.085390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:51.141838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:51.142505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:51.142601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:51.142637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:51.259005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:51.259160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:51.259199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:51.259228] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:51.262665] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-03T20:33:51.262948] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-03T20:33:51.263081] [INFO ] [sig       ] AAPB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:51.406489] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AAPB.txt
[2025-12-03T20:33:51.406636] [INFO ] [sig       ] [5/3516] Completed AAPB in 0.3s | 2.99 sym/s | Total: 1.7s | ETA: 19.6m
[2025-12-03T20:33:51.406676] [INFO ] [sig       ] [6/3516] Forecasting AAPD...
[2025-12-03T20:33:51.406703] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-03T20:33:51.406732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-03T20:33:51.418203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-03T20:33:51.418489] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-03T20:33:51.419246] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-03T20:33:51.419296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:51.419325] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:51.419351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:51.419405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:51.476247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:51.476879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:51.476957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:51.476988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:51.599191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:51.599370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:51.599427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:51.599468] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:51.602791] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=87.73%)
[2025-12-03T20:33:51.603064] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-03T20:33:51.603193] [INFO ] [sig       ] AAPD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:51.740289] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AAPD.txt
[2025-12-03T20:33:51.740412] [INFO ] [sig       ] [6/3516] Completed AAPD in 0.3s | 2.99 sym/s | Total: 2.0s | ETA: 19.6m
[2025-12-03T20:33:51.740448] [INFO ] [sig       ] [7/3516] Forecasting AAPL...
[2025-12-03T20:33:51.740476] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-03T20:33:51.740504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-03T20:33:51.752997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-03T20:33:51.753466] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-03T20:33:51.754447] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-03T20:33:51.754500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:51.754532] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:51.754557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:51.754644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:51.816906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:51.817776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:51.817857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:51.817890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:51.941951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:51.942130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:51.942168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:51.942196] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:51.945467] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=42.97%)
[2025-12-03T20:33:51.945760] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-03T20:33:51.945885] [INFO ] [sig       ] AAPL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:52.086465] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AAPL.txt
[2025-12-03T20:33:52.086608] [INFO ] [sig       ] [7/3516] Completed AAPL in 0.3s | 2.98 sym/s | Total: 2.4s | ETA: 19.7m
[2025-12-03T20:33:52.086646] [INFO ] [sig       ] [8/3516] Forecasting AAXJ...
[2025-12-03T20:33:52.086676] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-03T20:33:52.086704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-03T20:33:52.098484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-03T20:33:52.098903] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-03T20:33:52.099710] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-03T20:33:52.099765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:52.099797] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:52.099822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:52.099877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:52.156048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:52.156956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:52.157040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:52.157071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:52.279921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:52.280062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:52.280099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:52.280126] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:52.283379] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=69.42%)
[2025-12-03T20:33:52.283672] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-03T20:33:52.283800] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:52.420219] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AAXJ.txt
[2025-12-03T20:33:52.420340] [INFO ] [sig       ] [8/3516] Completed AAXJ in 0.3s | 2.98 sym/s | Total: 2.7s | ETA: 19.6m
[2025-12-03T20:33:52.420378] [INFO ] [sig       ] [9/3516] Forecasting AB...
[2025-12-03T20:33:52.420406] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-03T20:33:52.420436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-03T20:33:52.432407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-03T20:33:52.432848] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-03T20:33:52.433696] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-03T20:33:52.433747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:52.433783] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:52.433808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:52.433866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:52.492235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:52.493150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:52.493235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:52.493268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:52.618343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:52.618505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:52.618543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:52.618587] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:52.622145] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-03T20:33:52.622437] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-03T20:33:52.622597] [INFO ] [sig       ] AB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:52.761744] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AB.txt
[2025-12-03T20:33:52.761884] [INFO ] [sig       ] [9/3516] Completed AB in 0.3s | 2.97 sym/s | Total: 3.0s | ETA: 19.7m
[2025-12-03T20:33:52.761922] [INFO ] [sig       ] [10/3516] Forecasting ABCB...
[2025-12-03T20:33:52.761951] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-03T20:33:52.761979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-03T20:33:52.773811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-03T20:33:52.774140] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-03T20:33:52.774940] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-03T20:33:52.774990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:52.775022] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:52.775047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:52.775102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:52.830708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:52.831324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:52.831402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:52.831433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:52.947482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:52.947643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:52.947690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:52.947725] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:52.952052] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-03T20:33:52.952335] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-03T20:33:52.952464] [INFO ] [sig       ] ABCB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:53.087711] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ABCB.txt
[2025-12-03T20:33:53.087827] [INFO ] [sig       ] [10/3516] Completed ABCB in 0.3s | 2.98 sym/s | Total: 3.4s | ETA: 19.6m
[2025-12-03T20:33:53.087864] [INFO ] [sig       ] [11/3516] Forecasting ABCL...
[2025-12-03T20:33:53.087893] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-03T20:33:53.087921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-03T20:33:53.099056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-03T20:33:53.099358] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-03T20:33:53.100163] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-03T20:33:53.100214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:53.100255] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:53.100282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:53.100338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:53.157192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:53.157872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:53.157948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:53.158002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:53.278917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:53.279050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:53.279085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:53.279112] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:53.282377] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=89.45%)
[2025-12-03T20:33:53.282664] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-03T20:33:53.282788] [INFO ] [sig       ] ABCL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:53.418208] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ABCL.txt
[2025-12-03T20:33:53.418334] [INFO ] [sig       ] [11/3516] Completed ABCL in 0.3s | 2.99 sym/s | Total: 3.7s | ETA: 19.6m
[2025-12-03T20:33:53.418371] [INFO ] [sig       ] [12/3516] Forecasting ABEO...
[2025-12-03T20:33:53.418399] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-03T20:33:53.418428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-03T20:33:53.429343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-03T20:33:53.429627] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-03T20:33:53.430378] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-03T20:33:53.430427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:53.430458] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:53.430483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:53.430537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:53.487269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:53.487903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:53.488002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:53.488042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:53.606419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:53.606553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:53.606605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:53.606635] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:53.609983] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-03T20:33:53.610258] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-03T20:33:53.610387] [INFO ] [sig       ] ABEO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:53.746261] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ABEO.txt
[2025-12-03T20:33:53.746381] [INFO ] [sig       ] [12/3516] Completed ABEO in 0.3s | 2.99 sym/s | Total: 4.0s | ETA: 19.5m
[2025-12-03T20:33:53.746418] [INFO ] [sig       ] [13/3516] Forecasting ABG...
[2025-12-03T20:33:53.746447] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-03T20:33:53.746475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-03T20:33:53.757676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-03T20:33:53.758002] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-03T20:33:53.758790] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-03T20:33:53.758839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:53.758869] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:53.758894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:53.758953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:53.814468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:53.815185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:53.815263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:53.815294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:53.937335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:53.937468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:53.937503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:53.937529] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:53.940874] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-03T20:33:53.941144] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-03T20:33:53.941265] [INFO ] [sig       ] ABG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:54.091860] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ABG.txt
[2025-12-03T20:33:54.092000] [INFO ] [sig       ] [13/3516] Completed ABG in 0.3s | 2.98 sym/s | Total: 4.4s | ETA: 19.6m
[2025-12-03T20:33:54.092064] [INFO ] [sig       ] [14/3516] Forecasting ABL...
[2025-12-03T20:33:54.092094] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-03T20:33:54.092124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-03T20:33:54.102623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-03T20:33:54.102912] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-03T20:33:54.103708] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-03T20:33:54.103759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:54.103790] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:54.103816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:54.103870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:54.158642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:54.159283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:54.159360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:54.159391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:54.276374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:54.276495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:54.276530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:54.276556] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:54.279933] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-03T20:33:54.280215] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-03T20:33:54.280342] [INFO ] [sig       ] ABL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:54.419205] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ABL.txt
[2025-12-03T20:33:54.419331] [INFO ] [sig       ] [14/3516] Completed ABL in 0.3s | 2.99 sym/s | Total: 4.7s | ETA: 19.5m
[2025-12-03T20:33:54.419376] [INFO ] [sig       ] [15/3516] Forecasting ABM...
[2025-12-03T20:33:54.419406] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-03T20:33:54.419436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-03T20:33:54.430810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-03T20:33:54.431086] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-03T20:33:54.431885] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-03T20:33:54.431936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:54.431966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:54.431992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:54.432047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:54.490670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:54.491338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:54.491416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:54.491448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:54.610884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:54.611034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:54.611072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:54.611099] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:54.614406] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-03T20:33:54.614696] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-03T20:33:54.614824] [INFO ] [sig       ] ABM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:54.757400] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ABM.txt
[2025-12-03T20:33:54.757552] [INFO ] [sig       ] [15/3516] Completed ABM in 0.3s | 2.99 sym/s | Total: 5.0s | ETA: 19.5m
[2025-12-03T20:33:54.757612] [INFO ] [sig       ] [16/3516] Forecasting ABNB...
[2025-12-03T20:33:54.757643] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-03T20:33:54.757675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-03T20:33:54.769526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-03T20:33:54.769936] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-03T20:33:54.770792] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-03T20:33:54.770845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:54.770875] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:54.770900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:54.770956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:54.827208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:54.828061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:54.828149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:54.828184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:54.947258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:54.947393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:54.947431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:54.947458] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:54.950903] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-03T20:33:54.951179] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-03T20:33:54.951320] [INFO ] [sig       ] ABNB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:55.090962] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ABNB.txt
[2025-12-03T20:33:55.091116] [INFO ] [sig       ] [16/3516] Completed ABNB in 0.3s | 2.99 sym/s | Total: 5.4s | ETA: 19.5m
[2025-12-03T20:33:55.091155] [INFO ] [sig       ] [17/3516] Forecasting ABOS...
[2025-12-03T20:33:55.091186] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-03T20:33:55.091227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-03T20:33:55.103104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-03T20:33:55.103487] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-03T20:33:55.104315] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-03T20:33:55.104366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:55.104397] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:55.104454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:55.104514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:55.161311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:55.162230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:55.162311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:55.162341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:55.284796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:55.284945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:55.284982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:55.285009] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:55.288359] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-12-03T20:33:55.288665] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-03T20:33:55.288819] [INFO ] [sig       ] ABOS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:55.430322] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ABOS.txt
[2025-12-03T20:33:55.430479] [INFO ] [sig       ] [17/3516] Completed ABOS in 0.3s | 2.98 sym/s | Total: 5.7s | ETA: 19.5m
[2025-12-03T20:33:55.430518] [INFO ] [sig       ] [18/3516] Forecasting ABSI...
[2025-12-03T20:33:55.430548] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-03T20:33:55.430601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-03T20:33:55.442265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-03T20:33:55.442654] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-03T20:33:55.443459] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-03T20:33:55.443511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:55.443541] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:55.443566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:55.443648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:55.503330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:55.504242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:55.504335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:55.504368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:55.624856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:55.625003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:55.625039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:55.625083] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:55.628381] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=72.95%)
[2025-12-03T20:33:55.628669] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-03T20:33:55.628798] [INFO ] [sig       ] ABSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:55.766977] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ABSI.txt
[2025-12-03T20:33:55.767132] [INFO ] [sig       ] [18/3516] Completed ABSI in 0.3s | 2.98 sym/s | Total: 6.0s | ETA: 19.5m
[2025-12-03T20:33:55.767171] [INFO ] [sig       ] [19/3516] Forecasting ABUS...
[2025-12-03T20:33:55.767199] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-03T20:33:55.767227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-03T20:33:55.778446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-03T20:33:55.778843] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-03T20:33:55.779625] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-03T20:33:55.779674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:55.779705] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:55.779731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:55.779790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:55.835918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:55.836773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:55.836855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:55.836887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:55.953712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:55.953857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:55.953897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:55.953923] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:55.957232] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-03T20:33:55.957508] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-03T20:33:55.957654] [INFO ] [sig       ] ABUS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:56.098364] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ABUS.txt
[2025-12-03T20:33:56.098511] [INFO ] [sig       ] [19/3516] Completed ABUS in 0.3s | 2.99 sym/s | Total: 6.4s | ETA: 19.5m
[2025-12-03T20:33:56.098551] [INFO ] [sig       ] [20/3516] Forecasting ABVC...
[2025-12-03T20:33:56.098599] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-03T20:33:56.098632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-03T20:33:56.109756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-03T20:33:56.110093] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-03T20:33:56.110867] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-03T20:33:56.110917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:56.110948] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:56.110974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:56.111028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:56.166410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:56.167205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:56.167297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:56.167330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:56.290949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:56.291089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:56.291126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:56.291154] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:56.295454] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-03T20:33:56.295760] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-03T20:33:56.295889] [INFO ] [sig       ] ABVC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:56.436050] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ABVC.txt
[2025-12-03T20:33:56.436184] [INFO ] [sig       ] [20/3516] Completed ABVC in 0.3s | 2.98 sym/s | Total: 6.7s | ETA: 19.5m
[2025-12-03T20:33:56.436221] [INFO ] [sig       ] [21/3516] Forecasting ABVE...
[2025-12-03T20:33:56.436249] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-03T20:33:56.436278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-03T20:33:56.447181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-03T20:33:56.447457] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-03T20:33:56.448262] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-03T20:33:56.448312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:56.448343] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:56.448370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:56.448425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:56.504144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:56.504799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:56.504890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:56.504929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:56.624708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:56.624837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:56.624873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:56.624900] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:56.628154] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2025-12-03T20:33:56.628432] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-03T20:33:56.628558] [INFO ] [sig       ] ABVE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:56.764527] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ABVE.txt
[2025-12-03T20:33:56.764660] [INFO ] [sig       ] [21/3516] Completed ABVE in 0.3s | 2.99 sym/s | Total: 7.0s | ETA: 19.5m
[2025-12-03T20:33:56.764698] [INFO ] [sig       ] [22/3516] Forecasting ABVX...
[2025-12-03T20:33:56.764726] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-03T20:33:56.764753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-03T20:33:56.775240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-03T20:33:56.775506] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-03T20:33:56.776259] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-03T20:33:56.776307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:56.776337] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:56.776373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:56.776429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:56.831759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:56.832385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:56.832458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:56.832490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:56.948792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:56.948928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:56.948964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:56.948992] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:56.952214] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-12-03T20:33:56.952492] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-03T20:33:56.952632] [INFO ] [sig       ] ABVX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:57.090217] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ABVX.txt
[2025-12-03T20:33:57.090357] [INFO ] [sig       ] [22/3516] Completed ABVX in 0.3s | 2.99 sym/s | Total: 7.4s | ETA: 19.5m
[2025-12-03T20:33:57.090394] [INFO ] [sig       ] [23/3516] Forecasting ACA...
[2025-12-03T20:33:57.090423] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-03T20:33:57.090452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-03T20:33:57.100780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-03T20:33:57.101057] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-03T20:33:57.101833] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-03T20:33:57.101881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:57.101911] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:57.101936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:57.101991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:57.157126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:57.157766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:57.157842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:57.157874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:57.278782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:57.278911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:57.278946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:57.278973] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:57.282203] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=70.24%)
[2025-12-03T20:33:57.282469] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-03T20:33:57.282610] [INFO ] [sig       ] ACA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:57.421282] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACA.txt
[2025-12-03T20:33:57.421405] [INFO ] [sig       ] [23/3516] Completed ACA in 0.3s | 2.99 sym/s | Total: 7.7s | ETA: 19.5m
[2025-12-03T20:33:57.421443] [INFO ] [sig       ] [24/3516] Forecasting ACAD...
[2025-12-03T20:33:57.421470] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-03T20:33:57.421498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-03T20:33:57.432688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-03T20:33:57.432972] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-03T20:33:57.433795] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-03T20:33:57.433848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:57.433879] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:57.433904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:57.433959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:57.491841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:57.492449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:57.492525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:57.492557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:57.610492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:57.610626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:57.610663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:57.610690] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:57.613977] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-03T20:33:57.614247] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-03T20:33:57.614373] [INFO ] [sig       ] ACAD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:57.752769] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACAD.txt
[2025-12-03T20:33:57.752888] [INFO ] [sig       ] [24/3516] Completed ACAD in 0.3s | 2.99 sym/s | Total: 8.0s | ETA: 19.4m
[2025-12-03T20:33:57.752925] [INFO ] [sig       ] [25/3516] Forecasting ACB...
[2025-12-03T20:33:57.752953] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-03T20:33:57.752982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-03T20:33:57.764135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-03T20:33:57.764412] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-03T20:33:57.765273] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-03T20:33:57.765325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:57.765358] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:57.765386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:57.765444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:57.824222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:57.824891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:57.824969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:57.825002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:57.947499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:57.947635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:57.947672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:57.947699] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:57.951026] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-12-03T20:33:57.951344] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-03T20:33:57.951478] [INFO ] [sig       ] ACB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:58.089129] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACB.txt
[2025-12-03T20:33:58.089245] [INFO ] [sig       ] [25/3516] Completed ACB in 0.3s | 2.99 sym/s | Total: 8.4s | ETA: 19.4m
[2025-12-03T20:33:58.089282] [INFO ] [sig       ] [26/3516] Forecasting ACCO...
[2025-12-03T20:33:58.089310] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-03T20:33:58.089346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-03T20:33:58.100196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-03T20:33:58.100479] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-03T20:33:58.101242] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-03T20:33:58.101292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:58.101322] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:58.101347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:58.101402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:58.158118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:58.158750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:58.158839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:58.158877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:58.282080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:58.282228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:58.282266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:58.282292] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:58.285557] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-03T20:33:58.285852] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-03T20:33:58.285973] [INFO ] [sig       ] ACCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:58.426505] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACCO.txt
[2025-12-03T20:33:58.426664] [INFO ] [sig       ] [26/3516] Completed ACCO in 0.3s | 2.99 sym/s | Total: 8.7s | ETA: 19.4m
[2025-12-03T20:33:58.426705] [INFO ] [sig       ] [27/3516] Forecasting ACEL...
[2025-12-03T20:33:58.426733] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-03T20:33:58.426761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-03T20:33:58.437672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-03T20:33:58.438013] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-03T20:33:58.438778] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-03T20:33:58.438828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:58.438858] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:58.438884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:58.438939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:58.494809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:58.495625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:58.495739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:58.495772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:58.609681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:58.609811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:58.609860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:58.609893] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:58.613157] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=16.38%)
[2025-12-03T20:33:58.613423] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-03T20:33:58.613545] [INFO ] [sig       ] ACEL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:58.749945] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACEL.txt
[2025-12-03T20:33:58.750073] [INFO ] [sig       ] [27/3516] Completed ACEL in 0.3s | 2.99 sym/s | Total: 9.0s | ETA: 19.4m
[2025-12-03T20:33:58.750111] [INFO ] [sig       ] [28/3516] Forecasting ACGLN...
[2025-12-03T20:33:58.750139] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-03T20:33:58.750167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-03T20:33:58.761309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-03T20:33:58.761634] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-03T20:33:58.762447] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-03T20:33:58.762497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:58.762528] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:58.762555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:58.762638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:58.817895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:58.818520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:58.818610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:58.818643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:58.935956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:58.936079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:58.936116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:58.936144] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:58.939411] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=55.56%)
[2025-12-03T20:33:58.939703] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-03T20:33:58.939828] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:59.075804] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACGLN.txt
[2025-12-03T20:33:59.075935] [INFO ] [sig       ] [28/3516] Completed ACGLN in 0.3s | 3.00 sym/s | Total: 9.3s | ETA: 19.4m
[2025-12-03T20:33:59.075973] [INFO ] [sig       ] [29/3516] Forecasting ACGLO...
[2025-12-03T20:33:59.076001] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-03T20:33:59.076029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-03T20:33:59.086533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-03T20:33:59.086840] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-03T20:33:59.087640] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-03T20:33:59.087692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:59.087732] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:59.087761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:59.087817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:59.144093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:59.144774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:59.144851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:59.144883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:59.264808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:59.264957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:59.264995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:59.265022] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:59.268410] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-12-03T20:33:59.268709] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-03T20:33:59.268837] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:33:59.406381] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACGLO.txt
[2025-12-03T20:33:59.406513] [INFO ] [sig       ] [29/3516] Completed ACGLO in 0.3s | 3.00 sym/s | Total: 9.7s | ETA: 19.4m
[2025-12-03T20:33:59.406550] [INFO ] [sig       ] [30/3516] Forecasting ACHC...
[2025-12-03T20:33:59.406597] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-03T20:33:59.406628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-03T20:33:59.417205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-03T20:33:59.417488] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-03T20:33:59.418319] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-03T20:33:59.418369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:59.418399] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:59.418424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:59.418478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:59.481373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:59.482305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:59.482385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:59.482418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:59.607351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:59.607506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:59.607546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:59.607609] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:59.611256] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-03T20:33:59.611534] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-03T20:33:59.611685] [INFO ] [sig       ] ACHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:33:59.757023] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACHC.txt
[2025-12-03T20:33:59.757167] [INFO ] [sig       ] [30/3516] Completed ACHC in 0.4s | 2.99 sym/s | Total: 10.0s | ETA: 19.4m
[2025-12-03T20:33:59.757207] [INFO ] [sig       ] [31/3516] Forecasting ACI...
[2025-12-03T20:33:59.757235] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-03T20:33:59.757264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-03T20:33:59.768496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-03T20:33:59.768807] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-03T20:33:59.769564] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-03T20:33:59.769632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:33:59.769661] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:33:59.769686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:33:59.769739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:33:59.825660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:33:59.826289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:33:59.826364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:33:59.826395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:33:59.944892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:33:59.945030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:33:59.945065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:33:59.945092] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:33:59.948415] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-12-03T20:33:59.948704] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-03T20:33:59.948832] [INFO ] [sig       ] ACI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:00.092437] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACI.txt
[2025-12-03T20:34:00.092654] [INFO ] [sig       ] [31/3516] Completed ACI in 0.3s | 2.99 sym/s | Total: 10.4s | ETA: 19.4m
[2025-12-03T20:34:00.092717] [INFO ] [sig       ] [32/3516] Forecasting ACIC...
[2025-12-03T20:34:00.092759] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-03T20:34:00.092801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-03T20:34:00.105327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-03T20:34:00.105722] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-03T20:34:00.106633] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-03T20:34:00.106690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:00.106723] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:00.106749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:00.106807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:00.163669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:00.164503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:00.164602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:00.164637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:00.289839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:00.289960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:00.290001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:00.290032] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:00.294071] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-03T20:34:00.294406] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-03T20:34:00.294552] [INFO ] [sig       ] ACIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:00.439602] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACIC.txt
[2025-12-03T20:34:00.439769] [INFO ] [sig       ] [32/3516] Completed ACIC in 0.3s | 2.99 sym/s | Total: 10.7s | ETA: 19.4m
[2025-12-03T20:34:00.439810] [INFO ] [sig       ] [33/3516] Forecasting ACLX...
[2025-12-03T20:34:00.439838] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-03T20:34:00.439867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-03T20:34:00.450644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-03T20:34:00.450954] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-03T20:34:00.451718] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-03T20:34:00.451768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:00.451798] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:00.451822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:00.451888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:00.507090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:00.507868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:00.507948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:00.508004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:00.629507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:00.629682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:00.629722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:00.629749] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:00.633150] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-12-03T20:34:00.633433] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-03T20:34:00.633593] [INFO ] [sig       ] ACLX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:00.772352] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACLX.txt
[2025-12-03T20:34:00.772493] [INFO ] [sig       ] [33/3516] Completed ACLX in 0.3s | 2.99 sym/s | Total: 11.0s | ETA: 19.4m
[2025-12-03T20:34:00.772533] [INFO ] [sig       ] [34/3516] Forecasting ACM...
[2025-12-03T20:34:00.772560] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-03T20:34:00.772608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-03T20:34:00.784342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-03T20:34:00.784814] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-03T20:34:00.785645] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-03T20:34:00.785724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:00.785757] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:00.785783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:00.785841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:00.841562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:00.842411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:00.842492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:00.842524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:00.960820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:00.960945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:00.960982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:00.961008] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:00.964286] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-03T20:34:00.964556] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-03T20:34:00.964706] [INFO ] [sig       ] ACM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:01.103821] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACM.txt
[2025-12-03T20:34:01.103961] [INFO ] [sig       ] [34/3516] Completed ACM in 0.3s | 2.99 sym/s | Total: 11.4s | ETA: 19.4m
[2025-12-03T20:34:01.104000] [INFO ] [sig       ] [35/3516] Forecasting ACN...
[2025-12-03T20:34:01.104028] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-03T20:34:01.104057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-03T20:34:01.115403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-03T20:34:01.115783] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-03T20:34:01.116538] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-03T20:34:01.116615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:01.116648] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:01.116674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:01.116728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:01.171826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:01.172660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:01.172735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:01.172767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:01.292972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:01.293127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:01.293164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:01.293191] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:01.296477] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-03T20:34:01.296760] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-03T20:34:01.296884] [INFO ] [sig       ] ACN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:01.432865] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACN.txt
[2025-12-03T20:34:01.432988] [INFO ] [sig       ] [35/3516] Completed ACN in 0.3s | 2.99 sym/s | Total: 11.7s | ETA: 19.4m
[2025-12-03T20:34:01.433027] [INFO ] [sig       ] [36/3516] Forecasting ACNB...
[2025-12-03T20:34:01.433055] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-03T20:34:01.433084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-03T20:34:01.445089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-03T20:34:01.445466] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-03T20:34:01.446271] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-03T20:34:01.446323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:01.446353] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:01.446378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:01.446434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:01.504000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:01.504857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:01.504939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:01.504971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:01.613183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:01.613336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:01.613371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:01.613398] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:01.616826] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-03T20:34:01.617131] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-03T20:34:01.617260] [INFO ] [sig       ] ACNB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:01.756136] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACNB.txt
[2025-12-03T20:34:01.756271] [INFO ] [sig       ] [36/3516] Completed ACNB in 0.3s | 2.99 sym/s | Total: 12.0s | ETA: 19.4m
[2025-12-03T20:34:01.756320] [INFO ] [sig       ] [37/3516] Forecasting ACON...
[2025-12-03T20:34:01.756362] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-03T20:34:01.756395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-03T20:34:01.768870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-03T20:34:01.769180] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-03T20:34:01.769983] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-03T20:34:01.770228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:01.770260] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:01.770285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:01.770343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:01.829247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:01.830162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:01.830246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:01.830279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:01.937045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:01.937189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:01.937258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:01.937286] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:01.940569] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-03T20:34:01.940852] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-03T20:34:01.940974] [INFO ] [sig       ] ACON: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:02.077157] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACON.txt
[2025-12-03T20:34:02.077312] [INFO ] [sig       ] [37/3516] Completed ACON in 0.3s | 3.00 sym/s | Total: 12.3s | ETA: 19.3m
[2025-12-03T20:34:02.077350] [INFO ] [sig       ] [38/3516] Forecasting ACP...
[2025-12-03T20:34:02.077380] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-03T20:34:02.077410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-03T20:34:02.088418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-03T20:34:02.088767] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-03T20:34:02.089610] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-03T20:34:02.089670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:02.089704] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:02.089729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:02.089785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:02.147623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:02.148530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:02.148635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:02.148669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:02.266256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:02.266376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:02.266412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:02.266440] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:02.269796] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-03T20:34:02.270074] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-03T20:34:02.270200] [INFO ] [sig       ] ACP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:02.407792] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACP.txt
[2025-12-03T20:34:02.407924] [INFO ] [sig       ] [38/3516] Completed ACP in 0.3s | 3.00 sym/s | Total: 12.7s | ETA: 19.3m
[2025-12-03T20:34:02.407981] [INFO ] [sig       ] [39/3516] Forecasting ACRE...
[2025-12-03T20:34:02.408013] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-03T20:34:02.408046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-03T20:34:02.418950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-03T20:34:02.419219] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-03T20:34:02.419990] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-03T20:34:02.420040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:02.420070] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:02.420097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:02.420152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:02.475944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:02.476599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:02.476675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:02.476706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:02.597675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:02.597827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:02.597867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:02.597896] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:02.601286] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=17.95%)
[2025-12-03T20:34:02.601596] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-03T20:34:02.601729] [INFO ] [sig       ] ACRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:02.744069] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACRE.txt
[2025-12-03T20:34:02.744271] [INFO ] [sig       ] [39/3516] Completed ACRE in 0.3s | 3.00 sym/s | Total: 13.0s | ETA: 19.3m
[2025-12-03T20:34:02.744340] [INFO ] [sig       ] [40/3516] Forecasting ACRS...
[2025-12-03T20:34:02.744388] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-03T20:34:02.744430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-03T20:34:02.757266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-03T20:34:02.757679] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-03T20:34:02.758507] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-03T20:34:02.758558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:02.758617] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:02.758645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:02.758702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:02.814378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:02.815061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:02.815137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:02.815168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:02.930713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:02.930857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:02.930893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:02.930922] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:02.934208] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-03T20:34:02.934497] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-03T20:34:02.934646] [INFO ] [sig       ] ACRS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:03.072468] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACRS.txt
[2025-12-03T20:34:03.072628] [INFO ] [sig       ] [40/3516] Completed ACRS in 0.3s | 3.00 sym/s | Total: 13.3s | ETA: 19.3m
[2025-12-03T20:34:03.072668] [INFO ] [sig       ] [41/3516] Forecasting ACTG...
[2025-12-03T20:34:03.072696] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-03T20:34:03.072753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-03T20:34:03.083261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-03T20:34:03.083525] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-03T20:34:03.084346] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-03T20:34:03.084397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:03.084428] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:03.084454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:03.084509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:03.141478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:03.142291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:03.142373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:03.142406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:03.261347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:03.261502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:03.261540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:03.261566] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:03.264845] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-03T20:34:03.265119] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-03T20:34:03.265241] [INFO ] [sig       ] ACTG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:03.401045] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACTG.txt
[2025-12-03T20:34:03.401167] [INFO ] [sig       ] [41/3516] Completed ACTG in 0.3s | 3.00 sym/s | Total: 13.7s | ETA: 19.3m
[2025-12-03T20:34:03.401205] [INFO ] [sig       ] [42/3516] Forecasting ACVA...
[2025-12-03T20:34:03.401233] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-03T20:34:03.401262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-03T20:34:03.412130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-03T20:34:03.412398] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-03T20:34:03.413190] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-03T20:34:03.413241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:03.413272] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:03.413298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:03.413355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:03.468951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:03.469627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:03.469704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:03.469736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:03.588691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:03.588852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:03.588909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:03.588939] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:03.592410] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2025-12-03T20:34:03.592729] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-03T20:34:03.592865] [INFO ] [sig       ] ACVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:03.734404] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACVA.txt
[2025-12-03T20:34:03.734540] [INFO ] [sig       ] [42/3516] Completed ACVA in 0.3s | 3.00 sym/s | Total: 14.0s | ETA: 19.3m
[2025-12-03T20:34:03.734596] [INFO ] [sig       ] [43/3516] Forecasting ACWI...
[2025-12-03T20:34:03.734626] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-03T20:34:03.734655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-03T20:34:03.746284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-03T20:34:03.746553] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-03T20:34:03.747355] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-03T20:34:03.747404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:03.747434] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:03.747458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:03.747512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:03.803885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:03.804498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:03.804593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:03.804627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:03.923179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:03.923332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:03.923370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:03.923396] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:03.926751] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-03T20:34:03.927022] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-03T20:34:03.927149] [INFO ] [sig       ] ACWI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:04.067219] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ACWI.txt
[2025-12-03T20:34:04.067347] [INFO ] [sig       ] [43/3516] Completed ACWI in 0.3s | 3.00 sym/s | Total: 14.3s | ETA: 19.3m
[2025-12-03T20:34:04.067386] [INFO ] [sig       ] [44/3516] Forecasting ACWX...
[2025-12-03T20:34:04.067415] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-03T20:34:04.067444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-03T20:34:04.081724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-03T20:34:04.082096] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-03T20:34:04.083033] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-03T20:34:04.083090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:04.083127] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:04.083157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:04.083230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:04.142511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:04.143456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:04.143541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:04.143625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:04.265867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:04.266025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:04.266064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:04.266091] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:04.269455] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=53.03%)
[2025-12-03T20:34:04.269747] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-03T20:34:04.269881] [INFO ] [sig       ] ACWX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:04.417321] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACWX.txt
[2025-12-03T20:34:04.417490] [INFO ] [sig       ] [44/3516] Completed ACWX in 0.4s | 3.00 sym/s | Total: 14.7s | ETA: 19.3m
[2025-12-03T20:34:04.417526] [INFO ] [sig       ] [45/3516] Forecasting ACXP...
[2025-12-03T20:34:04.417555] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-03T20:34:04.417617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-03T20:34:04.429615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-03T20:34:04.430034] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-03T20:34:04.430859] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-03T20:34:04.430912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:04.430943] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:04.430969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:04.431025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:04.488879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:04.489824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:04.489910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:04.489943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:04.604221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:04.604367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:04.604404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:04.604431] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:04.607753] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=77.61%)
[2025-12-03T20:34:04.608068] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-03T20:34:04.608197] [INFO ] [sig       ] ACXP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:04.744627] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ACXP.txt
[2025-12-03T20:34:04.744757] [INFO ] [sig       ] [45/3516] Completed ACXP in 0.3s | 3.00 sym/s | Total: 15.0s | ETA: 19.3m
[2025-12-03T20:34:04.744794] [INFO ] [sig       ] [46/3516] Forecasting ADBE...
[2025-12-03T20:34:04.744822] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-03T20:34:04.744852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-03T20:34:04.756203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-03T20:34:04.756514] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-03T20:34:04.757294] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-03T20:34:04.757345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:04.757388] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:04.757417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:04.757473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:04.814716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:04.815526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:04.815630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:04.815664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:04.934734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:04.934884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:04.934928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:04.934972] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:04.938267] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-03T20:34:04.938531] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-03T20:34:04.938673] [INFO ] [sig       ] ADBE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:05.075937] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ADBE.txt
[2025-12-03T20:34:05.076097] [INFO ] [sig       ] [46/3516] Completed ADBE in 0.3s | 3.00 sym/s | Total: 15.3s | ETA: 19.3m
[2025-12-03T20:34:05.076138] [INFO ] [sig       ] [47/3516] Forecasting ADC...
[2025-12-03T20:34:05.076170] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-03T20:34:05.076199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-03T20:34:05.087740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-03T20:34:05.088084] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-03T20:34:05.088884] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-03T20:34:05.088935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:05.088966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:05.088993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:05.089050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:05.146778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:05.147434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:05.147511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:05.147543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:05.263301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:05.263455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:05.263494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:05.263521] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:05.266970] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=18.65%)
[2025-12-03T20:34:05.267253] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-03T20:34:05.267424] [INFO ] [sig       ] ADC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:05.404436] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ADC.txt
[2025-12-03T20:34:05.404565] [INFO ] [sig       ] [47/3516] Completed ADC in 0.3s | 3.00 sym/s | Total: 15.7s | ETA: 19.3m
[2025-12-03T20:34:05.404622] [INFO ] [sig       ] [48/3516] Forecasting ADEA...
[2025-12-03T20:34:05.404651] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-03T20:34:05.404680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-03T20:34:05.415981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-03T20:34:05.416272] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-03T20:34:05.417046] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-03T20:34:05.417096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:05.417126] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:05.417152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:05.417207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:05.474218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:05.474923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:05.475003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:05.475036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:05.589894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:05.590047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:05.590083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:05.590111] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:05.593378] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-12-03T20:34:05.593663] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-03T20:34:05.593800] [INFO ] [sig       ] ADEA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:05.750749] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ADEA.txt
[2025-12-03T20:34:05.750885] [INFO ] [sig       ] [48/3516] Completed ADEA in 0.3s | 3.00 sym/s | Total: 16.0s | ETA: 19.3m
[2025-12-03T20:34:05.750923] [INFO ] [sig       ] [49/3516] Forecasting ADI...
[2025-12-03T20:34:05.750952] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-03T20:34:05.750981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-03T20:34:05.763151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-03T20:34:05.763534] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-03T20:34:05.764350] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-03T20:34:05.764401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:05.764432] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:05.764457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:05.764511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:05.820104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:05.821009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:05.821094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:05.821127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:05.944733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:05.944901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:05.944940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:05.944966] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:05.948514] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-03T20:34:05.948814] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-03T20:34:05.948947] [INFO ] [sig       ] ADI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:06.084587] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ADI.txt
[2025-12-03T20:34:06.084725] [INFO ] [sig       ] [49/3516] Completed ADI in 0.3s | 3.00 sym/s | Total: 16.4s | ETA: 19.3m
[2025-12-03T20:34:06.084763] [INFO ] [sig       ] [50/3516] Forecasting ADM...
[2025-12-03T20:34:06.084797] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-03T20:34:06.084828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-03T20:34:06.095525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-03T20:34:06.095869] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-03T20:34:06.096688] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-03T20:34:06.096740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:06.096773] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:06.096811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:06.096876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:06.154301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:06.155099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:06.155180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:06.155213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:06.274200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:06.274345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:06.274383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:06.274410] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:06.277699] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=16.91%)
[2025-12-03T20:34:06.277982] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-03T20:34:06.278116] [INFO ] [sig       ] ADM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:06.414779] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ADM.txt
[2025-12-03T20:34:06.414936] [INFO ] [sig       ] [50/3516] Completed ADM in 0.3s | 3.00 sym/s | Total: 16.7s | ETA: 19.3m
[2025-12-03T20:34:06.414974] [INFO ] [sig       ] [51/3516] Forecasting ADMA...
[2025-12-03T20:34:06.415004] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-03T20:34:06.415032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-03T20:34:06.428169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-03T20:34:06.428610] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-03T20:34:06.429551] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-03T20:34:06.429620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:06.429653] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:06.429679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:06.429741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:06.486676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:06.487605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:06.487694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:06.487727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:06.608172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:06.608321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:06.608358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:06.608385] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:06.611664] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-12-03T20:34:06.611928] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-03T20:34:06.612052] [INFO ] [sig       ] ADMA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:06.749353] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ADMA.txt
[2025-12-03T20:34:06.749512] [INFO ] [sig       ] [51/3516] Completed ADMA in 0.3s | 3.00 sym/s | Total: 17.0s | ETA: 19.3m
[2025-12-03T20:34:06.749551] [INFO ] [sig       ] [52/3516] Forecasting ADP...
[2025-12-03T20:34:06.749603] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-03T20:34:06.749637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-03T20:34:06.760996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-03T20:34:06.761273] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-03T20:34:06.762040] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-03T20:34:06.762089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:06.762118] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:06.762143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:06.762197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:06.817924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:06.818556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:06.818649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:06.818683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:06.941286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:06.941440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:06.941479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:06.941508] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:06.944933] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-03T20:34:06.945228] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-03T20:34:06.945374] [INFO ] [sig       ] ADP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:07.080736] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ADP.txt
[2025-12-03T20:34:07.080855] [INFO ] [sig       ] [52/3516] Completed ADP in 0.3s | 3.00 sym/s | Total: 17.3s | ETA: 19.3m
[2025-12-03T20:34:07.080893] [INFO ] [sig       ] [53/3516] Forecasting ADSE...
[2025-12-03T20:34:07.080921] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-03T20:34:07.080949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-03T20:34:07.092527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-03T20:34:07.092829] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-03T20:34:07.093643] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-03T20:34:07.093694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:07.093727] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:07.093754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:07.093811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:07.150851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:07.151500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:07.151630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:07.151673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:07.281319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:07.281468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:07.281506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:07.281548] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:07.284899] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-03T20:34:07.285172] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-03T20:34:07.285298] [INFO ] [sig       ] ADSE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:07.424008] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ADSE.txt
[2025-12-03T20:34:07.424158] [INFO ] [sig       ] [53/3516] Completed ADSE in 0.3s | 3.00 sym/s | Total: 17.7s | ETA: 19.3m
[2025-12-03T20:34:07.424198] [INFO ] [sig       ] [54/3516] Forecasting ADSK...
[2025-12-03T20:34:07.424226] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-03T20:34:07.424254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-03T20:34:07.436607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-03T20:34:07.437013] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-03T20:34:07.437849] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-03T20:34:07.437900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:07.437937] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:07.438001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:07.438075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:07.495416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:07.496282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:07.496370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:07.496404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:07.616918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:07.617105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:07.617144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:07.617171] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:07.620527] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-03T20:34:07.620843] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-03T20:34:07.620982] [INFO ] [sig       ] ADSK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:07.762865] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ADSK.txt
[2025-12-03T20:34:07.763020] [INFO ] [sig       ] [54/3516] Completed ADSK in 0.3s | 3.00 sym/s | Total: 18.0s | ETA: 19.3m
[2025-12-03T20:34:07.763060] [INFO ] [sig       ] [55/3516] Forecasting ADTN...
[2025-12-03T20:34:07.763088] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-03T20:34:07.763117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-03T20:34:07.774171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-03T20:34:07.774511] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-03T20:34:07.775299] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-03T20:34:07.775349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:07.775379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:07.775405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:07.775460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:07.832106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:07.832974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:07.833054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:07.833103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:07.950830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:07.950975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:07.951013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:07.951042] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:07.954484] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=76.61%)
[2025-12-03T20:34:07.954775] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-03T20:34:07.954904] [INFO ] [sig       ] ADTN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:08.097342] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ADTN.txt
[2025-12-03T20:34:08.097496] [INFO ] [sig       ] [55/3516] Completed ADTN in 0.3s | 3.00 sym/s | Total: 18.4s | ETA: 19.3m
[2025-12-03T20:34:08.097548] [INFO ] [sig       ] [56/3516] Forecasting ADTX...
[2025-12-03T20:34:08.097597] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-03T20:34:08.097631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-03T20:34:08.108919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-03T20:34:08.109251] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-03T20:34:08.110030] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-03T20:34:08.110080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:08.110111] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:08.110137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:08.110193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:08.168358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:08.169102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:08.169183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:08.169216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:08.299845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:08.299998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:08.300041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:08.300075] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:08.303546] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-12-03T20:34:08.303863] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-03T20:34:08.303992] [INFO ] [sig       ] ADTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:08.453865] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ADTX.txt
[2025-12-03T20:34:08.454028] [INFO ] [sig       ] [56/3516] Completed ADTX in 0.4s | 2.99 sym/s | Total: 18.7s | ETA: 19.3m
[2025-12-03T20:34:08.454077] [INFO ] [sig       ] [57/3516] Forecasting ADUS...
[2025-12-03T20:34:08.454110] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-03T20:34:08.454146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-03T20:34:08.469096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-03T20:34:08.469837] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-03T20:34:08.471049] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-03T20:34:08.471105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:08.471142] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:08.471200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:08.471270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:08.534970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:08.536498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:08.536652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:08.536694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:08.677115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:08.677352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:08.677396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:08.677423] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:08.681385] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=50.05%)
[2025-12-03T20:34:08.681785] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-03T20:34:08.681949] [INFO ] [sig       ] ADUS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:08.826976] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ADUS.txt
[2025-12-03T20:34:08.827411] [INFO ] [sig       ] [57/3516] Completed ADUS in 0.4s | 2.99 sym/s | Total: 19.1s | ETA: 19.3m
[2025-12-03T20:34:08.827495] [INFO ] [sig       ] [58/3516] Forecasting ADX...
[2025-12-03T20:34:08.827526] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-03T20:34:08.827557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-03T20:34:08.839547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-03T20:34:08.839925] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-03T20:34:08.840752] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-03T20:34:08.840802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:08.840832] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:08.840857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:08.840912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:08.904740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:08.905887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:08.905991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:08.906032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:09.031981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:09.032145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:09.032184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:09.032213] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:09.035716] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2025-12-03T20:34:09.036001] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-03T20:34:09.036153] [INFO ] [sig       ] ADX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:09.175294] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ADX.txt
[2025-12-03T20:34:09.175448] [INFO ] [sig       ] [58/3516] Completed ADX in 0.3s | 2.98 sym/s | Total: 19.4s | ETA: 19.3m
[2025-12-03T20:34:09.175489] [INFO ] [sig       ] [59/3516] Forecasting AEE...
[2025-12-03T20:34:09.175518] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-03T20:34:09.175547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-03T20:34:09.186397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-03T20:34:09.186749] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-03T20:34:09.187599] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-03T20:34:09.187650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:09.187682] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:09.187735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:09.187807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:09.246001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:09.246887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:09.246971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:09.247004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:09.367889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:09.368099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:09.368153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:09.368196] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:09.372642] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-03T20:34:09.373052] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-03T20:34:09.373240] [INFO ] [sig       ] AEE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:09.531209] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AEE.txt
[2025-12-03T20:34:09.531383] [INFO ] [sig       ] [59/3516] Completed AEE in 0.4s | 2.98 sym/s | Total: 19.8s | ETA: 19.3m
[2025-12-03T20:34:09.531425] [INFO ] [sig       ] [60/3516] Forecasting AEFC...
[2025-12-03T20:34:09.531456] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-03T20:34:09.531485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-03T20:34:09.544055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-03T20:34:09.544442] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-03T20:34:09.545245] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-03T20:34:09.545295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:09.545324] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:09.545349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:09.545404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:09.602601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:09.603239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:09.603317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:09.603348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:09.719903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:09.720035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:09.720073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:09.720101] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:09.723515] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=52.94%)
[2025-12-03T20:34:09.723806] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-03T20:34:09.723933] [INFO ] [sig       ] AEFC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:09.859289] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AEFC.txt
[2025-12-03T20:34:09.859413] [INFO ] [sig       ] [60/3516] Completed AEFC in 0.3s | 2.98 sym/s | Total: 20.1s | ETA: 19.3m
[2025-12-03T20:34:09.859450] [INFO ] [sig       ] [61/3516] Forecasting AEG...
[2025-12-03T20:34:09.859478] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-03T20:34:09.859505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-03T20:34:09.871549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-03T20:34:09.871983] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-03T20:34:09.872820] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-03T20:34:09.872871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:09.872903] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:09.872958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:09.873016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:09.927885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:09.928622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:09.928702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:09.928733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:10.052707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:10.052881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:10.052925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:10.052954] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:10.056825] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=53.70%)
[2025-12-03T20:34:10.057304] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-03T20:34:10.057512] [INFO ] [sig       ] AEG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:10.213242] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AEG.txt
[2025-12-03T20:34:10.213408] [INFO ] [sig       ] [61/3516] Completed AEG in 0.4s | 2.98 sym/s | Total: 20.5s | ETA: 19.3m
[2025-12-03T20:34:10.213449] [INFO ] [sig       ] [62/3516] Forecasting AEHL...
[2025-12-03T20:34:10.213479] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-03T20:34:10.213507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-03T20:34:10.225092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-03T20:34:10.225552] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-03T20:34:10.226562] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-03T20:34:10.226642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:10.226674] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:10.226700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:10.226758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:10.284565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:10.285445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:10.285528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:10.285561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:10.404817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:10.404973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:10.405011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:10.405039] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:10.408452] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-03T20:34:10.408746] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-03T20:34:10.408878] [INFO ] [sig       ] AEHL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:10.553370] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AEHL.txt
[2025-12-03T20:34:10.553512] [INFO ] [sig       ] [62/3516] Completed AEHL in 0.3s | 2.98 sym/s | Total: 20.8s | ETA: 19.3m
[2025-12-03T20:34:10.553551] [INFO ] [sig       ] [63/3516] Forecasting AEI...
[2025-12-03T20:34:10.553601] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-03T20:34:10.553632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-03T20:34:10.564840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-03T20:34:10.565132] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-03T20:34:10.565911] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-03T20:34:10.565967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:10.566010] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:10.566050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:10.566112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:10.626018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:10.626854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:10.626936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:10.626970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:10.740420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:10.740565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:10.740623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:10.740652] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:10.743983] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-03T20:34:10.744251] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-03T20:34:10.744376] [INFO ] [sig       ] AEI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:10.891076] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AEI.txt
[2025-12-03T20:34:10.891204] [INFO ] [sig       ] [63/3516] Completed AEI in 0.3s | 2.98 sym/s | Total: 21.2s | ETA: 19.3m
[2025-12-03T20:34:10.891241] [INFO ] [sig       ] [64/3516] Forecasting AEIS...
[2025-12-03T20:34:10.891270] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-03T20:34:10.891298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-03T20:34:10.902917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-03T20:34:10.903257] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-03T20:34:10.904053] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-03T20:34:10.904107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:10.904141] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:10.904168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:10.904236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:10.962495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:10.963378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:10.963461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:10.963496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:11.082114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:11.082266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:11.082305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:11.082332] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:11.086045] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=12.78%)
[2025-12-03T20:34:11.086530] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-03T20:34:11.086681] [INFO ] [sig       ] AEIS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:11.231423] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AEIS.txt
[2025-12-03T20:34:11.231556] [INFO ] [sig       ] [64/3516] Completed AEIS in 0.3s | 2.98 sym/s | Total: 21.5s | ETA: 19.3m
[2025-12-03T20:34:11.231612] [INFO ] [sig       ] [65/3516] Forecasting AEMD...
[2025-12-03T20:34:11.231641] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-12-03T20:34:11.231669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-12-03T20:34:11.242830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-12-03T20:34:11.243107] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-12-03T20:34:11.243906] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-12-03T20:34:11.243956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:11.243987] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:11.244013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:11.244069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:11.301735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:11.302385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:11.302463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:11.302496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:11.421958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:11.422105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:11.422142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:11.422170] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:11.425482] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-03T20:34:11.425771] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-12-03T20:34:11.425893] [INFO ] [sig       ] AEMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:11.569816] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AEMD.txt
[2025-12-03T20:34:11.569972] [INFO ] [sig       ] [65/3516] Completed AEMD in 0.3s | 2.98 sym/s | Total: 21.8s | ETA: 19.3m
[2025-12-03T20:34:11.570011] [INFO ] [sig       ] [66/3516] Forecasting AEO...
[2025-12-03T20:34:11.570038] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-03T20:34:11.570066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-03T20:34:11.582457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-03T20:34:11.582792] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-03T20:34:11.583554] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-03T20:34:11.583621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:11.583659] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:11.583695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:11.583757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:11.639309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:11.639924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:11.639998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:11.640028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:11.763450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:11.763616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:11.763654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:11.763682] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:11.766932] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=14.61%)
[2025-12-03T20:34:11.767205] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-03T20:34:11.767328] [INFO ] [sig       ] AEO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:11.907091] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AEO.txt
[2025-12-03T20:34:11.907220] [INFO ] [sig       ] [66/3516] Completed AEO in 0.3s | 2.98 sym/s | Total: 22.2s | ETA: 19.3m
[2025-12-03T20:34:11.907257] [INFO ] [sig       ] [67/3516] Forecasting AES...
[2025-12-03T20:34:11.907285] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-03T20:34:11.907313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-03T20:34:11.919204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-03T20:34:11.919488] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-03T20:34:11.920292] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-03T20:34:11.920343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:11.920374] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:11.920402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:11.920459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:11.977199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:11.977879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:11.977956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:11.978005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:12.101854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:12.102004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:12.102043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:12.102072] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:12.105436] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=62.11%)
[2025-12-03T20:34:12.105733] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-03T20:34:12.105859] [INFO ] [sig       ] AES: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:12.243527] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AES.txt
[2025-12-03T20:34:12.243663] [INFO ] [sig       ] [67/3516] Completed AES in 0.3s | 2.98 sym/s | Total: 22.5s | ETA: 19.3m
[2025-12-03T20:34:12.243702] [INFO ] [sig       ] [68/3516] Forecasting AEVA...
[2025-12-03T20:34:12.243731] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-03T20:34:12.243759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-03T20:34:12.254504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-03T20:34:12.254826] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-03T20:34:12.255589] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-03T20:34:12.255639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:12.255679] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:12.255705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:12.255760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:12.311612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:12.312219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:12.312293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:12.312324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:12.429281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:12.429434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:12.429471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:12.429499] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:12.432884] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-03T20:34:12.433162] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-03T20:34:12.433293] [INFO ] [sig       ] AEVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:12.574804] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AEVA.txt
[2025-12-03T20:34:12.574932] [INFO ] [sig       ] [68/3516] Completed AEVA in 0.3s | 2.98 sym/s | Total: 22.8s | ETA: 19.3m
[2025-12-03T20:34:12.574969] [INFO ] [sig       ] [69/3516] Forecasting AEYE...
[2025-12-03T20:34:12.574998] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-03T20:34:12.575026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-03T20:34:12.586290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-03T20:34:12.586557] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-03T20:34:12.587349] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-03T20:34:12.587400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:12.587431] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:12.587456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:12.587510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:12.644753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:12.645386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:12.645462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:12.645494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:12.762217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:12.762363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:12.762400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:12.762427] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:12.765782] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2025-12-03T20:34:12.766060] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-03T20:34:12.766194] [INFO ] [sig       ] AEYE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:12.903825] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AEYE.txt
[2025-12-03T20:34:12.903945] [INFO ] [sig       ] [69/3516] Completed AEYE in 0.3s | 2.98 sym/s | Total: 23.2s | ETA: 19.3m
[2025-12-03T20:34:12.903982] [INFO ] [sig       ] [70/3516] Forecasting AFB...
[2025-12-03T20:34:12.904010] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-03T20:34:12.904038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-03T20:34:12.915185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-03T20:34:12.915446] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-03T20:34:12.916202] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-03T20:34:12.916252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:12.916293] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:12.916320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:12.916374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:12.971791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:12.972454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:12.972531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:12.972562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:13.094796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:13.094944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:13.094982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:13.095009] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:13.098310] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-12-03T20:34:13.098592] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-03T20:34:13.098716] [INFO ] [sig       ] AFB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:13.239093] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AFB.txt
[2025-12-03T20:34:13.239228] [INFO ] [sig       ] [70/3516] Completed AFB in 0.3s | 2.98 sym/s | Total: 23.5s | ETA: 19.3m
[2025-12-03T20:34:13.239275] [INFO ] [sig       ] [71/3516] Forecasting AFCG...
[2025-12-03T20:34:13.239304] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-03T20:34:13.239333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-03T20:34:13.254725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-03T20:34:13.255195] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-03T20:34:13.256286] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-03T20:34:13.256350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:13.256394] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:13.256431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:13.256513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:13.322285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:13.323227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:13.323364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:13.323397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:13.444244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:13.444402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:13.444441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:13.444468] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:13.448142] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=79.47%)
[2025-12-03T20:34:13.448522] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-03T20:34:13.448688] [INFO ] [sig       ] AFCG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:13.586937] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AFCG.txt
[2025-12-03T20:34:13.587067] [INFO ] [sig       ] [71/3516] Completed AFCG in 0.3s | 2.98 sym/s | Total: 23.9s | ETA: 19.3m
[2025-12-03T20:34:13.587106] [INFO ] [sig       ] [72/3516] Forecasting AFL...
[2025-12-03T20:34:13.587135] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-03T20:34:13.587166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-03T20:34:13.599124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-03T20:34:13.599524] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-03T20:34:13.600325] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-03T20:34:13.600376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:13.600408] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:13.600434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:13.600490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:13.656462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:13.657383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:13.657468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:13.657499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:13.775986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:13.776154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:13.776193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:13.776225] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:13.779623] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-12-03T20:34:13.779901] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-03T20:34:13.780029] [INFO ] [sig       ] AFL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:13.917031] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AFL.txt
[2025-12-03T20:34:13.917160] [INFO ] [sig       ] [72/3516] Completed AFL in 0.3s | 2.98 sym/s | Total: 24.2s | ETA: 19.3m
[2025-12-03T20:34:13.917203] [INFO ] [sig       ] [73/3516] Forecasting AFRM...
[2025-12-03T20:34:13.917233] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-03T20:34:13.917262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-03T20:34:13.928377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-03T20:34:13.928660] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-03T20:34:13.929397] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-03T20:34:13.929447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:13.929478] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:13.929505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:13.929560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:13.985549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:13.986183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:13.986262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:13.986296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:14.109766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:14.109920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:14.109960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:14.109988] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:14.113363] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-03T20:34:14.113646] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-03T20:34:14.113770] [INFO ] [sig       ] AFRM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:14.252645] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AFRM.txt
[2025-12-03T20:34:14.252763] [INFO ] [sig       ] [73/3516] Completed AFRM in 0.3s | 2.98 sym/s | Total: 24.5s | ETA: 19.3m
[2025-12-03T20:34:14.252807] [INFO ] [sig       ] [74/3516] Forecasting AFYA...
[2025-12-03T20:34:14.252837] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-03T20:34:14.252866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-03T20:34:14.264035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-03T20:34:14.264305] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-03T20:34:14.265064] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-03T20:34:14.265113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:14.265144] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:14.265169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:14.265224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:14.324638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:14.325321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:14.325413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:14.325451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:14.446350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:14.446490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:14.446526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:14.446553] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:14.449955] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=16.46%)
[2025-12-03T20:34:14.450243] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-03T20:34:14.450379] [INFO ] [sig       ] AFYA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:14.588517] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AFYA.txt
[2025-12-03T20:34:14.588680] [INFO ] [sig       ] [74/3516] Completed AFYA in 0.3s | 2.98 sym/s | Total: 24.9s | ETA: 19.3m
[2025-12-03T20:34:14.588720] [INFO ] [sig       ] [75/3516] Forecasting AG...
[2025-12-03T20:34:14.588749] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-03T20:34:14.588777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-03T20:34:14.599702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-03T20:34:14.599976] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-03T20:34:14.600769] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-03T20:34:14.600819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:14.600849] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:14.600875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:14.600934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:14.657369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:14.657982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:14.658058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:14.658088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:14.778686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:14.778825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:14.778861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:14.778888] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:14.782157] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=31.98%)
[2025-12-03T20:34:14.782533] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-03T20:34:14.782683] [INFO ] [sig       ] AG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:14.921068] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AG.txt
[2025-12-03T20:34:14.921192] [INFO ] [sig       ] [75/3516] Completed AG in 0.3s | 2.98 sym/s | Total: 25.2s | ETA: 19.3m
[2025-12-03T20:34:14.921229] [INFO ] [sig       ] [76/3516] Forecasting AGCO...
[2025-12-03T20:34:14.921257] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-03T20:34:14.921285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-03T20:34:14.933358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-03T20:34:14.933705] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-03T20:34:14.934473] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-03T20:34:14.934522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:14.934553] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:14.934602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:14.934660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:14.989642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:14.990248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:14.990324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:14.990355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:15.112042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:15.112157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:15.112198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:15.112227] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:15.116767] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-03T20:34:15.117155] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-03T20:34:15.117309] [INFO ] [sig       ] AGCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:15.259650] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AGCO.txt
[2025-12-03T20:34:15.259786] [INFO ] [sig       ] [76/3516] Completed AGCO in 0.3s | 2.98 sym/s | Total: 25.5s | ETA: 19.3m
[2025-12-03T20:34:15.259825] [INFO ] [sig       ] [77/3516] Forecasting AGD...
[2025-12-03T20:34:15.259853] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-03T20:34:15.259881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-03T20:34:15.271202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-03T20:34:15.271509] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-03T20:34:15.272313] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-03T20:34:15.272362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:15.272392] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:15.272417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:15.272471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:15.327854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:15.328473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:15.328547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:15.328594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:15.448959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:15.449116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:15.449154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:15.449199] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:15.452623] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-03T20:34:15.452901] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-03T20:34:15.453028] [INFO ] [sig       ] AGD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:15.592054] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AGD.txt
[2025-12-03T20:34:15.592217] [INFO ] [sig       ] [77/3516] Completed AGD in 0.3s | 2.98 sym/s | Total: 25.9s | ETA: 19.2m
[2025-12-03T20:34:15.592275] [INFO ] [sig       ] [78/3516] Forecasting AGEN...
[2025-12-03T20:34:15.592307] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-03T20:34:15.592335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-03T20:34:15.604284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-03T20:34:15.604667] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-03T20:34:15.605442] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-03T20:34:15.605493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:15.605553] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:15.605598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:15.605656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:15.661418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:15.662319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:15.662405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:15.662438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:15.789144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:15.789300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:15.789338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:15.789366] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:15.792710] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-03T20:34:15.792988] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-03T20:34:15.793116] [INFO ] [sig       ] AGEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:15.932364] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AGEN.txt
[2025-12-03T20:34:15.932522] [INFO ] [sig       ] [78/3516] Completed AGEN in 0.3s | 2.98 sym/s | Total: 26.2s | ETA: 19.2m
[2025-12-03T20:34:15.932563] [INFO ] [sig       ] [79/3516] Forecasting AGI...
[2025-12-03T20:34:15.932621] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-03T20:34:15.932652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-03T20:34:15.944492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-03T20:34:15.944885] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-03T20:34:15.945675] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-03T20:34:15.945724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:15.945754] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:15.945780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:15.945835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:16.004367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:16.005239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:16.005323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:16.005372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:16.125049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:16.125196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:16.125234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:16.125262] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:16.128551] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=40.29%)
[2025-12-03T20:34:16.128834] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-03T20:34:16.128959] [INFO ] [sig       ] AGI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:16.265988] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AGI.txt
[2025-12-03T20:34:16.266114] [INFO ] [sig       ] [79/3516] Completed AGI in 0.3s | 2.98 sym/s | Total: 26.5s | ETA: 19.2m
[2025-12-03T20:34:16.266152] [INFO ] [sig       ] [80/3516] Forecasting AGIO...
[2025-12-03T20:34:16.266181] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-03T20:34:16.266209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-03T20:34:16.277934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-03T20:34:16.278361] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-03T20:34:16.279157] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-03T20:34:16.279207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:16.279243] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:16.279269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:16.279324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:16.335527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:16.336389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:16.336474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:16.336505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:16.456927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:16.457081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:16.457119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:16.457146] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:16.460462] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-03T20:34:16.460756] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-03T20:34:16.460885] [INFO ] [sig       ] AGIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:16.599318] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AGIO.txt
[2025-12-03T20:34:16.599472] [INFO ] [sig       ] [80/3516] Completed AGIO in 0.3s | 2.98 sym/s | Total: 26.9s | ETA: 19.2m
[2025-12-03T20:34:16.599510] [INFO ] [sig       ] [81/3516] Forecasting AGM...
[2025-12-03T20:34:16.599539] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-03T20:34:16.599589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-03T20:34:16.611699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-03T20:34:16.612015] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-03T20:34:16.612815] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-03T20:34:16.612866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:16.612896] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:16.612934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:16.612990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:16.671620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:16.672468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:16.672549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:16.672598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:16.790343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:16.790477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:16.790513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:16.790585] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:16.793872] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-03T20:34:16.794157] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-03T20:34:16.794291] [INFO ] [sig       ] AGM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:16.934042] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AGM.txt
[2025-12-03T20:34:16.934157] [INFO ] [sig       ] [81/3516] Completed AGM in 0.3s | 2.98 sym/s | Total: 27.2s | ETA: 19.2m
[2025-12-03T20:34:16.934195] [INFO ] [sig       ] [82/3516] Forecasting AGMH...
[2025-12-03T20:34:16.934225] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-03T20:34:16.934254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-03T20:34:16.945894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-03T20:34:16.946265] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-03T20:34:16.947040] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-03T20:34:16.947090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:16.947119] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:16.947146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:16.947204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:17.002811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:17.003689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:17.003772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:17.003802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:17.117123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:17.117284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:17.117322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:17.117348] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:17.120741] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=79.76%)
[2025-12-03T20:34:17.121019] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-03T20:34:17.121149] [INFO ] [sig       ] AGMH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:17.260559] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AGMH.txt
[2025-12-03T20:34:17.260733] [INFO ] [sig       ] [82/3516] Completed AGMH in 0.3s | 2.98 sym/s | Total: 27.5s | ETA: 19.2m
[2025-12-03T20:34:17.260772] [INFO ] [sig       ] [83/3516] Forecasting AGNC...
[2025-12-03T20:34:17.260801] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-03T20:34:17.260830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-03T20:34:17.272151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-03T20:34:17.272483] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-03T20:34:17.273260] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-03T20:34:17.273311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:17.273344] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:17.273369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:17.273424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:17.330068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:17.330907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:17.330987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:17.331019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:17.455524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:17.455729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:17.455767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:17.455796] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:17.459167] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=40.67%)
[2025-12-03T20:34:17.459440] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-03T20:34:17.459565] [INFO ] [sig       ] AGNC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:17.600282] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AGNC.txt
[2025-12-03T20:34:17.600439] [INFO ] [sig       ] [83/3516] Completed AGNC in 0.3s | 2.98 sym/s | Total: 27.9s | ETA: 19.2m
[2025-12-03T20:34:17.600477] [INFO ] [sig       ] [84/3516] Forecasting AGNCL...
[2025-12-03T20:34:17.600512] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-03T20:34:17.600542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-03T20:34:17.612384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-03T20:34:17.612813] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-03T20:34:17.613635] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-03T20:34:17.613686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:17.613717] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:17.613743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:17.613797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:17.671748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:17.672675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:17.672776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:17.672814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:17.781823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:17.781978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:17.782017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:17.782045] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:17.785498] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=8.69%)
[2025-12-03T20:34:17.785827] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-03T20:34:17.785967] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:17.930417] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AGNCL.txt
[2025-12-03T20:34:17.930548] [INFO ] [sig       ] [84/3516] Completed AGNCL in 0.3s | 2.98 sym/s | Total: 28.2s | ETA: 19.2m
[2025-12-03T20:34:17.930602] [INFO ] [sig       ] [85/3516] Forecasting AGNCM...
[2025-12-03T20:34:17.930633] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-03T20:34:17.930668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-03T20:34:17.945803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-03T20:34:17.946105] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-03T20:34:17.946869] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-03T20:34:17.946919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:17.946950] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:17.946977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:17.947032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:18.003592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:18.004364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:18.004446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:18.004480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:18.112279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:18.112434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:18.112474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:18.112503] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:18.115883] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-03T20:34:18.116158] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-03T20:34:18.116307] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:18.254305] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AGNCM.txt
[2025-12-03T20:34:18.254438] [INFO ] [sig       ] [85/3516] Completed AGNCM in 0.3s | 2.98 sym/s | Total: 28.5s | ETA: 19.2m
[2025-12-03T20:34:18.254477] [INFO ] [sig       ] [86/3516] Forecasting AGNCN...
[2025-12-03T20:34:18.254506] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-03T20:34:18.254535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-03T20:34:18.267717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-03T20:34:18.268234] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-03T20:34:18.269380] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-03T20:34:18.269450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:18.269496] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:18.269535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:18.269634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:18.328376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:18.329293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:18.329389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:18.329422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:18.446778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:18.446933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:18.446969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:18.446996] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:18.453750] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-03T20:34:18.454114] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-03T20:34:18.454253] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:18.599700] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AGNCN.txt
[2025-12-03T20:34:18.599861] [INFO ] [sig       ] [86/3516] Completed AGNCN in 0.3s | 2.98 sym/s | Total: 28.9s | ETA: 19.2m
[2025-12-03T20:34:18.599900] [INFO ] [sig       ] [87/3516] Forecasting AGNCO...
[2025-12-03T20:34:18.599929] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-03T20:34:18.599957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-03T20:34:18.611894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-03T20:34:18.612234] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-03T20:34:18.613119] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-03T20:34:18.613179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:18.613222] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:18.613269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:18.613330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:18.670050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:18.670934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:18.671041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:18.671076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:18.788205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:18.788388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:18.788436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:18.788474] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:18.792303] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-03T20:34:18.792667] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-03T20:34:18.792829] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:18.932217] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AGNCO.txt
[2025-12-03T20:34:18.932348] [INFO ] [sig       ] [87/3516] Completed AGNCO in 0.3s | 2.98 sym/s | Total: 29.2s | ETA: 19.2m
[2025-12-03T20:34:18.932385] [INFO ] [sig       ] [88/3516] Forecasting AGNCP...
[2025-12-03T20:34:18.932414] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-03T20:34:18.932442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-03T20:34:18.943671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-03T20:34:18.943942] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-03T20:34:18.944739] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-03T20:34:18.944788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:18.944818] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:18.944844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:18.944898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:18.999409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:19.000162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:19.000243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:19.000274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:19.117200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:19.117346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:19.117383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:19.117424] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:19.120736] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-03T20:34:19.120999] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-03T20:34:19.121120] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:19.258174] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AGNCP.txt
[2025-12-03T20:34:19.258315] [INFO ] [sig       ] [88/3516] Completed AGNCP in 0.3s | 2.98 sym/s | Total: 29.5s | ETA: 19.2m
[2025-12-03T20:34:19.258360] [INFO ] [sig       ] [89/3516] Forecasting AGO...
[2025-12-03T20:34:19.258387] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-03T20:34:19.258416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-03T20:34:19.269421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-03T20:34:19.269741] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-03T20:34:19.270483] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-03T20:34:19.270532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:19.270562] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:19.270616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:19.270671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:19.325208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:19.325871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:19.325948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:19.325980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:19.440228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:19.440380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:19.440438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:19.440466] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:19.443760] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2025-12-03T20:34:19.444029] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-03T20:34:19.444154] [INFO ] [sig       ] AGO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:19.583431] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AGO.txt
[2025-12-03T20:34:19.583612] [INFO ] [sig       ] [89/3516] Completed AGO in 0.3s | 2.98 sym/s | Total: 29.8s | ETA: 19.2m
[2025-12-03T20:34:19.583654] [INFO ] [sig       ] [90/3516] Forecasting AGRO...
[2025-12-03T20:34:19.583683] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-03T20:34:19.583711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-03T20:34:19.595607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-03T20:34:19.595999] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-03T20:34:19.596842] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-03T20:34:19.596893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:19.596923] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:19.596948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:19.597003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:19.652741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:19.653567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:19.653663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:19.653694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:19.775103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:19.775253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:19.775292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:19.775322] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:19.778660] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-03T20:34:19.778944] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-03T20:34:19.779069] [INFO ] [sig       ] AGRO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:19.915185] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AGRO.txt
[2025-12-03T20:34:19.915319] [INFO ] [sig       ] [90/3516] Completed AGRO in 0.3s | 2.98 sym/s | Total: 30.2s | ETA: 19.1m
[2025-12-03T20:34:19.915356] [INFO ] [sig       ] [91/3516] Forecasting AGX...
[2025-12-03T20:34:19.915385] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-03T20:34:19.915415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-03T20:34:19.927367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-03T20:34:19.927710] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-03T20:34:19.928495] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-03T20:34:19.928545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:19.928590] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:19.928619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:19.928673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:19.983746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:19.984380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:19.984456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:19.984486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:20.099697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:20.099833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:20.099871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:20.099898] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:20.103133] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=11.52%)
[2025-12-03T20:34:20.103418] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-03T20:34:20.103546] [INFO ] [sig       ] AGX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:20.241701] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AGX.txt
[2025-12-03T20:34:20.241859] [INFO ] [sig       ] [91/3516] Completed AGX in 0.3s | 2.98 sym/s | Total: 30.5s | ETA: 19.1m
[2025-12-03T20:34:20.241897] [INFO ] [sig       ] [92/3516] Forecasting AGZD...
[2025-12-03T20:34:20.241925] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-03T20:34:20.241955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-03T20:34:20.253902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-03T20:34:20.254234] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-03T20:34:20.255001] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-03T20:34:20.255050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:20.255080] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:20.255106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:20.255175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:20.311316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:20.312004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:20.312080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:20.312112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:20.419662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:20.419791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:20.419831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:20.419858] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:20.423117] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=19.01%)
[2025-12-03T20:34:20.423393] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-03T20:34:20.423515] [INFO ] [sig       ] AGZD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:20.565053] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AGZD.txt
[2025-12-03T20:34:20.565230] [INFO ] [sig       ] [92/3516] Completed AGZD in 0.3s | 2.98 sym/s | Total: 30.8s | ETA: 19.1m
[2025-12-03T20:34:20.565276] [INFO ] [sig       ] [93/3516] Forecasting AHCO...
[2025-12-03T20:34:20.565307] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-03T20:34:20.565335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-03T20:34:20.576950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-03T20:34:20.577216] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-03T20:34:20.578080] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-03T20:34:20.578131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:20.578162] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:20.578186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:20.578241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:20.634601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:20.635215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:20.635291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:20.635324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:20.751126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:20.751246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:20.751280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:20.751306] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:20.754442] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-12-03T20:34:20.754725] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-03T20:34:20.754850] [INFO ] [sig       ] AHCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:20.891557] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AHCO.txt
[2025-12-03T20:34:20.891723] [INFO ] [sig       ] [93/3516] Completed AHCO in 0.3s | 2.98 sym/s | Total: 31.2s | ETA: 19.1m
[2025-12-03T20:34:20.891761] [INFO ] [sig       ] [94/3516] Forecasting AHH...
[2025-12-03T20:34:20.891789] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-03T20:34:20.891819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-03T20:34:20.903192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-03T20:34:20.903455] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-03T20:34:20.904231] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-03T20:34:20.904291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:20.904322] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:20.904348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:20.904407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:20.960085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:20.960761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:20.960836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:20.960867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:21.082926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:21.083077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:21.083113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:21.083139] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:21.086431] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-12-03T20:34:21.086716] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-03T20:34:21.086842] [INFO ] [sig       ] AHH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:21.225844] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AHH.txt
[2025-12-03T20:34:21.225992] [INFO ] [sig       ] [94/3516] Completed AHH in 0.3s | 2.98 sym/s | Total: 31.5s | ETA: 19.1m
[2025-12-03T20:34:21.226035] [INFO ] [sig       ] [95/3516] Forecasting AI...
[2025-12-03T20:34:21.226065] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-03T20:34:21.226093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-03T20:34:21.237508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-03T20:34:21.237795] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-03T20:34:21.238596] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-03T20:34:21.238670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:21.238702] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:21.238728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:21.238784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:21.295310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:21.295984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:21.296076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:21.296110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:21.424184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:21.424314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:21.424372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:21.424417] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:21.428956] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-12-03T20:34:21.429347] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-03T20:34:21.429528] [INFO ] [sig       ] AI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:21.568035] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AI.txt
[2025-12-03T20:34:21.568149] [INFO ] [sig       ] [95/3516] Completed AI in 0.3s | 2.98 sym/s | Total: 31.8s | ETA: 19.1m
[2025-12-03T20:34:21.568187] [INFO ] [sig       ] [96/3516] Forecasting AIA...
[2025-12-03T20:34:21.568216] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-03T20:34:21.568244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-03T20:34:21.579245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-03T20:34:21.579527] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-03T20:34:21.580296] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-03T20:34:21.580352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:21.580384] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:21.580411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:21.580468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:21.636223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:21.636825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:21.636904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:21.636938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:21.755411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:21.755528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:21.755564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:21.755609] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:21.758777] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-03T20:34:21.759038] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-03T20:34:21.759159] [INFO ] [sig       ] AIA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:21.895624] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AIA.txt
[2025-12-03T20:34:21.895728] [INFO ] [sig       ] [96/3516] Completed AIA in 0.3s | 2.98 sym/s | Total: 32.2s | ETA: 19.1m
[2025-12-03T20:34:21.895764] [INFO ] [sig       ] [97/3516] Forecasting AIFF...
[2025-12-03T20:34:21.895793] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-03T20:34:21.895821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-03T20:34:21.907886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-03T20:34:21.908323] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-03T20:34:21.909192] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-03T20:34:21.909248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:21.909280] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:21.909306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:21.909362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:21.967710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:21.968696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:21.968779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:21.968811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:22.093297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:22.093449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:22.093486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:22.093513] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:22.096834] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-12-03T20:34:22.097110] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-03T20:34:22.097235] [INFO ] [sig       ] AIFF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:22.244857] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AIFF.txt
[2025-12-03T20:34:22.245017] [INFO ] [sig       ] [97/3516] Completed AIFF in 0.3s | 2.98 sym/s | Total: 32.5s | ETA: 19.1m
[2025-12-03T20:34:22.245062] [INFO ] [sig       ] [98/3516] Forecasting AIO...
[2025-12-03T20:34:22.245094] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-03T20:34:22.245123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-03T20:34:22.259267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-03T20:34:22.259718] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-03T20:34:22.260830] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-03T20:34:22.260898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:22.260948] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:22.260993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:22.261078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:22.327300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:22.328178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:22.328261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:22.328292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:22.446020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:22.446168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:22.446237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:22.446266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:22.449686] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-03T20:34:22.449963] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-03T20:34:22.450089] [INFO ] [sig       ] AIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:22.591840] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AIO.txt
[2025-12-03T20:34:22.591974] [INFO ] [sig       ] [98/3516] Completed AIO in 0.3s | 2.98 sym/s | Total: 32.9s | ETA: 19.1m
[2025-12-03T20:34:22.592012] [INFO ] [sig       ] [99/3516] Forecasting AIPI...
[2025-12-03T20:34:22.592042] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-03T20:34:22.592070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-03T20:34:22.604197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-03T20:34:22.604610] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-03T20:34:22.605398] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-03T20:34:22.605447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:22.605478] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:22.605504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:22.605558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:22.661876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:22.662795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:22.662877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:22.662909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:22.780369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:22.780528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:22.780566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:22.780616] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:22.783998] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=33.80%)
[2025-12-03T20:34:22.784303] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-03T20:34:22.784438] [INFO ] [sig       ] AIPI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:22.922847] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AIPI.txt
[2025-12-03T20:34:22.923003] [INFO ] [sig       ] [99/3516] Completed AIPI in 0.3s | 2.98 sym/s | Total: 33.2s | ETA: 19.1m
[2025-12-03T20:34:22.923042] [INFO ] [sig       ] [100/3516] Forecasting AIQ...
[2025-12-03T20:34:22.923072] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-03T20:34:22.923100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-03T20:34:22.934480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-03T20:34:22.934841] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-03T20:34:22.935614] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-03T20:34:22.935664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:22.935694] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:22.935720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:22.935775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:22.991084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:22.991886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:22.991962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:22.991993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:23.109688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:23.109842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:23.109879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:23.109906] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:23.113200] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-03T20:34:23.113470] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-03T20:34:23.113613] [INFO ] [sig       ] AIQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:23.251037] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AIQ.txt
[2025-12-03T20:34:23.251177] [INFO ] [sig       ] [100/3516] Completed AIQ in 0.3s | 2.98 sym/s | Total: 33.5s | ETA: 19.1m
[2025-12-03T20:34:23.251214] [INFO ] [sig       ] [101/3516] Forecasting AIRG...
[2025-12-03T20:34:23.251243] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-03T20:34:23.251271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-03T20:34:23.262517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-03T20:34:23.262872] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-03T20:34:23.263704] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-03T20:34:23.263755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:23.263786] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:23.263811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:23.263866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:23.323273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:23.324164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:23.324256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:23.324289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:23.430076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:23.430204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:23.430256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:23.430283] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:23.433590] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-03T20:34:23.433861] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-03T20:34:23.433982] [INFO ] [sig       ] AIRG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:23.571396] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AIRG.txt
[2025-12-03T20:34:23.571525] [INFO ] [sig       ] [101/3516] Completed AIRG in 0.3s | 2.98 sym/s | Total: 33.8s | ETA: 19.1m
[2025-12-03T20:34:23.571592] [INFO ] [sig       ] [102/3516] Forecasting AIRJ...
[2025-12-03T20:34:23.571623] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-03T20:34:23.571678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-03T20:34:23.582702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-03T20:34:23.583020] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-03T20:34:23.583838] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-03T20:34:23.583889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:23.583920] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:23.583947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:23.584004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:23.641144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:23.641907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:23.641987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:23.642019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:23.763962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:23.764101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:23.764137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:23.764164] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:23.767428] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-03T20:34:23.767716] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-03T20:34:23.767844] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:23.908627] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AIRJ.txt
[2025-12-03T20:34:23.908750] [INFO ] [sig       ] [102/3516] Completed AIRJ in 0.3s | 2.98 sym/s | Total: 34.2s | ETA: 19.1m
[2025-12-03T20:34:23.908787] [INFO ] [sig       ] [103/3516] Forecasting AIRS...
[2025-12-03T20:34:23.908816] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-03T20:34:23.908844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-03T20:34:23.919284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-03T20:34:23.919544] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-03T20:34:23.920372] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-03T20:34:23.920421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:23.920453] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:23.920481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:23.920536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:23.977939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:23.978625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:23.978701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:23.978733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:24.102220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:24.102373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:24.102411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:24.102439] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:24.105861] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-03T20:34:24.106138] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-03T20:34:24.106262] [INFO ] [sig       ] AIRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:24.248418] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AIRS.txt
[2025-12-03T20:34:24.248545] [INFO ] [sig       ] [103/3516] Completed AIRS in 0.3s | 2.98 sym/s | Total: 34.5s | ETA: 19.1m
[2025-12-03T20:34:24.248600] [INFO ] [sig       ] [104/3516] Forecasting AISP...
[2025-12-03T20:34:24.248632] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-03T20:34:24.248661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-03T20:34:24.260478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-03T20:34:24.260806] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-03T20:34:24.261615] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-03T20:34:24.261675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:24.261709] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:24.261735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:24.261792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:24.320549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:24.321267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:24.321345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:24.321378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:24.440737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:24.440835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:24.440872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:24.440899] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:24.444272] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-03T20:34:24.444568] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-03T20:34:24.444725] [INFO ] [sig       ] AISP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:24.587308] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AISP.txt
[2025-12-03T20:34:24.587433] [INFO ] [sig       ] [104/3516] Completed AISP in 0.3s | 2.98 sym/s | Total: 34.9s | ETA: 19.1m
[2025-12-03T20:34:24.587470] [INFO ] [sig       ] [105/3516] Forecasting AIZN...
[2025-12-03T20:34:24.587497] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-03T20:34:24.587526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-03T20:34:24.599118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-03T20:34:24.599411] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-03T20:34:24.600179] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-03T20:34:24.600229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:24.600272] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:24.600299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:24.600355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:24.656685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:24.657338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:24.657414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:24.657446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:24.762915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:24.763041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:24.763076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:24.763103] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:24.766299] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-03T20:34:24.766585] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-03T20:34:24.766717] [INFO ] [sig       ] AIZN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:24.906443] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AIZN.txt
[2025-12-03T20:34:24.906563] [INFO ] [sig       ] [105/3516] Completed AIZN in 0.3s | 2.99 sym/s | Total: 35.2s | ETA: 19.0m
[2025-12-03T20:34:24.906618] [INFO ] [sig       ] [106/3516] Forecasting AJG...
[2025-12-03T20:34:24.906648] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-03T20:34:24.906684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-03T20:34:24.917565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-03T20:34:24.917871] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-03T20:34:24.918711] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-03T20:34:24.918760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:24.918791] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:24.918817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:24.918872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:24.975648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:24.976272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:24.976349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:24.976381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:25.097415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:25.097546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:25.097600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:25.097628] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:25.100924] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-03T20:34:25.101189] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-03T20:34:25.101314] [INFO ] [sig       ] AJG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:25.242744] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AJG.txt
[2025-12-03T20:34:25.242878] [INFO ] [sig       ] [106/3516] Completed AJG in 0.3s | 2.99 sym/s | Total: 35.5s | ETA: 19.0m
[2025-12-03T20:34:25.242915] [INFO ] [sig       ] [107/3516] Forecasting AKBA...
[2025-12-03T20:34:25.242944] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-03T20:34:25.242973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-03T20:34:25.254250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-03T20:34:25.254560] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-03T20:34:25.255372] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-03T20:34:25.255423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:25.255453] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:25.255479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:25.255535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:25.312942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:25.313603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:25.313682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:25.313714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:25.437245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:25.437371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:25.437406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:25.437433] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:25.440724] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=80.14%)
[2025-12-03T20:34:25.440985] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-03T20:34:25.441108] [INFO ] [sig       ] AKBA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:25.583395] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AKBA.txt
[2025-12-03T20:34:25.583539] [INFO ] [sig       ] [107/3516] Completed AKBA in 0.3s | 2.98 sym/s | Total: 35.8s | ETA: 19.0m
[2025-12-03T20:34:25.583640] [INFO ] [sig       ] [108/3516] Forecasting AL...
[2025-12-03T20:34:25.583694] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-03T20:34:25.583738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-03T20:34:25.595082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-03T20:34:25.595378] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-03T20:34:25.596192] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-03T20:34:25.596243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:25.596275] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:25.596300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:25.596355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:25.654281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:25.654951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:25.655027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:25.655059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:25.775859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:25.775990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:25.776025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:25.776052] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:25.779275] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-03T20:34:25.779542] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-03T20:34:25.779716] [INFO ] [sig       ] AL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:25.915671] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AL.txt
[2025-12-03T20:34:25.915796] [INFO ] [sig       ] [108/3516] Completed AL in 0.3s | 2.98 sym/s | Total: 36.2s | ETA: 19.0m
[2025-12-03T20:34:25.915833] [INFO ] [sig       ] [109/3516] Forecasting ALAB...
[2025-12-03T20:34:25.915868] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-03T20:34:25.915897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-03T20:34:25.928030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-03T20:34:25.928322] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-03T20:34:25.929091] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-03T20:34:25.929141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:25.929172] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:25.929197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:25.929252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:25.984259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:25.984881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:25.984955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:25.984986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:26.106669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:26.106819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:26.106857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:26.106884] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:26.110208] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-03T20:34:26.110489] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-03T20:34:26.110635] [INFO ] [sig       ] ALAB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:26.250101] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALAB.txt
[2025-12-03T20:34:26.250256] [INFO ] [sig       ] [109/3516] Completed ALAB in 0.3s | 2.99 sym/s | Total: 36.5s | ETA: 19.0m
[2025-12-03T20:34:26.250296] [INFO ] [sig       ] [110/3516] Forecasting ALB...
[2025-12-03T20:34:26.250324] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-03T20:34:26.250352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-03T20:34:26.261894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-03T20:34:26.262191] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-03T20:34:26.262982] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-03T20:34:26.263031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:26.263061] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:26.263085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:26.263139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:26.318195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:26.318851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:26.318929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:26.318959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:26.441054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:26.441200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:26.441238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:26.441265] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:26.444562] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-03T20:34:26.444843] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-03T20:34:26.444969] [INFO ] [sig       ] ALB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:26.582183] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALB.txt
[2025-12-03T20:34:26.582312] [INFO ] [sig       ] [110/3516] Completed ALB in 0.3s | 2.99 sym/s | Total: 36.8s | ETA: 19.0m
[2025-12-03T20:34:26.582350] [INFO ] [sig       ] [111/3516] Forecasting ALC...
[2025-12-03T20:34:26.582379] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-03T20:34:26.582408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-03T20:34:26.593917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-03T20:34:26.594239] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-03T20:34:26.595035] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-03T20:34:26.595085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:26.595115] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:26.595141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:26.595196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:26.652936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:26.653616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:26.653694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:26.653726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:26.773418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:26.773567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:26.773623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:26.773650] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:26.777047] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-03T20:34:26.777335] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-03T20:34:26.777468] [INFO ] [sig       ] ALC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:26.918097] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALC.txt
[2025-12-03T20:34:26.918275] [INFO ] [sig       ] [111/3516] Completed ALC in 0.3s | 2.99 sym/s | Total: 37.2s | ETA: 19.0m
[2025-12-03T20:34:26.918316] [INFO ] [sig       ] [112/3516] Forecasting ALCO...
[2025-12-03T20:34:26.918343] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-03T20:34:26.918373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-03T20:34:26.930061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-03T20:34:26.930383] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-03T20:34:26.931186] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-03T20:34:26.931236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:26.931267] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:26.931293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:26.931348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:26.987598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:26.988296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:26.988376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:26.988416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:27.111440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:27.111592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:27.111631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:27.111674] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:27.114986] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2025-12-03T20:34:27.115254] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-03T20:34:27.115377] [INFO ] [sig       ] ALCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:27.254981] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALCO.txt
[2025-12-03T20:34:27.255116] [INFO ] [sig       ] [112/3516] Completed ALCO in 0.3s | 2.99 sym/s | Total: 37.5s | ETA: 19.0m
[2025-12-03T20:34:27.255153] [INFO ] [sig       ] [113/3516] Forecasting ALDX...
[2025-12-03T20:34:27.255182] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-03T20:34:27.255210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-03T20:34:27.267111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-03T20:34:27.267522] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-03T20:34:27.268368] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-03T20:34:27.268420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:27.268456] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:27.268488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:27.268554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:27.326018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:27.326892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:27.326974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:27.327006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:27.446672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:27.446816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:27.446853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:27.446881] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:27.450284] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=42.71%)
[2025-12-03T20:34:27.450557] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-03T20:34:27.450711] [INFO ] [sig       ] ALDX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:27.591612] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALDX.txt
[2025-12-03T20:34:27.591734] [INFO ] [sig       ] [113/3516] Completed ALDX in 0.3s | 2.98 sym/s | Total: 37.9s | ETA: 19.0m
[2025-12-03T20:34:27.591772] [INFO ] [sig       ] [114/3516] Forecasting ALE...
[2025-12-03T20:34:27.591799] [INFO ] [sig       ] Generating forecast for: ALE
[2025-12-03T20:34:27.591827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-12-03T20:34:27.602786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-12-03T20:34:27.603066] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-12-03T20:34:27.603849] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-12-03T20:34:27.603900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:27.603931] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:27.603957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:27.604012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:27.662674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:27.663634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:27.663721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:27.663773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:27.785755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:27.785920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:27.785973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:27.786001] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:27.790403] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2025-12-03T20:34:27.790856] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-12-03T20:34:27.791019] [INFO ] [sig       ] ALE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:27.929802] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALE.txt
[2025-12-03T20:34:27.929947] [INFO ] [sig       ] [114/3516] Completed ALE in 0.3s | 2.98 sym/s | Total: 38.2s | ETA: 19.0m
[2025-12-03T20:34:27.929987] [INFO ] [sig       ] [115/3516] Forecasting ALEC...
[2025-12-03T20:34:27.930016] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-03T20:34:27.930044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-03T20:34:27.941361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-03T20:34:27.941690] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-03T20:34:27.942450] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-03T20:34:27.942499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:27.942531] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:27.942559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:27.942634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:27.997632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:27.998380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:27.998462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:27.998495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:28.121417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:28.121621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:28.121662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:28.121689] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:28.125162] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2025-12-03T20:34:28.125433] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-03T20:34:28.125561] [INFO ] [sig       ] ALEC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:28.264444] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALEC.txt
[2025-12-03T20:34:28.264617] [INFO ] [sig       ] [115/3516] Completed ALEC in 0.3s | 2.98 sym/s | Total: 38.5s | ETA: 19.0m
[2025-12-03T20:34:28.264660] [INFO ] [sig       ] [116/3516] Forecasting ALEX...
[2025-12-03T20:34:28.264688] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-03T20:34:28.264716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-03T20:34:28.276268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-03T20:34:28.276557] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-03T20:34:28.277332] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-03T20:34:28.277381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:28.277411] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:28.277436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:28.277501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:28.336079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:28.336920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:28.337004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:28.337037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:28.456097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:28.456246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:28.456283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:28.456310] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:28.459647] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-12-03T20:34:28.459923] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-03T20:34:28.460048] [INFO ] [sig       ] ALEX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:28.597275] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALEX.txt
[2025-12-03T20:34:28.597401] [INFO ] [sig       ] [116/3516] Completed ALEX in 0.3s | 2.98 sym/s | Total: 38.9s | ETA: 19.0m
[2025-12-03T20:34:28.597438] [INFO ] [sig       ] [117/3516] Forecasting ALG...
[2025-12-03T20:34:28.597467] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-03T20:34:28.597495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-03T20:34:28.611373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-03T20:34:28.611718] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-03T20:34:28.612536] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-03T20:34:28.612603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:28.612642] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:28.612669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:28.612724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:28.668471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:28.669362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:28.669447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:28.669480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:28.792224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:28.792369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:28.792405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:28.792432] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:28.795753] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-12-03T20:34:28.796023] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-03T20:34:28.796145] [INFO ] [sig       ] ALG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:28.933718] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALG.txt
[2025-12-03T20:34:28.933838] [INFO ] [sig       ] [117/3516] Completed ALG in 0.3s | 2.98 sym/s | Total: 39.2s | ETA: 19.0m
[2025-12-03T20:34:28.933877] [INFO ] [sig       ] [118/3516] Forecasting ALGM...
[2025-12-03T20:34:28.933905] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-03T20:34:28.933933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-03T20:34:28.947202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-03T20:34:28.947633] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-03T20:34:28.948690] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-03T20:34:28.948751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:28.948792] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:28.948828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:28.948906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:29.013223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:29.014088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:29.014166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:29.014198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:29.136142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:29.136295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:29.136332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:29.136359] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:29.139792] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-03T20:34:29.140065] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-03T20:34:29.140188] [INFO ] [sig       ] ALGM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:29.277232] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALGM.txt
[2025-12-03T20:34:29.277359] [INFO ] [sig       ] [118/3516] Completed ALGM in 0.3s | 2.98 sym/s | Total: 39.5s | ETA: 19.0m
[2025-12-03T20:34:29.277423] [INFO ] [sig       ] [119/3516] Forecasting ALGN...
[2025-12-03T20:34:29.277452] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-03T20:34:29.277480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-03T20:34:29.288422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-03T20:34:29.288729] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-03T20:34:29.289465] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-03T20:34:29.289515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:29.289546] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:29.289590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:29.289652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:29.348254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:29.348998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:29.349075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:29.349106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:29.464352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:29.464493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:29.464531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:29.464558] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:29.467814] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=57.85%)
[2025-12-03T20:34:29.468101] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-03T20:34:29.468224] [INFO ] [sig       ] ALGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:29.605799] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALGN.txt
[2025-12-03T20:34:29.605928] [INFO ] [sig       ] [119/3516] Completed ALGN in 0.3s | 2.98 sym/s | Total: 39.9s | ETA: 19.0m
[2025-12-03T20:34:29.605966] [INFO ] [sig       ] [120/3516] Forecasting ALGS...
[2025-12-03T20:34:29.605994] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-03T20:34:29.606028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-03T20:34:29.617631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-03T20:34:29.617928] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-03T20:34:29.618774] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-03T20:34:29.618823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:29.618854] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:29.618880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:29.618935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:29.674593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:29.675197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:29.675272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:29.675303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:29.793531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:29.793663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:29.793698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:29.793724] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:29.796869] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-03T20:34:29.797130] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-03T20:34:29.797274] [INFO ] [sig       ] ALGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:29.938128] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALGS.txt
[2025-12-03T20:34:29.938283] [INFO ] [sig       ] [120/3516] Completed ALGS in 0.3s | 2.98 sym/s | Total: 40.2s | ETA: 19.0m
[2025-12-03T20:34:29.938323] [INFO ] [sig       ] [121/3516] Forecasting ALHC...
[2025-12-03T20:34:29.938353] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-03T20:34:29.938381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-03T20:34:29.949979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-03T20:34:29.950331] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-03T20:34:29.951182] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-03T20:34:29.951235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:29.951286] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:29.951334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:29.951402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:30.011811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:30.012654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:30.012735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:30.012769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:30.126918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:30.127044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:30.127082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:30.127109] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:30.130427] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2025-12-03T20:34:30.130712] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-03T20:34:30.130833] [INFO ] [sig       ] ALHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:30.267795] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALHC.txt
[2025-12-03T20:34:30.267909] [INFO ] [sig       ] [121/3516] Completed ALHC in 0.3s | 2.99 sym/s | Total: 40.5s | ETA: 19.0m
[2025-12-03T20:34:30.267947] [INFO ] [sig       ] [122/3516] Forecasting ALK...
[2025-12-03T20:34:30.267995] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-03T20:34:30.268028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-03T20:34:30.278780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-03T20:34:30.279057] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-03T20:34:30.279832] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-03T20:34:30.279882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:30.279912] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:30.279965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:30.280022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:30.335935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:30.336554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:30.336650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:30.336681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:30.457243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:30.457392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:30.457429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:30.457456] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:30.460764] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2025-12-03T20:34:30.461031] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-03T20:34:30.461156] [INFO ] [sig       ] ALK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:30.602767] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALK.txt
[2025-12-03T20:34:30.602890] [INFO ] [sig       ] [122/3516] Completed ALK in 0.3s | 2.99 sym/s | Total: 40.9s | ETA: 18.9m
[2025-12-03T20:34:30.602926] [INFO ] [sig       ] [123/3516] Forecasting ALKS...
[2025-12-03T20:34:30.602955] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-03T20:34:30.602984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-03T20:34:30.613296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-03T20:34:30.613592] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-03T20:34:30.614366] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-03T20:34:30.614417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:30.614448] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:30.614474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:30.614531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:30.670042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:30.670654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:30.670727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:30.670757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:30.790484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:30.790635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:30.790672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:30.790700] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:30.793970] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-03T20:34:30.794238] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-03T20:34:30.794365] [INFO ] [sig       ] ALKS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:30.931614] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALKS.txt
[2025-12-03T20:34:30.931727] [INFO ] [sig       ] [123/3516] Completed ALKS in 0.3s | 2.99 sym/s | Total: 41.2s | ETA: 18.9m
[2025-12-03T20:34:30.931764] [INFO ] [sig       ] [124/3516] Forecasting ALL...
[2025-12-03T20:34:30.931792] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-03T20:34:30.931821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-03T20:34:30.942964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-03T20:34:30.943257] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-03T20:34:30.944039] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-03T20:34:30.944090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:30.944119] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:30.944145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:30.944200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:31.000167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:31.001035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:31.001115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:31.001147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:31.118668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:31.118821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:31.118858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:31.118885] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:31.122190] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-12-03T20:34:31.122453] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-03T20:34:31.122596] [INFO ] [sig       ] ALL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:31.258561] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALL.txt
[2025-12-03T20:34:31.258693] [INFO ] [sig       ] [124/3516] Completed ALL in 0.3s | 2.99 sym/s | Total: 41.5s | ETA: 18.9m
[2025-12-03T20:34:31.258730] [INFO ] [sig       ] [125/3516] Forecasting ALLO...
[2025-12-03T20:34:31.258757] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-03T20:34:31.258785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-03T20:34:31.269917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-03T20:34:31.270179] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-03T20:34:31.270955] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-03T20:34:31.271006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:31.271036] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:31.271060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:31.271114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:31.326875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:31.327473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:31.327546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:31.327609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:31.445205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:31.445374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:31.445412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:31.445439] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:31.448929] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=38.08%)
[2025-12-03T20:34:31.449205] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-03T20:34:31.449332] [INFO ] [sig       ] ALLO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:31.586940] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALLO.txt
[2025-12-03T20:34:31.587065] [INFO ] [sig       ] [125/3516] Completed ALLO in 0.3s | 2.99 sym/s | Total: 41.9s | ETA: 18.9m
[2025-12-03T20:34:31.587102] [INFO ] [sig       ] [126/3516] Forecasting ALLY...
[2025-12-03T20:34:31.587131] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-03T20:34:31.587161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-03T20:34:31.598068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-03T20:34:31.598346] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-03T20:34:31.599111] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-03T20:34:31.599160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:31.599189] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:31.599214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:31.599267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:31.654719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:31.655300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:31.655373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:31.655404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:31.779774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:31.779910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:31.779950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:31.779978] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:31.783271] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-03T20:34:31.783543] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-03T20:34:31.783686] [INFO ] [sig       ] ALLY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:31.920235] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALLY.txt
[2025-12-03T20:34:31.920352] [INFO ] [sig       ] [126/3516] Completed ALLY in 0.3s | 2.99 sym/s | Total: 42.2s | ETA: 18.9m
[2025-12-03T20:34:31.920388] [INFO ] [sig       ] [127/3516] Forecasting ALNY...
[2025-12-03T20:34:31.920417] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-03T20:34:31.920444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-03T20:34:31.931780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-03T20:34:31.932081] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-03T20:34:31.932928] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-03T20:34:31.932979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:31.933011] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:31.933038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:31.933094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:31.989195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:31.989798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:31.989872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:31.989903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:32.110397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:32.110553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:32.110611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:32.110640] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:32.114094] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-03T20:34:32.114441] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-03T20:34:32.114599] [INFO ] [sig       ] ALNY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:32.253183] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALNY.txt
[2025-12-03T20:34:32.253309] [INFO ] [sig       ] [127/3516] Completed ALNY in 0.3s | 2.99 sym/s | Total: 42.5s | ETA: 18.9m
[2025-12-03T20:34:32.253347] [INFO ] [sig       ] [128/3516] Forecasting ALRM...
[2025-12-03T20:34:32.253375] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-03T20:34:32.253404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-03T20:34:32.264045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-03T20:34:32.264333] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-03T20:34:32.265094] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-03T20:34:32.265143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:32.265173] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:32.265199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:32.265254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:32.321055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:32.321677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:32.321750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:32.321782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:32.443501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:32.443641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:32.443677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:32.443704] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:32.446953] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=23.66%)
[2025-12-03T20:34:32.447223] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-03T20:34:32.447350] [INFO ] [sig       ] ALRM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:32.587372] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALRM.txt
[2025-12-03T20:34:32.587499] [INFO ] [sig       ] [128/3516] Completed ALRM in 0.3s | 2.99 sym/s | Total: 42.9s | ETA: 18.9m
[2025-12-03T20:34:32.587538] [INFO ] [sig       ] [129/3516] Forecasting ALSN...
[2025-12-03T20:34:32.587587] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-03T20:34:32.587626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-03T20:34:32.599826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-03T20:34:32.600115] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-03T20:34:32.600883] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-03T20:34:32.600943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:32.600975] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:32.601001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:32.601055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:32.658182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:32.658796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:32.658871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:32.658902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:32.779398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:32.779550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:32.779613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:32.779648] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:32.782986] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-12-03T20:34:32.783247] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-03T20:34:32.783374] [INFO ] [sig       ] ALSN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:32.964597] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALSN.txt
[2025-12-03T20:34:32.964732] [INFO ] [sig       ] [129/3516] Completed ALSN in 0.4s | 2.98 sym/s | Total: 43.2s | ETA: 18.9m
[2025-12-03T20:34:32.964771] [INFO ] [sig       ] [130/3516] Forecasting ALTG...
[2025-12-03T20:34:32.964798] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-03T20:34:32.964826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-03T20:34:32.975753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-03T20:34:32.976021] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-03T20:34:32.976806] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-03T20:34:32.976856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:32.976888] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:32.976913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:32.976968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:33.032335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:33.032959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:33.033032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:33.033064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:33.150625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:33.150744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:33.150779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:33.150807] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:33.153978] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=65.42%)
[2025-12-03T20:34:33.154238] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-03T20:34:33.154360] [INFO ] [sig       ] ALTG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:33.294516] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALTG.txt
[2025-12-03T20:34:33.294683] [INFO ] [sig       ] [130/3516] Completed ALTG in 0.3s | 2.98 sym/s | Total: 43.6s | ETA: 18.9m
[2025-12-03T20:34:33.294724] [INFO ] [sig       ] [131/3516] Forecasting ALTI...
[2025-12-03T20:34:33.294752] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-03T20:34:33.294779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-03T20:34:33.305273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-03T20:34:33.305561] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-03T20:34:33.306359] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-03T20:34:33.306410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:33.306440] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:33.306465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:33.306519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:33.361340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:33.361945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:33.362020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:33.362051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:33.481954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:33.482082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:33.482120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:33.482148] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:33.485500] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-03T20:34:33.485806] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-03T20:34:33.485939] [INFO ] [sig       ] ALTI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:33.626246] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALTI.txt
[2025-12-03T20:34:33.626378] [INFO ] [sig       ] [131/3516] Completed ALTI in 0.3s | 2.98 sym/s | Total: 43.9s | ETA: 18.9m
[2025-12-03T20:34:33.626415] [INFO ] [sig       ] [132/3516] Forecasting ALTY...
[2025-12-03T20:34:33.626442] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-03T20:34:33.626470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-03T20:34:33.641314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-03T20:34:33.641944] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-03T20:34:33.642881] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-03T20:34:33.642934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:33.642968] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:33.643005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:33.643074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:33.699437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:33.700708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:33.700855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:33.700891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:33.807065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:33.807306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:33.807352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:33.807382] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:33.811250] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=65.19%)
[2025-12-03T20:34:33.811596] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-03T20:34:33.811742] [INFO ] [sig       ] ALTY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:33.951477] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALTY.txt
[2025-12-03T20:34:33.951711] [INFO ] [sig       ] [132/3516] Completed ALTY in 0.3s | 2.99 sym/s | Total: 44.2s | ETA: 18.9m
[2025-12-03T20:34:33.951763] [INFO ] [sig       ] [133/3516] Forecasting ALVO...
[2025-12-03T20:34:33.951793] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-03T20:34:33.951825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-03T20:34:33.968489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-03T20:34:33.969063] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-03T20:34:33.970170] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-03T20:34:33.970231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:33.970274] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:33.970314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:33.970395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:34.039096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:34.040033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:34.040116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:34.040147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:34.161058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:34.161212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:34.161252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:34.161281] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:34.164734] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-12-03T20:34:34.165015] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-03T20:34:34.165149] [INFO ] [sig       ] ALVO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:34.306327] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALVO.txt
[2025-12-03T20:34:34.306496] [INFO ] [sig       ] [133/3516] Completed ALVO in 0.4s | 2.98 sym/s | Total: 44.6s | ETA: 18.9m
[2025-12-03T20:34:34.306537] [INFO ] [sig       ] [134/3516] Forecasting ALX...
[2025-12-03T20:34:34.306565] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-03T20:34:34.306615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-03T20:34:34.320208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-03T20:34:34.320762] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-03T20:34:34.321737] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-03T20:34:34.321790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:34.321824] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:34.321851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:34.321909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:34.378209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:34.379228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:34.379333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:34.379392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:34.497102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:34.497338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:34.497395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:34.497425] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:34.501333] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=68.52%)
[2025-12-03T20:34:34.501691] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-03T20:34:34.501834] [INFO ] [sig       ] ALX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:34.642289] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALX.txt
[2025-12-03T20:34:34.642471] [INFO ] [sig       ] [134/3516] Completed ALX in 0.3s | 2.98 sym/s | Total: 44.9s | ETA: 18.9m
[2025-12-03T20:34:34.642514] [INFO ] [sig       ] [135/3516] Forecasting ALXO...
[2025-12-03T20:34:34.642543] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-03T20:34:34.642589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-03T20:34:34.656140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-03T20:34:34.656655] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-03T20:34:34.657492] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-03T20:34:34.657543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:34.657591] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:34.657620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:34.657676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:34.713136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:34.714035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:34.714122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:34.714154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:34.830826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:34.830990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:34.831028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:34.831056] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:34.834450] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=22.54%)
[2025-12-03T20:34:34.834766] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-03T20:34:34.834898] [INFO ] [sig       ] ALXO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:34.973528] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ALXO.txt
[2025-12-03T20:34:34.973750] [INFO ] [sig       ] [135/3516] Completed ALXO in 0.3s | 2.98 sym/s | Total: 45.2s | ETA: 18.9m
[2025-12-03T20:34:34.973790] [INFO ] [sig       ] [136/3516] Forecasting ALZN...
[2025-12-03T20:34:34.973819] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-03T20:34:34.973848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-03T20:34:34.985018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-03T20:34:34.985424] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-03T20:34:34.986293] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-03T20:34:34.986346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:34.986379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:34.986406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:34.986463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:35.044450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:35.045341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:35.045428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:35.045462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:35.163623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:35.163781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:35.163836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:35.163865] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:35.167207] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-03T20:34:35.167505] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-03T20:34:35.167655] [INFO ] [sig       ] ALZN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:35.308968] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ALZN.txt
[2025-12-03T20:34:35.309126] [INFO ] [sig       ] [136/3516] Completed ALZN in 0.3s | 2.98 sym/s | Total: 45.6s | ETA: 18.9m
[2025-12-03T20:34:35.309165] [INFO ] [sig       ] [137/3516] Forecasting AM...
[2025-12-03T20:34:35.309194] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-03T20:34:35.309225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-03T20:34:35.320367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-03T20:34:35.320750] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-03T20:34:35.321593] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-03T20:34:35.321650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:35.321683] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:35.321710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:35.321764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:35.380123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:35.380985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:35.381071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:35.381105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:35.502494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:35.502666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:35.502707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:35.502738] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:35.506147] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=3.13%)
[2025-12-03T20:34:35.506423] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-03T20:34:35.506547] [INFO ] [sig       ] AM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:35.646470] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AM.txt
[2025-12-03T20:34:35.646658] [INFO ] [sig       ] [137/3516] Completed AM in 0.3s | 2.98 sym/s | Total: 45.9s | ETA: 18.9m
[2025-12-03T20:34:35.646707] [INFO ] [sig       ] [138/3516] Forecasting AMAL...
[2025-12-03T20:34:35.646736] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-03T20:34:35.646765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-03T20:34:35.662234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-03T20:34:35.662881] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-03T20:34:35.663851] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-03T20:34:35.663906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:35.663942] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:35.663968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:35.664026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:35.720776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:35.721943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:35.722045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:35.722079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:35.843195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:35.843415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:35.843458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:35.843489] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:35.847338] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=72.22%)
[2025-12-03T20:34:35.847684] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-03T20:34:35.847832] [INFO ] [sig       ] AMAL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:35.988094] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMAL.txt
[2025-12-03T20:34:35.988302] [INFO ] [sig       ] [138/3516] Completed AMAL in 0.3s | 2.98 sym/s | Total: 46.3s | ETA: 18.9m
[2025-12-03T20:34:35.988343] [INFO ] [sig       ] [139/3516] Forecasting AMBA...
[2025-12-03T20:34:35.988373] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-03T20:34:35.988402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-03T20:34:36.001398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-03T20:34:36.001869] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-03T20:34:36.003021] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-03T20:34:36.003086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:36.003195] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:36.003239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:36.003321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:36.061300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:36.062461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:36.062596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:36.062632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:36.189603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:36.189834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:36.189876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:36.189904] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:36.193696] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-12-03T20:34:36.194022] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-03T20:34:36.194162] [INFO ] [sig       ] AMBA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:36.336494] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMBA.txt
[2025-12-03T20:34:36.336721] [INFO ] [sig       ] [139/3516] Completed AMBA in 0.3s | 2.98 sym/s | Total: 46.6s | ETA: 18.9m
[2025-12-03T20:34:36.336766] [INFO ] [sig       ] [140/3516] Forecasting AMBP...
[2025-12-03T20:34:36.336798] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-03T20:34:36.336829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-03T20:34:36.350538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-03T20:34:36.351013] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-03T20:34:36.351863] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-03T20:34:36.351914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:36.351960] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:36.351986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:36.352042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:36.407635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:36.408517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:36.408632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:36.408674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:36.534372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:36.534504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:36.534542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:36.534569] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:36.538156] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=72.83%)
[2025-12-03T20:34:36.538455] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-03T20:34:36.538615] [INFO ] [sig       ] AMBP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:36.681875] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMBP.txt
[2025-12-03T20:34:36.682006] [INFO ] [sig       ] [140/3516] Completed AMBP in 0.3s | 2.98 sym/s | Total: 46.9s | ETA: 18.9m
[2025-12-03T20:34:36.682043] [INFO ] [sig       ] [141/3516] Forecasting AMC...
[2025-12-03T20:34:36.682072] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-03T20:34:36.682100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-03T20:34:36.693792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-03T20:34:36.694164] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-03T20:34:36.694980] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-03T20:34:36.695031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:36.695063] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:36.695088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:36.695143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:36.750468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:36.751318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:36.751400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:36.751432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:36.868844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:36.868962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:36.868999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:36.869026] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:36.872237] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-03T20:34:36.872502] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-03T20:34:36.872643] [INFO ] [sig       ] AMC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:37.011942] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMC.txt
[2025-12-03T20:34:37.012056] [INFO ] [sig       ] [141/3516] Completed AMC in 0.3s | 2.98 sym/s | Total: 47.3s | ETA: 18.9m
[2025-12-03T20:34:37.012093] [INFO ] [sig       ] [142/3516] Forecasting AMD...
[2025-12-03T20:34:37.012121] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-03T20:34:37.012149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-03T20:34:37.023491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-03T20:34:37.023808] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-03T20:34:37.024548] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-03T20:34:37.024614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:37.024646] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:37.024671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:37.024725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:37.080245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:37.080872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:37.080946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:37.080978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:37.205097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:37.205217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:37.205252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:37.205306] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:37.208541] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-03T20:34:37.208872] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-03T20:34:37.209000] [INFO ] [sig       ] AMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:37.347190] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMD.txt
[2025-12-03T20:34:37.347304] [INFO ] [sig       ] [142/3516] Completed AMD in 0.3s | 2.98 sym/s | Total: 47.6s | ETA: 18.9m
[2025-12-03T20:34:37.347342] [INFO ] [sig       ] [143/3516] Forecasting AMDL...
[2025-12-03T20:34:37.347369] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-03T20:34:37.347397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-03T20:34:37.358557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-03T20:34:37.358854] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-03T20:34:37.359624] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-03T20:34:37.359673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:37.359704] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:37.359729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:37.359784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:37.417053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:37.417917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:37.418015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:37.418050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:37.540494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:37.540635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:37.540672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:37.540700] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:37.543951] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-03T20:34:37.544222] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-03T20:34:37.544356] [INFO ] [sig       ] AMDL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:37.683006] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMDL.txt
[2025-12-03T20:34:37.683161] [INFO ] [sig       ] [143/3516] Completed AMDL in 0.3s | 2.98 sym/s | Total: 47.9s | ETA: 18.8m
[2025-12-03T20:34:37.683200] [INFO ] [sig       ] [144/3516] Forecasting AME...
[2025-12-03T20:34:37.683234] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-03T20:34:37.683264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-03T20:34:37.695561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-03T20:34:37.695952] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-03T20:34:37.696762] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-03T20:34:37.696815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:37.696846] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:37.696871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:37.696928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:37.765612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:37.766666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:37.766782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:37.766833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:37.884853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:37.884993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:37.885029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:37.885057] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:37.888377] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=69.71%)
[2025-12-03T20:34:37.888670] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-03T20:34:37.888793] [INFO ] [sig       ] AME: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:38.025732] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AME.txt
[2025-12-03T20:34:38.025852] [INFO ] [sig       ] [144/3516] Completed AME in 0.3s | 2.98 sym/s | Total: 48.3s | ETA: 18.8m
[2025-12-03T20:34:38.025888] [INFO ] [sig       ] [145/3516] Forecasting AMG...
[2025-12-03T20:34:38.025917] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-03T20:34:38.025946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-03T20:34:38.041369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-03T20:34:38.041858] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-03T20:34:38.042768] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-03T20:34:38.042820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:38.042853] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:38.042879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:38.042934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:38.098601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:38.099528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:38.099633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:38.099666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:38.214055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:38.214224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:38.214262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:38.214289] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:38.217688] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-12-03T20:34:38.217999] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-03T20:34:38.218141] [INFO ] [sig       ] AMG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:38.362282] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMG.txt
[2025-12-03T20:34:38.362468] [INFO ] [sig       ] [145/3516] Completed AMG in 0.3s | 2.98 sym/s | Total: 48.6s | ETA: 18.8m
[2025-12-03T20:34:38.362509] [INFO ] [sig       ] [146/3516] Forecasting AMGN...
[2025-12-03T20:34:38.362538] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-03T20:34:38.362590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-03T20:34:38.375506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-03T20:34:38.375962] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-03T20:34:38.376845] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-03T20:34:38.376895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:38.376929] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:38.376957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:38.377015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:38.435398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:38.436186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:38.436266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:38.436300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:38.555282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:38.555435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:38.555474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:38.555501] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:38.558987] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-03T20:34:38.559258] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-03T20:34:38.559388] [INFO ] [sig       ] AMGN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:38.698879] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMGN.txt
[2025-12-03T20:34:38.699003] [INFO ] [sig       ] [146/3516] Completed AMGN in 0.3s | 2.98 sym/s | Total: 49.0s | ETA: 18.8m
[2025-12-03T20:34:38.699040] [INFO ] [sig       ] [147/3516] Forecasting AMN...
[2025-12-03T20:34:38.699068] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-03T20:34:38.699096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-03T20:34:38.711290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-03T20:34:38.711718] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-03T20:34:38.712503] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-03T20:34:38.712552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:38.712603] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:38.712640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:38.712704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:38.770275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:38.771200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:38.771285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:38.771317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:38.894017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:38.894180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:38.894218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:38.894263] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:38.898198] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-12-03T20:34:38.898493] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-03T20:34:38.898660] [INFO ] [sig       ] AMN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:39.033745] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMN.txt
[2025-12-03T20:34:39.033869] [INFO ] [sig       ] [147/3516] Completed AMN in 0.3s | 2.98 sym/s | Total: 49.3s | ETA: 18.8m
[2025-12-03T20:34:39.033905] [INFO ] [sig       ] [148/3516] Forecasting AMPG...
[2025-12-03T20:34:39.033933] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-03T20:34:39.033961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-03T20:34:39.045402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-03T20:34:39.045693] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-03T20:34:39.046501] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-03T20:34:39.046551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:39.046609] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:39.046651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:39.046708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:39.104850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:39.105476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:39.105553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:39.105604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:39.224361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:39.224502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:39.224538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:39.224564] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:39.227776] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-12-03T20:34:39.228069] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-03T20:34:39.228192] [INFO ] [sig       ] AMPG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:39.364491] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMPG.txt
[2025-12-03T20:34:39.364626] [INFO ] [sig       ] [148/3516] Completed AMPG in 0.3s | 2.98 sym/s | Total: 49.6s | ETA: 18.8m
[2025-12-03T20:34:39.364665] [INFO ] [sig       ] [149/3516] Forecasting AMPH...
[2025-12-03T20:34:39.364694] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-03T20:34:39.364723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-03T20:34:39.377154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-03T20:34:39.377419] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-03T20:34:39.378193] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-03T20:34:39.378243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:39.378273] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:39.378298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:39.378352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:39.433052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:39.433653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:39.433752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:39.433797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:39.557483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:39.557655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:39.557695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:39.557722] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:39.561063] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-12-03T20:34:39.561334] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-03T20:34:39.561456] [INFO ] [sig       ] AMPH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:39.700254] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMPH.txt
[2025-12-03T20:34:39.700371] [INFO ] [sig       ] [149/3516] Completed AMPH in 0.3s | 2.98 sym/s | Total: 50.0s | ETA: 18.8m
[2025-12-03T20:34:39.700407] [INFO ] [sig       ] [150/3516] Forecasting AMPL...
[2025-12-03T20:34:39.700435] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-03T20:34:39.700464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-03T20:34:39.711887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-03T20:34:39.712150] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-03T20:34:39.712906] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-03T20:34:39.712955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:39.712986] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:39.713012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:39.713067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:39.768486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:39.769120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:39.769195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:39.769227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:39.885202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:39.885362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:39.885401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:39.885427] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:39.888855] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-03T20:34:39.889134] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-03T20:34:39.889268] [INFO ] [sig       ] AMPL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:40.026456] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMPL.txt
[2025-12-03T20:34:40.026598] [INFO ] [sig       ] [150/3516] Completed AMPL in 0.3s | 2.98 sym/s | Total: 50.3s | ETA: 18.8m
[2025-12-03T20:34:40.026636] [INFO ] [sig       ] [151/3516] Forecasting AMPX...
[2025-12-03T20:34:40.026664] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-03T20:34:40.026694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-03T20:34:40.037765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-03T20:34:40.038053] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-03T20:34:40.038812] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-03T20:34:40.038861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:40.038892] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:40.038930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:40.038986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:40.094634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:40.095214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:40.095287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:40.095318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:40.213247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:40.213373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:40.213408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:40.213435] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:40.216611] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-03T20:34:40.216870] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-03T20:34:40.216994] [INFO ] [sig       ] AMPX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:40.353217] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMPX.txt
[2025-12-03T20:34:40.353328] [INFO ] [sig       ] [151/3516] Completed AMPX in 0.3s | 2.98 sym/s | Total: 50.6s | ETA: 18.8m
[2025-12-03T20:34:40.353364] [INFO ] [sig       ] [152/3516] Forecasting AMRC...
[2025-12-03T20:34:40.353393] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-03T20:34:40.353420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-03T20:34:40.365021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-03T20:34:40.365280] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-03T20:34:40.366054] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-03T20:34:40.366103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:40.366134] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:40.366160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:40.366214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:40.424324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:40.424920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:40.424993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:40.425024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:40.547915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:40.548093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:40.548132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:40.548159] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:40.551420] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=77.26%)
[2025-12-03T20:34:40.551712] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-03T20:34:40.551841] [INFO ] [sig       ] AMRC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:40.689409] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMRC.txt
[2025-12-03T20:34:40.689546] [INFO ] [sig       ] [152/3516] Completed AMRC in 0.3s | 2.98 sym/s | Total: 51.0s | ETA: 18.8m
[2025-12-03T20:34:40.689602] [INFO ] [sig       ] [153/3516] Forecasting AMRN...
[2025-12-03T20:34:40.689633] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-03T20:34:40.689662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-03T20:34:40.701236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-03T20:34:40.701498] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-03T20:34:40.702272] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-03T20:34:40.702320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:40.702351] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:40.702376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:40.702431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:40.758441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:40.759037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:40.759111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:40.759142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:40.880740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:40.880899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:40.880937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:40.880964] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:40.884329] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=37.64%)
[2025-12-03T20:34:40.884627] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-03T20:34:40.884756] [INFO ] [sig       ] AMRN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:41.022880] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMRN.txt
[2025-12-03T20:34:41.023034] [INFO ] [sig       ] [153/3516] Completed AMRN in 0.3s | 2.98 sym/s | Total: 51.3s | ETA: 18.8m
[2025-12-03T20:34:41.023074] [INFO ] [sig       ] [154/3516] Forecasting AMRX...
[2025-12-03T20:34:41.023102] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-03T20:34:41.023131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-03T20:34:41.035080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-03T20:34:41.035419] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-03T20:34:41.036233] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-03T20:34:41.036284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:41.036316] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:41.036342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:41.036399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:41.092958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:41.093881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:41.093980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:41.094018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:41.213689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:41.213856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:41.213895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:41.213921] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:41.217328] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-03T20:34:41.217663] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-03T20:34:41.217800] [INFO ] [sig       ] AMRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:41.354016] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMRX.txt
[2025-12-03T20:34:41.354145] [INFO ] [sig       ] [154/3516] Completed AMRX in 0.3s | 2.98 sym/s | Total: 51.6s | ETA: 18.8m
[2025-12-03T20:34:41.354184] [INFO ] [sig       ] [155/3516] Forecasting AMSC...
[2025-12-03T20:34:41.354213] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-03T20:34:41.354247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-03T20:34:41.365619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-03T20:34:41.365903] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-03T20:34:41.366717] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-03T20:34:41.366768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:41.366801] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:41.366832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:41.366889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:41.423151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:41.423784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:41.423859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:41.423891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:41.551653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:41.551827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:41.551881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:41.551918] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:41.556080] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=47.95%)
[2025-12-03T20:34:41.556458] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-03T20:34:41.556655] [INFO ] [sig       ] AMSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:41.705769] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMSC.txt
[2025-12-03T20:34:41.705901] [INFO ] [sig       ] [155/3516] Completed AMSC in 0.4s | 2.98 sym/s | Total: 52.0s | ETA: 18.8m
[2025-12-03T20:34:41.705950] [INFO ] [sig       ] [156/3516] Forecasting AMSF...
[2025-12-03T20:34:41.705988] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-03T20:34:41.706025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-03T20:34:41.718417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-03T20:34:41.718699] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-03T20:34:41.719438] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-03T20:34:41.719488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:41.719543] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:41.719586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:41.719645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:41.775451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:41.776122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:41.776196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:41.776227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:41.894027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:41.894161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:41.894198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:41.894224] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:41.897453] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-03T20:34:41.897823] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-03T20:34:41.897955] [INFO ] [sig       ] AMSF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:42.036713] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMSF.txt
[2025-12-03T20:34:42.036877] [INFO ] [sig       ] [156/3516] Completed AMSF in 0.3s | 2.98 sym/s | Total: 52.3s | ETA: 18.8m
[2025-12-03T20:34:42.036917] [INFO ] [sig       ] [157/3516] Forecasting AMTB...
[2025-12-03T20:34:42.036947] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-03T20:34:42.036975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-03T20:34:42.049242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-03T20:34:42.049604] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-03T20:34:42.050360] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-03T20:34:42.050409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:42.050439] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:42.050465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:42.050520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:42.106100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:42.106912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:42.106994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:42.107025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:42.224553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:42.224708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:42.224746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:42.224773] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:42.228045] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-12-03T20:34:42.228304] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-03T20:34:42.228427] [INFO ] [sig       ] AMTB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:42.365567] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMTB.txt
[2025-12-03T20:34:42.365715] [INFO ] [sig       ] [157/3516] Completed AMTB in 0.3s | 2.98 sym/s | Total: 52.6s | ETA: 18.8m
[2025-12-03T20:34:42.365753] [INFO ] [sig       ] [158/3516] Forecasting AMTX...
[2025-12-03T20:34:42.365781] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-03T20:34:42.365809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-03T20:34:42.377120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-03T20:34:42.377389] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-03T20:34:42.378176] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-03T20:34:42.378226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:42.378257] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:42.378281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:42.378336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:42.433770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:42.434356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:42.434430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:42.434461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:42.555404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:42.555536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:42.555593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:42.555624] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:42.559100] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-03T20:34:42.559416] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-03T20:34:42.559555] [INFO ] [sig       ] AMTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:42.699077] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AMTX.txt
[2025-12-03T20:34:42.699235] [INFO ] [sig       ] [158/3516] Completed AMTX in 0.3s | 2.98 sym/s | Total: 53.0s | ETA: 18.8m
[2025-12-03T20:34:42.699275] [INFO ] [sig       ] [159/3516] Forecasting AMWD...
[2025-12-03T20:34:42.699301] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-03T20:34:42.699331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-03T20:34:42.710718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-03T20:34:42.711105] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-03T20:34:42.711978] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-03T20:34:42.712031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:42.712064] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:42.712091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:42.712147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:42.768634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:42.769485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:42.769568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:42.769621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:42.889590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:42.889732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:42.889769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:42.889849] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:42.893221] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=66.83%)
[2025-12-03T20:34:42.893484] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-03T20:34:42.893625] [INFO ] [sig       ] AMWD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:43.030095] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMWD.txt
[2025-12-03T20:34:43.030233] [INFO ] [sig       ] [159/3516] Completed AMWD in 0.3s | 2.98 sym/s | Total: 53.3s | ETA: 18.8m
[2025-12-03T20:34:43.030272] [INFO ] [sig       ] [160/3516] Forecasting AMX...
[2025-12-03T20:34:43.030300] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-03T20:34:43.030328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-03T20:34:43.041433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-03T20:34:43.041756] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-03T20:34:43.042506] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-03T20:34:43.042555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:43.042604] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:43.042631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:43.042686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:43.098549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:43.099168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:43.099245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:43.099276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:43.216678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:43.216840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:43.216882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:43.216910] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:43.220210] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=80.58%)
[2025-12-03T20:34:43.220477] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-03T20:34:43.220619] [INFO ] [sig       ] AMX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:43.358752] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMX.txt
[2025-12-03T20:34:43.358929] [INFO ] [sig       ] [160/3516] Completed AMX in 0.3s | 2.98 sym/s | Total: 53.6s | ETA: 18.7m
[2025-12-03T20:34:43.358971] [INFO ] [sig       ] [161/3516] Forecasting AMZD...
[2025-12-03T20:34:43.358999] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-03T20:34:43.359028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-03T20:34:43.371489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-03T20:34:43.371827] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-03T20:34:43.372602] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-03T20:34:43.372651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:43.372682] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:43.372708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:43.372764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:43.430310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:43.431066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:43.431144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:43.431176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:43.547133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:43.547250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:43.547285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:43.547312] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:43.550550] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-03T20:34:43.550840] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-03T20:34:43.550972] [INFO ] [sig       ] AMZD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:43.701076] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMZD.txt
[2025-12-03T20:34:43.701221] [INFO ] [sig       ] [161/3516] Completed AMZD in 0.3s | 2.98 sym/s | Total: 54.0s | ETA: 18.7m
[2025-12-03T20:34:43.701259] [INFO ] [sig       ] [162/3516] Forecasting AMZN...
[2025-12-03T20:34:43.701286] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-03T20:34:43.701316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-03T20:34:43.713045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-03T20:34:43.713365] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-03T20:34:43.714149] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-03T20:34:43.714201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:43.714233] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:43.714260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:43.714316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:43.772676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:43.773540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:43.773646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:43.773680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:43.894620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:43.894764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:43.894801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:43.894827] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:43.898110] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=61.66%)
[2025-12-03T20:34:43.898386] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-03T20:34:43.898514] [INFO ] [sig       ] AMZN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:44.045024] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMZN.txt
[2025-12-03T20:34:44.045183] [INFO ] [sig       ] [162/3516] Completed AMZN in 0.3s | 2.98 sym/s | Total: 54.3s | ETA: 18.7m
[2025-12-03T20:34:44.045223] [INFO ] [sig       ] [163/3516] Forecasting AMZZ...
[2025-12-03T20:34:44.045251] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-03T20:34:44.045279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-03T20:34:44.056850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-03T20:34:44.057163] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-03T20:34:44.057959] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-03T20:34:44.060834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:44.060873] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:44.060904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:44.060973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:44.119347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:44.120112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:44.120372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:44.120405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:44.243086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:44.243240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:44.243277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:44.243303] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:44.246610] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=55.82%)
[2025-12-03T20:34:44.246903] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-03T20:34:44.247038] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:44.392050] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AMZZ.txt
[2025-12-03T20:34:44.392175] [INFO ] [sig       ] [163/3516] Completed AMZZ in 0.3s | 2.98 sym/s | Total: 54.7s | ETA: 18.7m
[2025-12-03T20:34:44.392211] [INFO ] [sig       ] [164/3516] Forecasting ANAB...
[2025-12-03T20:34:44.392240] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-03T20:34:44.392267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-03T20:34:44.403884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-03T20:34:44.404172] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-03T20:34:44.404991] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-03T20:34:44.405054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:44.405087] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:44.405114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:44.405170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:44.463233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:44.463898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:44.463977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:44.464010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:44.581139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:44.581260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:44.581295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:44.581323] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:44.584465] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-12-03T20:34:44.584751] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-03T20:34:44.584875] [INFO ] [sig       ] ANAB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:44.729478] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ANAB.txt
[2025-12-03T20:34:44.729620] [INFO ] [sig       ] [164/3516] Completed ANAB in 0.3s | 2.98 sym/s | Total: 55.0s | ETA: 18.7m
[2025-12-03T20:34:44.729662] [INFO ] [sig       ] [165/3516] Forecasting ANDE...
[2025-12-03T20:34:44.729690] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-03T20:34:44.729719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-03T20:34:44.740856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-03T20:34:44.741139] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-03T20:34:44.741926] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-03T20:34:44.741978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:44.742012] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:44.742039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:44.742096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:44.799233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:44.800098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:44.800182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:44.800216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:44.923822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:44.923971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:44.924009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:44.924036] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:44.927303] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-12-03T20:34:44.927567] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-03T20:34:44.927711] [INFO ] [sig       ] ANDE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:45.068878] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ANDE.txt
[2025-12-03T20:34:45.069041] [INFO ] [sig       ] [165/3516] Completed ANDE in 0.3s | 2.98 sym/s | Total: 55.3s | ETA: 18.7m
[2025-12-03T20:34:45.069081] [INFO ] [sig       ] [166/3516] Forecasting ANF...
[2025-12-03T20:34:45.069110] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-03T20:34:45.069139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-03T20:34:45.081946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-03T20:34:45.082561] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-03T20:34:45.083367] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-03T20:34:45.083418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:45.083449] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:45.083476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:45.083536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:45.145993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:45.146916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:45.147041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:45.147075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:45.277301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:45.277464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:45.277504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:45.277533] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:45.281069] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=22.06%)
[2025-12-03T20:34:45.281374] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-03T20:34:45.281512] [INFO ] [sig       ] ANF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:45.425011] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ANF.txt
[2025-12-03T20:34:45.425219] [INFO ] [sig       ] [166/3516] Completed ANF in 0.4s | 2.98 sym/s | Total: 55.7s | ETA: 18.7m
[2025-12-03T20:34:45.425272] [INFO ] [sig       ] [167/3516] Forecasting ANGI...
[2025-12-03T20:34:45.425310] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-03T20:34:45.425349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-03T20:34:45.440982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-03T20:34:45.441448] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-03T20:34:45.442565] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-03T20:34:45.442651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:45.442700] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:45.442742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:45.442832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:45.527996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:45.528930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:45.529019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:45.529052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:45.659486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:45.659702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:45.659744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:45.659771] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:45.663387] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-03T20:34:45.663777] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-03T20:34:45.663927] [INFO ] [sig       ] ANGI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:45.823946] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ANGI.txt
[2025-12-03T20:34:45.824154] [INFO ] [sig       ] [167/3516] Completed ANGI in 0.4s | 2.98 sym/s | Total: 56.1s | ETA: 18.7m
[2025-12-03T20:34:45.824226] [INFO ] [sig       ] [168/3516] Forecasting ANGL...
[2025-12-03T20:34:45.824271] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-03T20:34:45.824313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-03T20:34:45.840701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-03T20:34:45.841189] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-03T20:34:45.842351] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-03T20:34:45.842419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:45.842472] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:45.842520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:45.842642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:45.903476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:45.904390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:45.904479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:45.904512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:46.038398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:46.038555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:46.038611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:46.038641] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:46.042988] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=63.13%)
[2025-12-03T20:34:46.043331] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-03T20:34:46.043479] [INFO ] [sig       ] ANGL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:46.195591] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ANGL.txt
[2025-12-03T20:34:46.195749] [INFO ] [sig       ] [168/3516] Completed ANGL in 0.4s | 2.98 sym/s | Total: 56.5s | ETA: 18.8m
[2025-12-03T20:34:46.195791] [INFO ] [sig       ] [169/3516] Forecasting ANGO...
[2025-12-03T20:34:46.195820] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-03T20:34:46.195849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-03T20:34:46.208218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-03T20:34:46.208864] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-03T20:34:46.209998] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-03T20:34:46.210216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:46.210249] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:46.210275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:46.210332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:46.268959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:46.269856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:46.269954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:46.269986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:46.392676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:46.392845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:46.392894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:46.392923] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:46.396388] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=84.09%)
[2025-12-03T20:34:46.396759] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-03T20:34:46.396912] [INFO ] [sig       ] ANGO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:46.545729] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ANGO.txt
[2025-12-03T20:34:46.545920] [INFO ] [sig       ] [169/3516] Completed ANGO in 0.4s | 2.97 sym/s | Total: 56.8s | ETA: 18.8m
[2025-12-03T20:34:46.545963] [INFO ] [sig       ] [170/3516] Forecasting ANIK...
[2025-12-03T20:34:46.545991] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-03T20:34:46.546020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-03T20:34:46.557337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-03T20:34:46.557719] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-03T20:34:46.558500] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-03T20:34:46.558550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:46.558605] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:46.558634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:46.558688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:46.615318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:46.616227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:46.616329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:46.616362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:46.737089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:46.737219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:46.737256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:46.737284] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:46.740627] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2025-12-03T20:34:46.740912] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-03T20:34:46.741046] [INFO ] [sig       ] ANIK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:46.880022] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ANIK.txt
[2025-12-03T20:34:46.880178] [INFO ] [sig       ] [170/3516] Completed ANIK in 0.3s | 2.97 sym/s | Total: 57.1s | ETA: 18.7m
[2025-12-03T20:34:46.880219] [INFO ] [sig       ] [171/3516] Forecasting ANIP...
[2025-12-03T20:34:46.880247] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-03T20:34:46.880276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-03T20:34:46.891291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-03T20:34:46.891647] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-03T20:34:46.892428] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-03T20:34:46.892478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:46.892509] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:46.892535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:46.892607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:46.947796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:46.948661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:46.948739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:46.948770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:47.069628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:47.069785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:47.069838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:47.069867] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:47.073170] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2025-12-03T20:34:47.073444] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-03T20:34:47.073588] [INFO ] [sig       ] ANIP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:47.211003] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ANIP.txt
[2025-12-03T20:34:47.211158] [INFO ] [sig       ] [171/3516] Completed ANIP in 0.3s | 2.98 sym/s | Total: 57.5s | ETA: 18.7m
[2025-12-03T20:34:47.211197] [INFO ] [sig       ] [172/3516] Forecasting ANIX...
[2025-12-03T20:34:47.211225] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-03T20:34:47.211254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-03T20:34:47.223081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-03T20:34:47.223399] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-03T20:34:47.224160] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-03T20:34:47.224210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:47.224241] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:47.224266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:47.224321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:47.281162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:47.282029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:47.282118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:47.282151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:47.401086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:47.401219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:47.401258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:47.401286] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:47.404738] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-12-03T20:34:47.405014] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-03T20:34:47.405140] [INFO ] [sig       ] ANIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:47.546772] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ANIX.txt
[2025-12-03T20:34:47.546926] [INFO ] [sig       ] [172/3516] Completed ANIX in 0.3s | 2.98 sym/s | Total: 57.8s | ETA: 18.7m
[2025-12-03T20:34:47.546965] [INFO ] [sig       ] [173/3516] Forecasting ANNX...
[2025-12-03T20:34:47.546994] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-03T20:34:47.547022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-03T20:34:47.559022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-03T20:34:47.559399] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-03T20:34:47.560179] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-03T20:34:47.560229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:47.560288] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:47.560316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:47.560371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:47.616272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:47.617097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:47.617177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:47.617208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:47.737473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:47.737641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:47.737679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:47.737707] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:47.741125] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-03T20:34:47.741425] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-03T20:34:47.741558] [INFO ] [sig       ] ANNX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:47.879219] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ANNX.txt
[2025-12-03T20:34:47.879365] [INFO ] [sig       ] [173/3516] Completed ANNX in 0.3s | 2.98 sym/s | Total: 58.1s | ETA: 18.7m
[2025-12-03T20:34:47.879404] [INFO ] [sig       ] [174/3516] Forecasting ANTX...
[2025-12-03T20:34:47.879433] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-03T20:34:47.879461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-03T20:34:47.891097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-03T20:34:47.891464] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-03T20:34:47.892250] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-03T20:34:47.892301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:47.892331] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:47.892356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:47.892411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:47.948187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:47.949031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:47.949110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:47.949141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:48.063056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:48.063206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:48.063246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:48.063274] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:48.066941] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=76.74%)
[2025-12-03T20:34:48.067232] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-03T20:34:48.067366] [INFO ] [sig       ] ANTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:48.210565] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ANTX.txt
[2025-12-03T20:34:48.210745] [INFO ] [sig       ] [174/3516] Completed ANTX in 0.3s | 2.98 sym/s | Total: 58.5s | ETA: 18.7m
[2025-12-03T20:34:48.210784] [INFO ] [sig       ] [175/3516] Forecasting ANVS...
[2025-12-03T20:34:48.210814] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-03T20:34:48.210843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-03T20:34:48.432568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-03T20:34:48.432883] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-03T20:34:48.433687] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-03T20:34:48.433737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:48.433781] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:48.433809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:48.433869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:48.491618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:48.492489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:48.492570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:48.492621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:48.613430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:48.613552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:48.613609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:48.613644] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:48.617060] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=39.33%)
[2025-12-03T20:34:48.617338] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-03T20:34:48.617467] [INFO ] [sig       ] ANVS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:48.759312] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ANVS.txt
[2025-12-03T20:34:48.759440] [INFO ] [sig       ] [175/3516] Completed ANVS in 0.5s | 2.96 sym/s | Total: 59.0s | ETA: 18.8m
[2025-12-03T20:34:48.759480] [INFO ] [sig       ] [176/3516] Forecasting AOD...
[2025-12-03T20:34:48.759509] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-03T20:34:48.759539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-03T20:34:48.771015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-03T20:34:48.771310] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-03T20:34:48.772101] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-03T20:34:48.772152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:48.772184] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:48.772211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:48.772267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:48.830186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:48.830824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:48.830901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:48.830934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:48.950342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:48.950490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:48.950528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:48.950606] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:48.954062] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=24.42%)
[2025-12-03T20:34:48.954338] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-03T20:34:48.954469] [INFO ] [sig       ] AOD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:49.094528] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AOD.txt
[2025-12-03T20:34:49.094674] [INFO ] [sig       ] [176/3516] Completed AOD in 0.3s | 2.96 sym/s | Total: 59.4s | ETA: 18.8m
[2025-12-03T20:34:49.094714] [INFO ] [sig       ] [177/3516] Forecasting AOHY...
[2025-12-03T20:34:49.094742] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-03T20:34:49.094770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-03T20:34:49.105804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-03T20:34:49.106156] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-03T20:34:49.106962] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-03T20:34:49.107014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:49.107052] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:49.107080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:49.107137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:49.164960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:49.165588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:49.165664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:49.165695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:49.279072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:49.279198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:49.279233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:49.279260] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:49.282445] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-12-03T20:34:49.282728] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-03T20:34:49.282850] [INFO ] [sig       ] AOHY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:49.423732] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AOHY.txt
[2025-12-03T20:34:49.423853] [INFO ] [sig       ] [177/3516] Completed AOHY in 0.3s | 2.97 sym/s | Total: 59.7s | ETA: 18.8m
[2025-12-03T20:34:49.423892] [INFO ] [sig       ] [178/3516] Forecasting AON...
[2025-12-03T20:34:49.423919] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-03T20:34:49.423947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-03T20:34:49.436015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-03T20:34:49.436380] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-03T20:34:49.437179] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-03T20:34:49.437229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:49.437261] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:49.437287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:49.437343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:49.493924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:49.494754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:49.494834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:49.494865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:49.616566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:49.616679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:49.616714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:49.616741] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:49.619936] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-03T20:34:49.620229] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-03T20:34:49.620351] [INFO ] [sig       ] AON: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:49.757113] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AON.txt
[2025-12-03T20:34:49.757230] [INFO ] [sig       ] [178/3516] Completed AON in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 18.8m
[2025-12-03T20:34:49.757273] [INFO ] [sig       ] [179/3516] Forecasting AOS...
[2025-12-03T20:34:49.757301] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-03T20:34:49.757329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-03T20:34:49.768263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-03T20:34:49.768535] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-03T20:34:49.769323] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-03T20:34:49.769372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:49.769403] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:49.769428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:49.769482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:49.825704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:49.826303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:49.826379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:49.826410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:49.945160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:49.945264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:49.945298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:49.945325] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:49.948449] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-03T20:34:49.948729] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-03T20:34:49.948851] [INFO ] [sig       ] AOS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:50.085453] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AOS.txt
[2025-12-03T20:34:50.085561] [INFO ] [sig       ] [179/3516] Completed AOS in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 18.8m
[2025-12-03T20:34:50.085616] [INFO ] [sig       ] [180/3516] Forecasting AOSL...
[2025-12-03T20:34:50.085645] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-03T20:34:50.085673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-03T20:34:50.097298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-03T20:34:50.097595] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-03T20:34:50.098375] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-03T20:34:50.098424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:50.098454] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:50.098480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:50.098534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:50.153462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:50.154243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:50.154320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:50.154351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:50.268528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:50.268681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:50.268719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:50.268746] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:50.271978] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2025-12-03T20:34:50.272262] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-03T20:34:50.272392] [INFO ] [sig       ] AOSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:50.414648] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AOSL.txt
[2025-12-03T20:34:50.414767] [INFO ] [sig       ] [180/3516] Completed AOSL in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 18.7m
[2025-12-03T20:34:50.414806] [INFO ] [sig       ] [181/3516] Forecasting AP...
[2025-12-03T20:34:50.414834] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-03T20:34:50.414862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-03T20:34:50.425320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-03T20:34:50.425605] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-03T20:34:50.426337] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-03T20:34:50.426387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:50.426418] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:50.426444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:50.426498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:50.482281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:50.482920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:50.482997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:50.483030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:50.599718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:50.599827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:50.599863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:50.599889] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:50.603087] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-12-03T20:34:50.603374] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-03T20:34:50.603499] [INFO ] [sig       ] AP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:50.744535] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AP.txt
[2025-12-03T20:34:50.744663] [INFO ] [sig       ] [181/3516] Completed AP in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 18.7m
[2025-12-03T20:34:50.744701] [INFO ] [sig       ] [182/3516] Forecasting APA...
[2025-12-03T20:34:50.744728] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-03T20:34:50.744756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-03T20:34:50.755635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-03T20:34:50.755908] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-03T20:34:50.756668] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-03T20:34:50.756717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:50.756747] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:50.756772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:50.756827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:50.812373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:50.813010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:50.813085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:50.813116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:50.935618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:50.935748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:50.935784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:50.935825] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:50.939110] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: UP (p=61.24%)
[2025-12-03T20:34:50.939387] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-03T20:34:50.939511] [INFO ] [sig       ] APA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:51.079102] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/APA.txt
[2025-12-03T20:34:51.079237] [INFO ] [sig       ] [182/3516] Completed APA in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 18.7m
[2025-12-03T20:34:51.079284] [INFO ] [sig       ] [183/3516] Forecasting APD...
[2025-12-03T20:34:51.079313] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-03T20:34:51.079342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-03T20:34:51.090330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-03T20:34:51.090618] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-03T20:34:51.091394] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-03T20:34:51.091442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:51.091472] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:51.091498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:51.091557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:51.146958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:51.147591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:51.147677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:51.147737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:51.284403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:51.284561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:51.284620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:51.284651] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:51.288147] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-12-03T20:34:51.288443] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-03T20:34:51.288595] [INFO ] [sig       ] APD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:51.427135] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/APD.txt
[2025-12-03T20:34:51.427268] [INFO ] [sig       ] [183/3516] Completed APD in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 18.7m
[2025-12-03T20:34:51.427306] [INFO ] [sig       ] [184/3516] Forecasting APG...
[2025-12-03T20:34:51.427335] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-03T20:34:51.427364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-03T20:34:51.441130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-03T20:34:51.441627] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-03T20:34:51.442697] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-03T20:34:51.442765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:51.442808] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:51.442843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:51.442921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:51.508932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:51.509759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:51.509841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:51.509888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:51.631027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:51.631129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:51.631167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:51.631195] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:51.634699] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-03T20:34:51.635031] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-03T20:34:51.635174] [INFO ] [sig       ] APG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:51.773465] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/APG.txt
[2025-12-03T20:34:51.773618] [INFO ] [sig       ] [184/3516] Completed APG in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 18.7m
[2025-12-03T20:34:51.773659] [INFO ] [sig       ] [185/3516] Forecasting APGE...
[2025-12-03T20:34:51.773687] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-03T20:34:51.773715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-03T20:34:51.784439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-03T20:34:51.784769] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-03T20:34:51.785514] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-03T20:34:51.785563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:51.785613] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:51.785640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:51.785702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:51.842475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:51.843273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:51.843351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:51.843384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:51.963116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:51.963257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:51.963293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:51.963320] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:51.966616] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=82.27%)
[2025-12-03T20:34:51.966882] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-03T20:34:51.967003] [INFO ] [sig       ] APGE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:52.105692] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/APGE.txt
[2025-12-03T20:34:52.105817] [INFO ] [sig       ] [185/3516] Completed APGE in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 18.7m
[2025-12-03T20:34:52.105854] [INFO ] [sig       ] [186/3516] Forecasting APH...
[2025-12-03T20:34:52.105882] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-03T20:34:52.105910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-03T20:34:52.116773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-03T20:34:52.117048] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-03T20:34:52.117814] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-03T20:34:52.117862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:52.117893] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:52.117919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:52.118006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:52.173257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:52.173984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:52.174060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:52.174091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:52.298064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:52.298200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:52.298236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:52.298262] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:52.301566] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-12-03T20:34:52.301847] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-03T20:34:52.301971] [INFO ] [sig       ] APH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:52.439337] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/APH.txt
[2025-12-03T20:34:52.439485] [INFO ] [sig       ] [186/3516] Completed APH in 0.3s | 2.97 sym/s | Total: 1.0m | ETA: 18.7m
[2025-12-03T20:34:52.439523] [INFO ] [sig       ] [187/3516] Forecasting APLD...
[2025-12-03T20:34:52.439551] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-03T20:34:52.439601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-03T20:34:52.450537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-03T20:34:52.450847] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-03T20:34:52.451613] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-03T20:34:52.451663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:52.451694] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:52.451719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:52.451774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:52.508593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:52.509191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:52.509265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:52.509296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:52.626476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:52.626615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:52.626652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:52.626680] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:52.630010] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-03T20:34:52.630312] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-03T20:34:52.630439] [INFO ] [sig       ] APLD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:52.767266] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/APLD.txt
[2025-12-03T20:34:52.767383] [INFO ] [sig       ] [187/3516] Completed APLD in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:52.767420] [INFO ] [sig       ] [188/3516] Forecasting APLE...
[2025-12-03T20:34:52.767448] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-03T20:34:52.767476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-03T20:34:52.778736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-03T20:34:52.779025] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-03T20:34:52.779841] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-03T20:34:52.779903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:52.779935] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:52.779962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:52.780017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:52.837114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:52.837752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:52.837842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:52.837885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:52.952920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:52.953030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:52.953072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:52.953105] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:52.956214] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-03T20:34:52.956477] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-03T20:34:52.956615] [INFO ] [sig       ] APLE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:53.092155] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/APLE.txt
[2025-12-03T20:34:53.092271] [INFO ] [sig       ] [188/3516] Completed APLE in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:53.092308] [INFO ] [sig       ] [189/3516] Forecasting APLS...
[2025-12-03T20:34:53.092336] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-03T20:34:53.092363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-03T20:34:53.106370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-03T20:34:53.106975] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-03T20:34:53.108016] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-03T20:34:53.108070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:53.108106] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:53.108134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:53.108195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:53.166202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:53.167343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:53.167441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:53.167476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:53.299483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:53.299648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:53.299690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:53.299720] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:53.303234] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=24.43%)
[2025-12-03T20:34:53.303508] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-03T20:34:53.303656] [INFO ] [sig       ] APLS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:53.441998] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/APLS.txt
[2025-12-03T20:34:53.442180] [INFO ] [sig       ] [189/3516] Completed APLS in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:53.442230] [INFO ] [sig       ] [190/3516] Forecasting APM...
[2025-12-03T20:34:53.442258] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-03T20:34:53.442286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-03T20:34:53.453374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-03T20:34:53.453682] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-03T20:34:53.454494] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-03T20:34:53.454545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:53.454624] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:53.454654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:53.454709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:53.510146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:53.510848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:53.510923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:53.510954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:53.626778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:53.626929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:53.626967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:53.626994] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:53.630310] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-12-03T20:34:53.630595] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-03T20:34:53.630720] [INFO ] [sig       ] APM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:53.768202] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/APM.txt
[2025-12-03T20:34:53.768332] [INFO ] [sig       ] [190/3516] Completed APM in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:53.768370] [INFO ] [sig       ] [191/3516] Forecasting APO...
[2025-12-03T20:34:53.768397] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-03T20:34:53.768426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-03T20:34:53.779535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-03T20:34:53.779828] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-03T20:34:53.780670] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-03T20:34:53.780720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:53.780750] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:53.780776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:53.780830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:53.839343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:53.840102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:53.840195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:53.840234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:53.964091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:53.964239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:53.964276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:53.964303] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:53.967593] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2025-12-03T20:34:53.967861] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-03T20:34:53.968008] [INFO ] [sig       ] APO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:54.104432] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/APO.txt
[2025-12-03T20:34:54.104567] [INFO ] [sig       ] [191/3516] Completed APO in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:54.104624] [INFO ] [sig       ] [192/3516] Forecasting APOS...
[2025-12-03T20:34:54.104652] [INFO ] [sig       ] Generating forecast for: APOS
[2025-12-03T20:34:54.104681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-12-03T20:34:54.115650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOS'.
[2025-12-03T20:34:54.115942] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-12-03T20:34:54.116748] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-12-03T20:34:54.116798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:54.116830] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:54.116855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:54.116910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:54.174756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:54.175533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:54.175636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:54.175673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:54.298826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:54.298982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:54.299021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:54.299048] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:54.302548] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=70.29%)
[2025-12-03T20:34:54.302849] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-12-03T20:34:54.302981] [INFO ] [sig       ] APOS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:54.439519] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/APOS.txt
[2025-12-03T20:34:54.439676] [INFO ] [sig       ] [192/3516] Completed APOS in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:54.439715] [INFO ] [sig       ] [193/3516] Forecasting APPF...
[2025-12-03T20:34:54.439745] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-03T20:34:54.439773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-03T20:34:54.451227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-03T20:34:54.451616] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-03T20:34:54.452394] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-03T20:34:54.452446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:54.452478] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:54.452505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:54.452561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:54.508177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:54.509016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:54.509122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:54.509159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:54.627256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:54.627406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:54.627443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:54.627499] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:54.630838] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=24.04%)
[2025-12-03T20:34:54.631122] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-03T20:34:54.631248] [INFO ] [sig       ] APPF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:54.771957] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/APPF.txt
[2025-12-03T20:34:54.772086] [INFO ] [sig       ] [193/3516] Completed APPF in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:54.772125] [INFO ] [sig       ] [194/3516] Forecasting APPN...
[2025-12-03T20:34:54.772153] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-03T20:34:54.772182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-03T20:34:54.782702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-03T20:34:54.782980] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-03T20:34:54.783732] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-03T20:34:54.783781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:54.783812] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:54.783838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:54.783892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:54.839949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:54.840625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:54.840702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:54.840734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:54.960620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:54.960785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:54.960836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:54.960867] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:54.964207] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=7.32%)
[2025-12-03T20:34:54.964525] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-03T20:34:54.964672] [INFO ] [sig       ] APPN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:55.105864] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/APPN.txt
[2025-12-03T20:34:55.106006] [INFO ] [sig       ] [194/3516] Completed APPN in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:55.106044] [INFO ] [sig       ] [195/3516] Forecasting APPS...
[2025-12-03T20:34:55.106071] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-03T20:34:55.106103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-03T20:34:55.119852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-03T20:34:55.120279] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-03T20:34:55.121246] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-03T20:34:55.121297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:55.121330] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:55.121356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:55.121413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:55.177112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:55.178731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:55.179025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:55.179062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:55.305779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:55.306082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:55.306130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:55.306163] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:55.310148] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=37.00%)
[2025-12-03T20:34:55.310470] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-03T20:34:55.310635] [INFO ] [sig       ] APPS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:55.452522] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/APPS.txt
[2025-12-03T20:34:55.452760] [INFO ] [sig       ] [195/3516] Completed APPS in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:55.452804] [INFO ] [sig       ] [196/3516] Forecasting APRE...
[2025-12-03T20:34:55.452834] [INFO ] [sig       ] Generating forecast for: APRE
[2025-12-03T20:34:55.452865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'.
[2025-12-03T20:34:55.466877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APRE'.
[2025-12-03T20:34:55.467607] [INFO ] [FORECASTER] Starting predict_future for APRE
[2025-12-03T20:34:55.468897] [DEBUG] [LOCAL     ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt
[2025-12-03T20:34:55.468959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:55.468999] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:55.469034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:55.469112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:55.532133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:55.533375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:55.533489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:55.533522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:55.652432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:55.652707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:55.652767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:55.652805] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:55.656840] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: DOWN (p=24.06%)
[2025-12-03T20:34:55.657182] [INFO ] [FORECASTER] Completed predict_future for APRE
[2025-12-03T20:34:55.657329] [INFO ] [sig       ] APRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:55.796839] [INFO ] [LOCAL     ] Saved forecast: APRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/APRE.txt
[2025-12-03T20:34:55.797042] [INFO ] [sig       ] [196/3516] Completed APRE in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.7m
[2025-12-03T20:34:55.797086] [INFO ] [sig       ] [197/3516] Forecasting APVO...
[2025-12-03T20:34:55.797116] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-03T20:34:55.797147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-03T20:34:55.809966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-03T20:34:55.810368] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-03T20:34:55.811293] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-03T20:34:55.811344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:55.811377] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:55.811403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:55.811460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:55.867441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:55.868559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:55.868672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:55.868705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:55.989108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:55.989348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:55.989394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:55.989424] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:55.993330] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-03T20:34:55.993711] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-03T20:34:55.993859] [INFO ] [sig       ] APVO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:56.145603] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/APVO.txt
[2025-12-03T20:34:56.145848] [INFO ] [sig       ] [197/3516] Completed APVO in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.6m
[2025-12-03T20:34:56.145898] [INFO ] [sig       ] [198/3516] Forecasting APYX...
[2025-12-03T20:34:56.145932] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-03T20:34:56.145962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-03T20:34:56.159406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-03T20:34:56.160040] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-03T20:34:56.161057] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-03T20:34:56.161112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:56.161145] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:56.161172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:56.161230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:56.219497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:56.220699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:56.220801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:56.220834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:56.335532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:56.335788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:56.335831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:56.335858] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:56.339717] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=87.35%)
[2025-12-03T20:34:56.340063] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-03T20:34:56.340212] [INFO ] [sig       ] APYX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:56.479620] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/APYX.txt
[2025-12-03T20:34:56.479835] [INFO ] [sig       ] [198/3516] Completed APYX in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.6m
[2025-12-03T20:34:56.479873] [INFO ] [sig       ] [199/3516] Forecasting AQMS...
[2025-12-03T20:34:56.479903] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-03T20:34:56.479933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-03T20:34:56.494300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-03T20:34:56.494807] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-03T20:34:56.495651] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-03T20:34:56.495751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:56.495790] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:56.495818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:56.495878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:56.555024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:56.556024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:56.556121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:56.556162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:56.671710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:56.671873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:56.671912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:56.671940] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:56.675350] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-03T20:34:56.675678] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-03T20:34:56.675812] [INFO ] [sig       ] AQMS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:56.822144] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AQMS.txt
[2025-12-03T20:34:56.822275] [INFO ] [sig       ] [199/3516] Completed AQMS in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.6m
[2025-12-03T20:34:56.822313] [INFO ] [sig       ] [200/3516] Forecasting AQN...
[2025-12-03T20:34:56.822341] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-03T20:34:56.822369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-03T20:34:56.833622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-03T20:34:56.833892] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-03T20:34:56.834646] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-03T20:34:56.834695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:56.834726] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:56.834753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:56.834808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:56.892697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:56.893370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:56.893479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:56.893512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:57.008738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:57.008887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:57.008924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:57.008951] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:57.012226] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-03T20:34:57.012516] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-03T20:34:57.012658] [INFO ] [sig       ] AQN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:57.154593] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AQN.txt
[2025-12-03T20:34:57.154727] [INFO ] [sig       ] [200/3516] Completed AQN in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.6m
[2025-12-03T20:34:57.154765] [INFO ] [sig       ] [201/3516] Forecasting AQNB...
[2025-12-03T20:34:57.154794] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-03T20:34:57.154822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-03T20:34:57.166875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-03T20:34:57.167208] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-03T20:34:57.170852] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-03T20:34:57.170938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:57.170975] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:57.171010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:57.171077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:57.227554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:57.228287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:57.228373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:57.228407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:57.337751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:57.337894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:57.337930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:57.337957] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:57.341221] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2025-12-03T20:34:57.341489] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-03T20:34:57.341629] [INFO ] [sig       ] AQNB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:57.482431] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AQNB.txt
[2025-12-03T20:34:57.482587] [INFO ] [sig       ] [201/3516] Completed AQNB in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.6m
[2025-12-03T20:34:57.482627] [INFO ] [sig       ] [202/3516] Forecasting ARBB...
[2025-12-03T20:34:57.482656] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-03T20:34:57.482693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-03T20:34:57.494384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-03T20:34:57.494716] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-03T20:34:57.495549] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-03T20:34:57.495617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:57.495648] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:57.495673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:57.495728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:57.552358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:57.552981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:57.553060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:57.553092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:57.669109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:57.669223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:57.669265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:57.669292] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:57.673194] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-03T20:34:57.673512] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-03T20:34:57.673673] [INFO ] [sig       ] ARBB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:57.810621] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARBB.txt
[2025-12-03T20:34:57.810749] [INFO ] [sig       ] [202/3516] Completed ARBB in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.6m
[2025-12-03T20:34:57.810792] [INFO ] [sig       ] [203/3516] Forecasting ARBE...
[2025-12-03T20:34:57.810822] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-03T20:34:57.810850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-03T20:34:57.822027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-03T20:34:57.822301] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-03T20:34:57.823064] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-03T20:34:57.823112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:57.823143] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:57.823170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:57.823225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:57.878001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:57.878601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:57.878674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:57.878705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:57.999904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:58.000018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:58.000052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:58.000080] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:58.003280] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-12-03T20:34:58.003546] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-03T20:34:58.003685] [INFO ] [sig       ] ARBE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:58.138095] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARBE.txt
[2025-12-03T20:34:58.138238] [INFO ] [sig       ] [203/3516] Completed ARBE in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.6m
[2025-12-03T20:34:58.138276] [INFO ] [sig       ] [204/3516] Forecasting ARCB...
[2025-12-03T20:34:58.138304] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-03T20:34:58.138332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-03T20:34:58.149960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-03T20:34:58.150222] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-03T20:34:58.150990] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-03T20:34:58.151039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:58.151070] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:58.151096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:58.151150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:58.207204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:58.207950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:58.208133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:58.208179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:58.326868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:58.327026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:58.327064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:58.327092] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:58.330440] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: UP (p=78.93%)
[2025-12-03T20:34:58.330728] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-03T20:34:58.330872] [INFO ] [sig       ] ARCB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:58.469766] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARCB.txt
[2025-12-03T20:34:58.469904] [INFO ] [sig       ] [204/3516] Completed ARCB in 0.3s | 2.97 sym/s | Total: 1.1m | ETA: 18.6m
[2025-12-03T20:34:58.469941] [INFO ] [sig       ] [205/3516] Forecasting ARCC...
[2025-12-03T20:34:58.469969] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-03T20:34:58.469998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-03T20:34:58.481186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-03T20:34:58.481459] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-03T20:34:58.482231] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-03T20:34:58.482285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:58.482315] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:58.482340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:58.482394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:58.537955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:58.538560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:58.538650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:58.538681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:58.655460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:58.655606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:58.655646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:58.655673] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:58.659043] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2025-12-03T20:34:58.659316] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-03T20:34:58.659443] [INFO ] [sig       ] ARCC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:58.795278] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARCC.txt
[2025-12-03T20:34:58.795389] [INFO ] [sig       ] [205/3516] Completed ARCC in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.6m
[2025-12-03T20:34:58.795425] [INFO ] [sig       ] [206/3516] Forecasting ARCO...
[2025-12-03T20:34:58.795453] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-03T20:34:58.795481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-03T20:34:58.806458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-03T20:34:58.806753] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-03T20:34:58.807553] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-03T20:34:58.807631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:58.807668] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:58.807693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:58.807748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:58.865049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:58.865690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:58.865766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:58.865799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:58.977109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:58.977229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:58.977278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:58.977308] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:58.980504] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=11.86%)
[2025-12-03T20:34:58.980782] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-03T20:34:58.980906] [INFO ] [sig       ] ARCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:59.118775] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARCO.txt
[2025-12-03T20:34:59.118927] [INFO ] [sig       ] [206/3516] Completed ARCO in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.6m
[2025-12-03T20:34:59.118967] [INFO ] [sig       ] [207/3516] Forecasting ARDC...
[2025-12-03T20:34:59.118995] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-03T20:34:59.119024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-03T20:34:59.130648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-03T20:34:59.130912] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-03T20:34:59.131708] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-03T20:34:59.131758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:59.131833] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:59.131872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:59.131950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:59.189070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:59.189709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:59.189786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:59.189818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:59.300911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:59.301035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:59.301071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:59.301098] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:59.304319] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-03T20:34:59.304603] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-03T20:34:59.304727] [INFO ] [sig       ] ARDC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:34:59.442294] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARDC.txt
[2025-12-03T20:34:59.442436] [INFO ] [sig       ] [207/3516] Completed ARDC in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.6m
[2025-12-03T20:34:59.442475] [INFO ] [sig       ] [208/3516] Forecasting ARDX...
[2025-12-03T20:34:59.442503] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-03T20:34:59.442532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-03T20:34:59.454245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-03T20:34:59.454537] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-03T20:34:59.455343] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-03T20:34:59.455393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:59.455425] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:59.455451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:59.455508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:59.516136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:59.516847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:59.516921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:59.516953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:59.635722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:59.635849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:59.635887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:59.635914] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:59.639202] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=28.36%)
[2025-12-03T20:34:59.639495] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-03T20:34:59.639635] [INFO ] [sig       ] ARDX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:34:59.777047] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARDX.txt
[2025-12-03T20:34:59.777160] [INFO ] [sig       ] [208/3516] Completed ARDX in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.6m
[2025-12-03T20:34:59.777198] [INFO ] [sig       ] [209/3516] Forecasting ARE...
[2025-12-03T20:34:59.777226] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-03T20:34:59.777257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-03T20:34:59.788281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-03T20:34:59.788596] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-03T20:34:59.789395] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-03T20:34:59.789454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:34:59.789498] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:34:59.789531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:34:59.789614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:34:59.847153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:34:59.847820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:34:59.847896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:34:59.847929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:34:59.971053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:34:59.971184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:34:59.971225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:34:59.971256] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:34:59.974467] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=33.03%)
[2025-12-03T20:34:59.974748] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-03T20:34:59.974870] [INFO ] [sig       ] ARE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:00.111141] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARE.txt
[2025-12-03T20:35:00.111275] [INFO ] [sig       ] [209/3516] Completed ARE in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.6m
[2025-12-03T20:35:00.111313] [INFO ] [sig       ] [210/3516] Forecasting AREC...
[2025-12-03T20:35:00.111341] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-03T20:35:00.111370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-03T20:35:00.122488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-03T20:35:00.122782] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-03T20:35:00.123538] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-03T20:35:00.123604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:00.123647] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:00.123674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:00.123729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:00.178871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:00.179696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:00.179770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:00.179801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:00.297539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:00.297674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:00.297710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:00.297775] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:00.301105] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-03T20:35:00.301376] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-03T20:35:00.301504] [INFO ] [sig       ] AREC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:00.437619] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AREC.txt
[2025-12-03T20:35:00.437739] [INFO ] [sig       ] [210/3516] Completed AREC in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.6m
[2025-12-03T20:35:00.437777] [INFO ] [sig       ] [211/3516] Forecasting ARES...
[2025-12-03T20:35:00.437805] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-03T20:35:00.437834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-03T20:35:00.449402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-03T20:35:00.449767] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-03T20:35:00.450608] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-03T20:35:00.450661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:00.450694] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:00.450720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:00.450775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:00.506981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:00.507851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:00.507937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:00.507993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:00.631280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:00.631441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:00.631479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:00.631506] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:00.634990] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-03T20:35:00.635282] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-03T20:35:00.635417] [INFO ] [sig       ] ARES: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:00.779464] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARES.txt
[2025-12-03T20:35:00.779622] [INFO ] [sig       ] [211/3516] Completed ARES in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:00.779662] [INFO ] [sig       ] [212/3516] Forecasting ARGX...
[2025-12-03T20:35:00.779692] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-03T20:35:00.779721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-03T20:35:00.790639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-03T20:35:00.790930] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-03T20:35:00.791702] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-03T20:35:00.791752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:00.791783] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:00.791809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:00.791866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:00.847187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:00.847910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:00.848017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:00.848052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:00.971142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:00.971265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:00.971303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:00.971333] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:00.975535] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-03T20:35:00.975954] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-03T20:35:00.976107] [INFO ] [sig       ] ARGX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:01.130518] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARGX.txt
[2025-12-03T20:35:01.130688] [INFO ] [sig       ] [212/3516] Completed ARGX in 0.4s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:01.130730] [INFO ] [sig       ] [213/3516] Forecasting ARHS...
[2025-12-03T20:35:01.130758] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-03T20:35:01.130788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-03T20:35:01.141776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-03T20:35:01.142119] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-03T20:35:01.142944] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-03T20:35:01.142996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:01.143026] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:01.143052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:01.143107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:01.199388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:01.200170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:01.200254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:01.200292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:01.325175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:01.325289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:01.325327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:01.325354] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:01.328701] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=6.87%)
[2025-12-03T20:35:01.328979] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-03T20:35:01.329109] [INFO ] [sig       ] ARHS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:01.472644] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARHS.txt
[2025-12-03T20:35:01.472795] [INFO ] [sig       ] [213/3516] Completed ARHS in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:01.472835] [INFO ] [sig       ] [214/3516] Forecasting ARI...
[2025-12-03T20:35:01.472869] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-03T20:35:01.472899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-03T20:35:01.484266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-03T20:35:01.484606] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-03T20:35:01.485360] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-03T20:35:01.485409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:01.485440] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:01.485466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:01.485521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:01.545451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:01.546237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:01.546317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:01.546348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:01.678842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:01.678970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:01.679009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:01.679036] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:01.682559] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-03T20:35:01.682890] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-03T20:35:01.683036] [INFO ] [sig       ] ARI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:01.828601] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARI.txt
[2025-12-03T20:35:01.828770] [INFO ] [sig       ] [214/3516] Completed ARI in 0.4s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:01.828816] [INFO ] [sig       ] [215/3516] Forecasting ARKO...
[2025-12-03T20:35:01.828846] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-03T20:35:01.828875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-03T20:35:01.844156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-03T20:35:01.844668] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-03T20:35:01.845810] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-03T20:35:01.845880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:01.845927] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:01.845966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:01.846047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:01.908627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:01.909533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:01.909648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:01.909683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:02.043542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:02.043716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:02.043755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:02.043782] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:02.047198] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=75.03%)
[2025-12-03T20:35:02.047513] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-03T20:35:02.047671] [INFO ] [sig       ] ARKO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:02.187672] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARKO.txt
[2025-12-03T20:35:02.187801] [INFO ] [sig       ] [215/3516] Completed ARKO in 0.4s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:02.187840] [INFO ] [sig       ] [216/3516] Forecasting ARLO...
[2025-12-03T20:35:02.187867] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-03T20:35:02.187895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-03T20:35:02.199078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-03T20:35:02.199356] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-03T20:35:02.200123] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-03T20:35:02.200174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:02.200204] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:02.200230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:02.200285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:02.257148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:02.257810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:02.257889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:02.257921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:02.378816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:02.378964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:02.379002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:02.379030] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:02.382408] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-12-03T20:35:02.382706] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-03T20:35:02.382836] [INFO ] [sig       ] ARLO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:02.524126] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARLO.txt
[2025-12-03T20:35:02.524302] [INFO ] [sig       ] [216/3516] Completed ARLO in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:02.524348] [INFO ] [sig       ] [217/3516] Forecasting ARLP...
[2025-12-03T20:35:02.524382] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-03T20:35:02.524424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-03T20:35:02.535925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-03T20:35:02.536257] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-03T20:35:02.537041] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-03T20:35:02.537090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:02.537120] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:02.537146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:02.537201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:02.594284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:02.595153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:02.595269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:02.595303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:02.716378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:02.716531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:02.716586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:02.716632] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:02.720068] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=71.60%)
[2025-12-03T20:35:02.720361] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-03T20:35:02.720495] [INFO ] [sig       ] ARLP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:02.859502] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARLP.txt
[2025-12-03T20:35:02.859660] [INFO ] [sig       ] [217/3516] Completed ARLP in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:02.859702] [INFO ] [sig       ] [218/3516] Forecasting ARM...
[2025-12-03T20:35:02.859731] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-03T20:35:02.859759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-03T20:35:02.871587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-03T20:35:02.871926] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-03T20:35:02.872762] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-03T20:35:02.872813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:02.872845] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:02.872872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:02.872928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:02.929764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:02.930498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:02.930593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:02.930629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:03.053804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:03.053945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:03.053982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:03.054011] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:03.057640] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-03T20:35:03.057919] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-03T20:35:03.058067] [INFO ] [sig       ] ARM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:03.197652] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARM.txt
[2025-12-03T20:35:03.197786] [INFO ] [sig       ] [218/3516] Completed ARM in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:03.197823] [INFO ] [sig       ] [219/3516] Forecasting ARMK...
[2025-12-03T20:35:03.197852] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-03T20:35:03.197880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-03T20:35:03.209121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-03T20:35:03.209436] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-03T20:35:03.210238] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-03T20:35:03.210290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:03.210321] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:03.210348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:03.210404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:03.267924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:03.268685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:03.268765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:03.268814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:03.394280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:03.394414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:03.394451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:03.394479] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:03.397759] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-03T20:35:03.398059] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-03T20:35:03.398192] [INFO ] [sig       ] ARMK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:03.537693] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARMK.txt
[2025-12-03T20:35:03.537862] [INFO ] [sig       ] [219/3516] Completed ARMK in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:03.537919] [INFO ] [sig       ] [220/3516] Forecasting AROC...
[2025-12-03T20:35:03.537988] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-03T20:35:03.538035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-03T20:35:03.549406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-03T20:35:03.549732] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-03T20:35:03.550512] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-03T20:35:03.550563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:03.550614] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:03.550642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:03.550706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:03.610004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:03.610967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:03.611050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:03.611082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:03.732893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:03.733006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:03.733044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:03.733073] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:03.736609] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-03T20:35:03.736897] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-03T20:35:03.737050] [INFO ] [sig       ] AROC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:03.882714] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AROC.txt
[2025-12-03T20:35:03.882916] [INFO ] [sig       ] [220/3516] Completed AROC in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:03.882971] [INFO ] [sig       ] [221/3516] Forecasting ARQ...
[2025-12-03T20:35:03.883012] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-03T20:35:03.883053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-03T20:35:03.894229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-03T20:35:03.894559] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-03T20:35:03.895383] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-03T20:35:03.895434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:03.895465] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:03.895491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:03.895559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:03.951805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:03.952442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:03.952517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:03.952548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:04.068405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:04.068544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:04.068610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:04.068639] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:04.071972] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=23.82%)
[2025-12-03T20:35:04.072246] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-03T20:35:04.072374] [INFO ] [sig       ] ARQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:04.218621] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARQ.txt
[2025-12-03T20:35:04.218784] [INFO ] [sig       ] [221/3516] Completed ARQ in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:04.218824] [INFO ] [sig       ] [222/3516] Forecasting ARQQ...
[2025-12-03T20:35:04.218853] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-03T20:35:04.218882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-03T20:35:04.230822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-03T20:35:04.231125] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-03T20:35:04.231916] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-03T20:35:04.231967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:04.231998] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:04.232025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:04.232081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:04.292462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:04.293228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:04.293308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:04.293340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:04.417954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:04.418118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:04.418158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:04.418186] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:04.421619] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=63.19%)
[2025-12-03T20:35:04.421929] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-03T20:35:04.422083] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:04.564614] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARQQ.txt
[2025-12-03T20:35:04.564751] [INFO ] [sig       ] [222/3516] Completed ARQQ in 0.3s | 2.97 sym/s | Total: 1.2m | ETA: 18.5m
[2025-12-03T20:35:04.564790] [INFO ] [sig       ] [223/3516] Forecasting ARRY...
[2025-12-03T20:35:04.564819] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-03T20:35:04.564846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-03T20:35:04.575654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-03T20:35:04.576006] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-03T20:35:04.576878] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-03T20:35:04.576930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:04.576962] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:04.576988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:04.577044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:04.635212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:04.635960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:04.636038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:04.636070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:04.759460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:04.759622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:04.759661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:04.759690] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:04.763312] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=22.78%)
[2025-12-03T20:35:04.763634] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-03T20:35:04.763768] [INFO ] [sig       ] ARRY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:04.907626] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARRY.txt
[2025-12-03T20:35:04.907769] [INFO ] [sig       ] [223/3516] Completed ARRY in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:04.907809] [INFO ] [sig       ] [224/3516] Forecasting ARTL...
[2025-12-03T20:35:04.907837] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-03T20:35:04.907864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-03T20:35:04.919432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-03T20:35:04.919828] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-03T20:35:04.920621] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-03T20:35:04.920671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:04.920730] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:04.920760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:04.920827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:04.979658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:04.980509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:04.980622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:04.980662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:05.100822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:05.101003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:05.101045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:05.101073] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:05.104731] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-03T20:35:05.105036] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-03T20:35:05.105178] [INFO ] [sig       ] ARTL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:05.247941] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARTL.txt
[2025-12-03T20:35:05.248102] [INFO ] [sig       ] [224/3516] Completed ARTL in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:05.248144] [INFO ] [sig       ] [225/3516] Forecasting ARTNA...
[2025-12-03T20:35:05.248174] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-03T20:35:05.248209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-03T20:35:05.262437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-03T20:35:05.263035] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-03T20:35:05.264136] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-03T20:35:05.264223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:05.264255] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:05.264280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:05.264339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:05.320873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:05.321854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:05.321949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:05.321980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:05.437653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:05.437820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:05.437860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:05.437888] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:05.441563] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2025-12-03T20:35:05.441900] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-03T20:35:05.442037] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:05.581811] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ARTNA.txt
[2025-12-03T20:35:05.581977] [INFO ] [sig       ] [225/3516] Completed ARTNA in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:05.582018] [INFO ] [sig       ] [226/3516] Forecasting ARVN...
[2025-12-03T20:35:05.582046] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-03T20:35:05.582074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-03T20:35:05.593979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-03T20:35:05.594267] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-03T20:35:05.595107] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-03T20:35:05.595157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:05.595188] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:05.595214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:05.595269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:05.652268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:05.653122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:05.653205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:05.653237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:05.771419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:05.771593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:05.771632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:05.771660] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:05.774948] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=11.91%)
[2025-12-03T20:35:05.775214] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-03T20:35:05.775337] [INFO ] [sig       ] ARVN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:05.914243] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ARVN.txt
[2025-12-03T20:35:05.914407] [INFO ] [sig       ] [226/3516] Completed ARVN in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:05.914447] [INFO ] [sig       ] [227/3516] Forecasting ASA...
[2025-12-03T20:35:05.914474] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-03T20:35:05.914503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-03T20:35:05.926881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-03T20:35:05.927213] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-03T20:35:05.928097] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-03T20:35:05.928150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:05.928181] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:05.928207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:05.928263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:05.986778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:05.987482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:05.987563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:05.987616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:06.108855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:06.109014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:06.109052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:06.109114] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:06.112612] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-12-03T20:35:06.112890] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-03T20:35:06.113019] [INFO ] [sig       ] ASA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:06.254214] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASA.txt
[2025-12-03T20:35:06.254357] [INFO ] [sig       ] [227/3516] Completed ASA in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:06.254396] [INFO ] [sig       ] [228/3516] Forecasting ASB...
[2025-12-03T20:35:06.254427] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-03T20:35:06.254457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-03T20:35:06.266963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-03T20:35:06.267277] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-03T20:35:06.268089] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-03T20:35:06.268141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:06.268173] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:06.268199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:06.268255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:06.325120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:06.325868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:06.325952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:06.325989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:06.451859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:06.452043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:06.452083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:06.452112] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:06.455787] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-03T20:35:06.456091] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-03T20:35:06.456226] [INFO ] [sig       ] ASB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:06.594546] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASB.txt
[2025-12-03T20:35:06.594711] [INFO ] [sig       ] [228/3516] Completed ASB in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:06.594752] [INFO ] [sig       ] [229/3516] Forecasting ASBA...
[2025-12-03T20:35:06.594781] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-03T20:35:06.594809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-03T20:35:06.606909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-03T20:35:06.607228] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-03T20:35:06.608094] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-03T20:35:06.608144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:06.608174] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:06.608199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:06.608255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:06.663746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:06.664706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:06.664792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:06.664823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:06.772146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:06.772259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:06.772297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:06.772325] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:06.775827] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-03T20:35:06.776133] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-03T20:35:06.776267] [INFO ] [sig       ] ASBA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:06.914835] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASBA.txt
[2025-12-03T20:35:06.914993] [INFO ] [sig       ] [229/3516] Completed ASBA in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:06.915031] [INFO ] [sig       ] [230/3516] Forecasting ASG...
[2025-12-03T20:35:06.915060] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-03T20:35:06.915089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-03T20:35:06.927594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-03T20:35:06.927881] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-03T20:35:06.928766] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-03T20:35:06.928817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:06.928848] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:06.928874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:06.928929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:06.983476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:06.984163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:06.984240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:06.984272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:07.106848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:07.107005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:07.107042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:07.107068] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:07.110423] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-03T20:35:07.110714] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-03T20:35:07.110838] [INFO ] [sig       ] ASG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:07.252670] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASG.txt
[2025-12-03T20:35:07.252822] [INFO ] [sig       ] [230/3516] Completed ASG in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:07.252862] [INFO ] [sig       ] [231/3516] Forecasting ASGI...
[2025-12-03T20:35:07.252890] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-03T20:35:07.252918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-03T20:35:07.265722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-03T20:35:07.266198] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-03T20:35:07.267112] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-03T20:35:07.267166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:07.267199] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:07.267225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:07.267282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:07.328504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:07.329435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:07.329523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:07.329557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:07.457706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:07.457858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:07.457896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:07.457931] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:07.461585] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-03T20:35:07.461902] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-03T20:35:07.462061] [INFO ] [sig       ] ASGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:07.605235] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASGI.txt
[2025-12-03T20:35:07.605390] [INFO ] [sig       ] [231/3516] Completed ASGI in 0.4s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:07.605428] [INFO ] [sig       ] [232/3516] Forecasting ASGN...
[2025-12-03T20:35:07.605458] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-03T20:35:07.605490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-03T20:35:07.617845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-03T20:35:07.618173] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-03T20:35:07.619019] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-03T20:35:07.619069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:07.619099] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:07.619124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:07.619178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:07.678819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:07.679650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:07.679731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:07.679764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:07.806998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:07.807159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:07.807199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:07.807228] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:07.810967] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2025-12-03T20:35:07.811248] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-03T20:35:07.811377] [INFO ] [sig       ] ASGN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:07.956240] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASGN.txt
[2025-12-03T20:35:07.956389] [INFO ] [sig       ] [232/3516] Completed ASGN in 0.4s | 2.97 sym/s | Total: 1.3m | ETA: 18.5m
[2025-12-03T20:35:07.956429] [INFO ] [sig       ] [233/3516] Forecasting ASH...
[2025-12-03T20:35:07.956456] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-03T20:35:07.956484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-03T20:35:07.969151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-03T20:35:07.969597] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-03T20:35:07.970372] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-03T20:35:07.970424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:07.970459] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:07.970484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:07.970539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:08.026517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:08.027402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:08.027491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:08.027521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:08.148376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:08.148541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:08.148598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:08.148628] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:08.152146] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-03T20:35:08.152505] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-03T20:35:08.152665] [INFO ] [sig       ] ASH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:08.291346] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASH.txt
[2025-12-03T20:35:08.291479] [INFO ] [sig       ] [233/3516] Completed ASH in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.4m
[2025-12-03T20:35:08.291516] [INFO ] [sig       ] [234/3516] Forecasting ASIX...
[2025-12-03T20:35:08.291544] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-03T20:35:08.291588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-03T20:35:08.304177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-03T20:35:08.304535] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-03T20:35:08.305320] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-03T20:35:08.305383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:08.305413] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:08.305440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:08.305494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:08.361725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:08.362545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:08.362689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:08.362734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:08.482440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:08.482620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:08.482661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:08.482689] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:08.486046] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-03T20:35:08.486313] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-03T20:35:08.486443] [INFO ] [sig       ] ASIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:08.625593] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASIX.txt
[2025-12-03T20:35:08.625761] [INFO ] [sig       ] [234/3516] Completed ASIX in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.4m
[2025-12-03T20:35:08.625801] [INFO ] [sig       ] [235/3516] Forecasting ASLE...
[2025-12-03T20:35:08.625829] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-03T20:35:08.625858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-03T20:35:08.637433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-03T20:35:08.637854] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-03T20:35:08.638734] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-03T20:35:08.638786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:08.638816] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:08.638842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:08.638897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:08.695164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:08.696024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:08.696106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:08.696138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:08.814924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:08.815084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:08.815120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:08.815148] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:08.818629] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-03T20:35:08.818932] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-03T20:35:08.819064] [INFO ] [sig       ] ASLE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:08.960561] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASLE.txt
[2025-12-03T20:35:08.960728] [INFO ] [sig       ] [235/3516] Completed ASLE in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.4m
[2025-12-03T20:35:08.960765] [INFO ] [sig       ] [236/3516] Forecasting ASMB...
[2025-12-03T20:35:08.960794] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-03T20:35:08.960822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-03T20:35:08.971763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-03T20:35:08.972038] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-03T20:35:08.972802] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-03T20:35:08.972851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:08.972881] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:08.972907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:08.972962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:09.029007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:09.029884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:09.029996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:09.030028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:09.149147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:09.149297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:09.149335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:09.149362] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:09.152639] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2025-12-03T20:35:09.152906] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-03T20:35:09.153030] [INFO ] [sig       ] ASMB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:09.291642] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASMB.txt
[2025-12-03T20:35:09.291797] [INFO ] [sig       ] [236/3516] Completed ASMB in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.4m
[2025-12-03T20:35:09.291837] [INFO ] [sig       ] [237/3516] Forecasting ASML...
[2025-12-03T20:35:09.291865] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-03T20:35:09.291894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-03T20:35:09.303776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-03T20:35:09.304099] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-03T20:35:09.304877] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-03T20:35:09.304927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:09.304958] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:09.304984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:09.305039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:09.360474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:09.361198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:09.361278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:09.361309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:09.482635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:09.482784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:09.482821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:09.482849] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:09.486152] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-03T20:35:09.486418] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-03T20:35:09.486542] [INFO ] [sig       ] ASML: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:09.622420] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASML.txt
[2025-12-03T20:35:09.622599] [INFO ] [sig       ] [237/3516] Completed ASML in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.4m
[2025-12-03T20:35:09.622647] [INFO ] [sig       ] [238/3516] Forecasting ASND...
[2025-12-03T20:35:09.622676] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-03T20:35:09.622705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-03T20:35:09.635027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-03T20:35:09.635418] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-03T20:35:09.636210] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-03T20:35:09.636260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:09.636291] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:09.636317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:09.636372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:09.691842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:09.692742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:09.692826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:09.692857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:09.813035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:09.813200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:09.813240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:09.813268] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:09.816659] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-03T20:35:09.816969] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-03T20:35:09.817109] [INFO ] [sig       ] ASND: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:09.961126] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASND.txt
[2025-12-03T20:35:09.961284] [INFO ] [sig       ] [238/3516] Completed ASND in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.4m
[2025-12-03T20:35:09.961323] [INFO ] [sig       ] [239/3516] Forecasting ASNS...
[2025-12-03T20:35:09.961351] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-03T20:35:09.961379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-03T20:35:09.973055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-03T20:35:09.973358] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-03T20:35:09.974133] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-03T20:35:09.974184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:09.974214] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:09.974239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:09.974293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:10.029775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:10.030663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:10.030744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:10.030776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:10.143168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:10.143326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:10.143363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:10.143392] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:10.146704] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-03T20:35:10.146968] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-03T20:35:10.147110] [INFO ] [sig       ] ASNS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:10.284716] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASNS.txt
[2025-12-03T20:35:10.284874] [INFO ] [sig       ] [239/3516] Completed ASNS in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.4m
[2025-12-03T20:35:10.284914] [INFO ] [sig       ] [240/3516] Forecasting ASO...
[2025-12-03T20:35:10.284942] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-03T20:35:10.284971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-03T20:35:10.297365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-03T20:35:10.297753] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-03T20:35:10.298547] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-03T20:35:10.298616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:10.298650] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:10.298677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:10.298732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:10.354309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:10.355179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:10.355260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:10.355292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:10.472731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:10.472890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:10.472928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:10.472956] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:10.476475] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=90.02%)
[2025-12-03T20:35:10.476860] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-03T20:35:10.477010] [INFO ] [sig       ] ASO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:10.618223] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASO.txt
[2025-12-03T20:35:10.618381] [INFO ] [sig       ] [240/3516] Completed ASO in 0.3s | 2.97 sym/s | Total: 1.3m | ETA: 18.4m
[2025-12-03T20:35:10.618421] [INFO ] [sig       ] [241/3516] Forecasting ASPI...
[2025-12-03T20:35:10.618449] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-03T20:35:10.618477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-03T20:35:10.632971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-03T20:35:10.633538] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-03T20:35:10.634453] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-03T20:35:10.634506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:10.634597] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:10.634630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:10.634692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:10.691173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:10.692200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:10.692299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:10.692333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:10.813067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:10.813318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:10.813392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:10.813427] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:10.817381] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-03T20:35:10.817718] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-03T20:35:10.817865] [INFO ] [sig       ] ASPI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:10.962619] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASPI.txt
[2025-12-03T20:35:10.962833] [INFO ] [sig       ] [241/3516] Completed ASPI in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.4m
[2025-12-03T20:35:10.962878] [INFO ] [sig       ] [242/3516] Forecasting ASPN...
[2025-12-03T20:35:10.962907] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-03T20:35:10.962937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-03T20:35:10.976299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-03T20:35:10.976821] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-03T20:35:10.977730] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-03T20:35:10.977782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:10.977814] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:10.977841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:10.977897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:11.034097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:11.035029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:11.035124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:11.035156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:11.158319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:11.158455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:11.158494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:11.158522] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:11.161921] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=71.22%)
[2025-12-03T20:35:11.162204] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-03T20:35:11.162331] [INFO ] [sig       ] ASPN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:11.303377] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASPN.txt
[2025-12-03T20:35:11.303541] [INFO ] [sig       ] [242/3516] Completed ASPN in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.4m
[2025-12-03T20:35:11.303600] [INFO ] [sig       ] [243/3516] Forecasting ASPS...
[2025-12-03T20:35:11.303630] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-03T20:35:11.303658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-03T20:35:11.316302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-03T20:35:11.316820] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-03T20:35:11.317721] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-03T20:35:11.317772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:11.317805] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:11.317829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:11.317885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:11.375474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:11.376625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:11.376719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:11.376752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:11.495279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:11.495503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:11.495544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:11.495595] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:11.499356] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-12-03T20:35:11.499671] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-03T20:35:11.499804] [INFO ] [sig       ] ASPS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:11.637760] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASPS.txt
[2025-12-03T20:35:11.637999] [INFO ] [sig       ] [243/3516] Completed ASPS in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.4m
[2025-12-03T20:35:11.638049] [INFO ] [sig       ] [244/3516] Forecasting ASTE...
[2025-12-03T20:35:11.638079] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-03T20:35:11.638111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-03T20:35:11.651478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-03T20:35:11.652047] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-03T20:35:11.652960] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-03T20:35:11.653011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:11.653042] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:11.653066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:11.653122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:11.712628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:11.713655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:11.713741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:11.713772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:11.835949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:11.836112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:11.836151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:11.836214] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:11.839698] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=23.07%)
[2025-12-03T20:35:11.840002] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-03T20:35:11.840134] [INFO ] [sig       ] ASTE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:11.984832] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASTE.txt
[2025-12-03T20:35:11.984998] [INFO ] [sig       ] [244/3516] Completed ASTE in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.4m
[2025-12-03T20:35:11.985038] [INFO ] [sig       ] [245/3516] Forecasting ASTH...
[2025-12-03T20:35:11.985067] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-03T20:35:11.985096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-03T20:35:11.997526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-03T20:35:11.997848] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-03T20:35:11.998636] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-03T20:35:11.998686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:11.998744] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:11.998772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:11.998827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:12.054165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:12.054790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:12.054866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:12.054898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:12.172383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:12.172534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:12.172594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:12.172626] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:12.176045] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2025-12-03T20:35:12.176318] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-03T20:35:12.176447] [INFO ] [sig       ] ASTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:12.313838] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASTH.txt
[2025-12-03T20:35:12.313983] [INFO ] [sig       ] [245/3516] Completed ASTH in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.4m
[2025-12-03T20:35:12.314022] [INFO ] [sig       ] [246/3516] Forecasting ASTI...
[2025-12-03T20:35:12.314049] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-03T20:35:12.314077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-03T20:35:12.325489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-03T20:35:12.325890] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-03T20:35:12.326658] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-03T20:35:12.326708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:12.326738] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:12.326764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:12.326820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:12.382075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:12.382680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:12.382753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:12.382784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:12.502770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:12.502907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:12.502942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:12.502969] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:12.506221] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-03T20:35:12.506486] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-03T20:35:12.506627] [INFO ] [sig       ] ASTI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:12.643109] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ASTI.txt
[2025-12-03T20:35:12.643222] [INFO ] [sig       ] [246/3516] Completed ASTI in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.4m
[2025-12-03T20:35:12.643260] [INFO ] [sig       ] [247/3516] Forecasting ASTS...
[2025-12-03T20:35:12.643300] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-03T20:35:12.643331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-03T20:35:12.655244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-03T20:35:12.655592] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-03T20:35:12.656371] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-03T20:35:12.656421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:12.656452] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:12.656477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:12.656533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:12.712473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:12.713083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:12.713161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:12.713192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:12.834089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:12.834205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:12.834241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:12.834267] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:12.837612] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-12-03T20:35:12.837892] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-03T20:35:12.838043] [INFO ] [sig       ] ASTS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:12.974714] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASTS.txt
[2025-12-03T20:35:12.974840] [INFO ] [sig       ] [247/3516] Completed ASTS in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.4m
[2025-12-03T20:35:12.974878] [INFO ] [sig       ] [248/3516] Forecasting ASX...
[2025-12-03T20:35:12.974906] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-03T20:35:12.974935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-03T20:35:12.985691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-03T20:35:12.985967] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-03T20:35:12.986748] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-03T20:35:12.986797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:12.986827] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:12.986853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:12.986908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:13.042278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:13.042951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:13.043029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:13.043061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:13.164709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:13.164838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:13.164874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:13.164900] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:13.168134] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-12-03T20:35:13.168402] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-03T20:35:13.168525] [INFO ] [sig       ] ASX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:13.303974] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASX.txt
[2025-12-03T20:35:13.304080] [INFO ] [sig       ] [248/3516] Completed ASX in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.4m
[2025-12-03T20:35:13.304117] [INFO ] [sig       ] [249/3516] Forecasting ASYS...
[2025-12-03T20:35:13.304151] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-03T20:35:13.304181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-03T20:35:13.315016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-03T20:35:13.315322] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-03T20:35:13.316146] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-03T20:35:13.316198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:13.316230] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:13.316256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:13.316311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:13.372608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:13.373225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:13.373297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:13.373327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:13.492433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:13.492547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:13.492598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:13.492626] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:13.495855] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-03T20:35:13.496125] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-03T20:35:13.496248] [INFO ] [sig       ] ASYS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:13.632191] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ASYS.txt
[2025-12-03T20:35:13.632300] [INFO ] [sig       ] [249/3516] Completed ASYS in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:13.632338] [INFO ] [sig       ] [250/3516] Forecasting ATAI...
[2025-12-03T20:35:13.632366] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-03T20:35:13.632394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-03T20:35:13.643524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-03T20:35:13.643838] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-03T20:35:13.644657] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-03T20:35:13.644718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:13.644751] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:13.644779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:13.644836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:13.701379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:13.701993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:13.702066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:13.702097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:13.817997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:13.818128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:13.818164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:13.818194] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:13.821483] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-03T20:35:13.821788] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-03T20:35:13.821910] [INFO ] [sig       ] ATAI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:13.959991] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ATAI.txt
[2025-12-03T20:35:13.960103] [INFO ] [sig       ] [250/3516] Completed ATAI in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:13.960139] [INFO ] [sig       ] [251/3516] Forecasting ATEC...
[2025-12-03T20:35:13.960168] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-03T20:35:13.960196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-03T20:35:13.971748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-03T20:35:13.972031] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-03T20:35:13.972812] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-03T20:35:13.972862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:13.972894] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:13.972921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:13.972977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:14.029475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:14.030144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:14.030249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:14.030283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:14.151320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:14.151450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:14.151488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:14.151517] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:14.154862] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2025-12-03T20:35:14.155140] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-03T20:35:14.155268] [INFO ] [sig       ] ATEC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:14.293644] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ATEC.txt
[2025-12-03T20:35:14.293763] [INFO ] [sig       ] [251/3516] Completed ATEC in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:14.293800] [INFO ] [sig       ] [252/3516] Forecasting ATEX...
[2025-12-03T20:35:14.293826] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-03T20:35:14.293853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-03T20:35:14.304460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-03T20:35:14.304750] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-03T20:35:14.305495] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-03T20:35:14.305550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:14.305613] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:14.305651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:14.305720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:14.362052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:14.362691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:14.362769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:14.362801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:14.479197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:14.479304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:14.479340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:14.479383] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:14.482689] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-03T20:35:14.482967] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-03T20:35:14.483092] [INFO ] [sig       ] ATEX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:14.619505] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ATEX.txt
[2025-12-03T20:35:14.619643] [INFO ] [sig       ] [252/3516] Completed ATEX in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:14.619685] [INFO ] [sig       ] [253/3516] Forecasting ATGE...
[2025-12-03T20:35:14.619714] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-03T20:35:14.619744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-03T20:35:14.630985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-03T20:35:14.631273] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-03T20:35:14.632045] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-03T20:35:14.632094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:14.632125] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:14.632150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:14.632205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:14.688317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:14.688967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:14.689044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:14.689075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:14.805195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:14.805306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:14.805341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:14.805368] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:14.808569] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-12-03T20:35:14.808876] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-03T20:35:14.808999] [INFO ] [sig       ] ATGE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:14.949937] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ATGE.txt
[2025-12-03T20:35:14.950046] [INFO ] [sig       ] [253/3516] Completed ATGE in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:14.950085] [INFO ] [sig       ] [254/3516] Forecasting ATHA...
[2025-12-03T20:35:14.950114] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-03T20:35:14.950143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-03T20:35:14.961014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-03T20:35:14.961283] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-03T20:35:14.962063] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-03T20:35:14.962112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:14.962144] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:14.962170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:14.962229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:15.018270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:15.018915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:15.018989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:15.019034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:15.140119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:15.140225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:15.140259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:15.140286] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:15.143367] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-03T20:35:15.143645] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-03T20:35:15.143771] [INFO ] [sig       ] ATHA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:15.280950] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ATHA.txt
[2025-12-03T20:35:15.281093] [INFO ] [sig       ] [254/3516] Completed ATHA in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:15.281134] [INFO ] [sig       ] [255/3516] Forecasting ATHM...
[2025-12-03T20:35:15.281163] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-03T20:35:15.281192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-03T20:35:15.292085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-03T20:35:15.292371] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-03T20:35:15.293129] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-03T20:35:15.293179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:15.293211] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:15.293238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:15.293294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:15.352361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:15.354071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:15.354338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:15.354374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:15.482514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:15.482772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:15.482821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:15.482852] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:15.486854] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=90.21%)
[2025-12-03T20:35:15.487181] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-03T20:35:15.487333] [INFO ] [sig       ] ATHM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:15.628917] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ATHM.txt
[2025-12-03T20:35:15.629125] [INFO ] [sig       ] [255/3516] Completed ATHM in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:15.629168] [INFO ] [sig       ] [256/3516] Forecasting ATI...
[2025-12-03T20:35:15.629199] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-03T20:35:15.629231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-03T20:35:15.642602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-03T20:35:15.643064] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-03T20:35:15.643865] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-03T20:35:15.643917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:15.643949] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:15.643988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:15.644044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:15.700168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:15.701072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:15.701156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:15.701186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:15.822308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:15.822412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:15.822448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:15.822475] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:15.825806] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2025-12-03T20:35:15.826075] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-03T20:35:15.826197] [INFO ] [sig       ] ATI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:15.964303] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ATI.txt
[2025-12-03T20:35:15.964425] [INFO ] [sig       ] [256/3516] Completed ATI in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:15.964463] [INFO ] [sig       ] [257/3516] Forecasting ATLC...
[2025-12-03T20:35:15.964492] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-03T20:35:15.964520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-03T20:35:15.974999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-03T20:35:15.975293] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-03T20:35:15.976115] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-03T20:35:15.976166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:15.976198] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:15.976224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:15.976280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:16.033454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:16.034107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:16.034184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:16.034216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:16.154992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:16.155116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:16.155151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:16.155179] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:16.158424] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-03T20:35:16.158736] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-03T20:35:16.158871] [INFO ] [sig       ] ATLC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:16.295731] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ATLC.txt
[2025-12-03T20:35:16.295839] [INFO ] [sig       ] [257/3516] Completed ATLC in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:16.295878] [INFO ] [sig       ] [258/3516] Forecasting ATNI...
[2025-12-03T20:35:16.295905] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-03T20:35:16.295934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-03T20:35:16.307374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-03T20:35:16.307688] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-03T20:35:16.308516] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-03T20:35:16.308566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:16.308658] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:16.308688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:16.308743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:16.366164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:16.366944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:16.367025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:16.367057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:16.487883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:16.488064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:16.488100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:16.488126] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:16.491428] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-12-03T20:35:16.491712] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-03T20:35:16.491836] [INFO ] [sig       ] ATNI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:16.629536] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ATNI.txt
[2025-12-03T20:35:16.629713] [INFO ] [sig       ] [258/3516] Completed ATNI in 0.3s | 2.97 sym/s | Total: 1.4m | ETA: 18.3m
[2025-12-03T20:35:16.629753] [INFO ] [sig       ] [259/3516] Forecasting ATO...
[2025-12-03T20:35:16.629783] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-03T20:35:16.629811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-03T20:35:16.641376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-03T20:35:16.641756] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-03T20:35:16.642514] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-03T20:35:16.642563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:16.642615] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:16.642642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:16.642697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:16.701899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:16.702749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:16.702832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:16.702863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:16.824418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:16.824588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:16.824630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:16.824658] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:16.827989] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=42.37%)
[2025-12-03T20:35:16.828267] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-03T20:35:16.828395] [INFO ] [sig       ] ATO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:16.967014] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ATO.txt
[2025-12-03T20:35:16.967167] [INFO ] [sig       ] [259/3516] Completed ATO in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.3m
[2025-12-03T20:35:16.967206] [INFO ] [sig       ] [260/3516] Forecasting ATOM...
[2025-12-03T20:35:16.967234] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-03T20:35:16.967269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-03T20:35:16.979258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-03T20:35:16.979622] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-03T20:35:16.980398] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-03T20:35:16.980447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:16.980478] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:16.980504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:16.980559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:17.038721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:17.039558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:17.039674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:17.039715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:17.161873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:17.162027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:17.162064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:17.162090] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:17.165408] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-03T20:35:17.165723] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-03T20:35:17.165861] [INFO ] [sig       ] ATOM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:17.346419] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ATOM.txt
[2025-12-03T20:35:17.346550] [INFO ] [sig       ] [260/3516] Completed ATOM in 0.4s | 2.97 sym/s | Total: 1.5m | ETA: 18.3m
[2025-12-03T20:35:17.346605] [INFO ] [sig       ] [261/3516] Forecasting ATRC...
[2025-12-03T20:35:17.346636] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-03T20:35:17.346665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-03T20:35:17.357933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-03T20:35:17.358236] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-03T20:35:17.359001] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-03T20:35:17.359051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:17.359081] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:17.359107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:17.359162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:17.414681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:17.415271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:17.415350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:17.415380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:17.536710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:17.536849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:17.536885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:17.536944] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:17.540231] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-03T20:35:17.540499] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-03T20:35:17.540641] [INFO ] [sig       ] ATRC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:17.679235] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ATRC.txt
[2025-12-03T20:35:17.679350] [INFO ] [sig       ] [261/3516] Completed ATRC in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.3m
[2025-12-03T20:35:17.679388] [INFO ] [sig       ] [262/3516] Forecasting ATRO...
[2025-12-03T20:35:17.679417] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-03T20:35:17.679445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-03T20:35:17.690361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-03T20:35:17.690643] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-03T20:35:17.691395] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-03T20:35:17.691444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:17.691474] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:17.691500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:17.691559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:17.747173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:17.747768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:17.747843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:17.747875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:17.871296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:17.871422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:17.871456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:17.871483] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:17.874688] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=26.63%)
[2025-12-03T20:35:17.874946] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-03T20:35:17.875069] [INFO ] [sig       ] ATRO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:18.010559] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ATRO.txt
[2025-12-03T20:35:18.010709] [INFO ] [sig       ] [262/3516] Completed ATRO in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.3m
[2025-12-03T20:35:18.010747] [INFO ] [sig       ] [263/3516] Forecasting ATXS...
[2025-12-03T20:35:18.010777] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-03T20:35:18.010805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-03T20:35:18.021441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-03T20:35:18.021728] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-03T20:35:18.022465] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-03T20:35:18.022514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:18.022545] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:18.022589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:18.022649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:18.077530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:18.078143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:18.078217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:18.078248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:18.196111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:18.196228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:18.196263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:18.196291] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:18.199505] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-03T20:35:18.199784] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-03T20:35:18.199909] [INFO ] [sig       ] ATXS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:18.335543] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ATXS.txt
[2025-12-03T20:35:18.335677] [INFO ] [sig       ] [263/3516] Completed ATXS in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.3m
[2025-12-03T20:35:18.335734] [INFO ] [sig       ] [264/3516] Forecasting AUB...
[2025-12-03T20:35:18.335763] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-03T20:35:18.335792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-03T20:35:18.346629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-03T20:35:18.346897] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-03T20:35:18.347664] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-03T20:35:18.347714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:18.347744] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:18.347769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:18.347824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:18.402993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:18.403617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:18.403693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:18.403723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:18.519169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:18.519279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:18.519312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:18.519338] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:18.522464] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-03T20:35:18.522742] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-03T20:35:18.522866] [INFO ] [sig       ] AUB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:18.662131] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AUB.txt
[2025-12-03T20:35:18.662253] [INFO ] [sig       ] [264/3516] Completed AUB in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.3m
[2025-12-03T20:35:18.662291] [INFO ] [sig       ] [265/3516] Forecasting AUDC...
[2025-12-03T20:35:18.662318] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-03T20:35:18.662347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-03T20:35:18.673895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-03T20:35:18.674175] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-03T20:35:18.674951] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-03T20:35:18.675000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:18.675032] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:18.675058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:18.675113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:18.730725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:18.731305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:18.731380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:18.731411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:18.849808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:18.849912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:18.849951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:18.849978] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:18.853317] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=99.83%)
[2025-12-03T20:35:18.853610] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-03T20:35:18.853739] [INFO ] [sig       ] AUDC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:18.999933] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AUDC.txt
[2025-12-03T20:35:19.000060] [INFO ] [sig       ] [265/3516] Completed AUDC in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.3m
[2025-12-03T20:35:19.000098] [INFO ] [sig       ] [266/3516] Forecasting AUID...
[2025-12-03T20:35:19.000126] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-03T20:35:19.000154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-03T20:35:19.010982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-03T20:35:19.011319] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-03T20:35:19.012096] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-03T20:35:19.012145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:19.012176] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:19.012202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:19.012257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:19.068220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:19.068895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:19.068970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:19.069001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:19.189486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:19.189618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:19.189655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:19.189684] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:19.192915] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-12-03T20:35:19.193182] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-03T20:35:19.193303] [INFO ] [sig       ] AUID: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:19.329885] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AUID.txt
[2025-12-03T20:35:19.329990] [INFO ] [sig       ] [266/3516] Completed AUID in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:19.330027] [INFO ] [sig       ] [267/3516] Forecasting AUPH...
[2025-12-03T20:35:19.330054] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-03T20:35:19.330082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-03T20:35:19.340922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-03T20:35:19.341195] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-03T20:35:19.341964] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-03T20:35:19.342014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:19.342044] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:19.342070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:19.342124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:19.397005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:19.397617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:19.397691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:19.397722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:19.514958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:19.515077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:19.515112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:19.515139] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:19.518352] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-03T20:35:19.518638] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-03T20:35:19.518770] [INFO ] [sig       ] AUPH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:19.661078] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AUPH.txt
[2025-12-03T20:35:19.661191] [INFO ] [sig       ] [267/3516] Completed AUPH in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:19.661227] [INFO ] [sig       ] [268/3516] Forecasting AURA...
[2025-12-03T20:35:19.661255] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-03T20:35:19.661283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-03T20:35:19.672048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-03T20:35:19.672312] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-03T20:35:19.673066] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-03T20:35:19.673116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:19.673146] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:19.673173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:19.673227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:19.730125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:19.730736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:19.730836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:19.730868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:19.850985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:19.851103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:19.851138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:19.851165] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:19.854365] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-03T20:35:19.854648] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-03T20:35:19.854778] [INFO ] [sig       ] AURA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:19.991136] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AURA.txt
[2025-12-03T20:35:19.991248] [INFO ] [sig       ] [268/3516] Completed AURA in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:19.991284] [INFO ] [sig       ] [269/3516] Forecasting AUTL...
[2025-12-03T20:35:19.991312] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-03T20:35:19.991340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-03T20:35:20.002876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-03T20:35:20.003225] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-03T20:35:20.004052] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-03T20:35:20.004114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:20.004146] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:20.004172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:20.004228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:20.060646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:20.061266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:20.061342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:20.061375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:20.181453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:20.181585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:20.181622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:20.181649] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:20.184821] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-03T20:35:20.185083] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-03T20:35:20.185203] [INFO ] [sig       ] AUTL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:20.324494] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AUTL.txt
[2025-12-03T20:35:20.324631] [INFO ] [sig       ] [269/3516] Completed AUTL in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:20.324669] [INFO ] [sig       ] [270/3516] Forecasting AVA...
[2025-12-03T20:35:20.324698] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-03T20:35:20.324726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-03T20:35:20.336049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-03T20:35:20.336315] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-03T20:35:20.337082] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-03T20:35:20.337132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:20.337163] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:20.337188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:20.337242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:20.392119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:20.392738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:20.392816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:20.392846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:20.501863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:20.501978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:20.502012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:20.502038] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:20.505136] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-12-03T20:35:20.505394] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-03T20:35:20.505519] [INFO ] [sig       ] AVA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:20.642175] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AVA.txt
[2025-12-03T20:35:20.642285] [INFO ] [sig       ] [270/3516] Completed AVA in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:20.642321] [INFO ] [sig       ] [271/3516] Forecasting AVAH...
[2025-12-03T20:35:20.642349] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-03T20:35:20.642377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-03T20:35:20.653272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-03T20:35:20.653546] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-03T20:35:20.654373] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-03T20:35:20.654425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:20.654455] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:20.654481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:20.654537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:20.710989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:20.711560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:20.711651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:20.711683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:20.830042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:20.830369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:20.830405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:20.830432] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:20.833714] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=37.64%)
[2025-12-03T20:35:20.833983] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-03T20:35:20.834104] [INFO ] [sig       ] AVAH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:20.972322] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AVAH.txt
[2025-12-03T20:35:20.972500] [INFO ] [sig       ] [271/3516] Completed AVAH in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:20.972553] [INFO ] [sig       ] [272/3516] Forecasting AVAL...
[2025-12-03T20:35:20.972617] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-03T20:35:20.972661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-03T20:35:20.983210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-03T20:35:20.983477] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-03T20:35:20.984278] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-03T20:35:20.984327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:20.984358] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:20.984383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:20.984437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:21.039987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:21.040671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:21.040747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:21.040779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:21.157333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:21.157463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:21.157498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:21.157525] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:21.160841] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2025-12-03T20:35:21.161108] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-03T20:35:21.161233] [INFO ] [sig       ] AVAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:21.299591] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AVAL.txt
[2025-12-03T20:35:21.299708] [INFO ] [sig       ] [272/3516] Completed AVAL in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:21.299752] [INFO ] [sig       ] [273/3516] Forecasting AVB...
[2025-12-03T20:35:21.299781] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-03T20:35:21.299811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-03T20:35:21.311140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-03T20:35:21.311434] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-03T20:35:21.312244] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-03T20:35:21.312295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:21.312327] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:21.312354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:21.312410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:21.369453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:21.370127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:21.370203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:21.370235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:21.489511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:21.489641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:21.489679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:21.489707] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:21.492994] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-03T20:35:21.493285] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-03T20:35:21.493435] [INFO ] [sig       ] AVB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:21.633415] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AVB.txt
[2025-12-03T20:35:21.633533] [INFO ] [sig       ] [273/3516] Completed AVB in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:21.633586] [INFO ] [sig       ] [274/3516] Forecasting AVBP...
[2025-12-03T20:35:21.633617] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-03T20:35:21.633646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-03T20:35:21.644692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-03T20:35:21.644959] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-03T20:35:21.645754] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-03T20:35:21.645804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:21.645833] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:21.645858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:21.645913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:21.701741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:21.702349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:21.702427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:21.702458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:21.822508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:21.822627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:21.822665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:21.822692] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:21.826199] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=52.70%)
[2025-12-03T20:35:21.826519] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-03T20:35:21.826673] [INFO ] [sig       ] AVBP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:21.965060] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AVBP.txt
[2025-12-03T20:35:21.965187] [INFO ] [sig       ] [274/3516] Completed AVBP in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:21.965226] [INFO ] [sig       ] [275/3516] Forecasting AVD...
[2025-12-03T20:35:21.965254] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-03T20:35:21.965282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-03T20:35:21.975862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-03T20:35:21.976162] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-03T20:35:21.976967] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-03T20:35:21.977019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:21.977078] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:21.977110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:21.977185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:22.035430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:22.036125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:22.036200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:22.036231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:22.153155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:22.153292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:22.153329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:22.153356] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:22.156634] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2025-12-03T20:35:22.156901] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-03T20:35:22.157022] [INFO ] [sig       ] AVD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:22.301327] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AVD.txt
[2025-12-03T20:35:22.301443] [INFO ] [sig       ] [275/3516] Completed AVD in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:22.301481] [INFO ] [sig       ] [276/3516] Forecasting AVDL...
[2025-12-03T20:35:22.301508] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-03T20:35:22.301536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-03T20:35:22.312535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-03T20:35:22.312850] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-03T20:35:22.313626] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-03T20:35:22.313676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:22.313706] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:22.313731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:22.313785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:22.372345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:22.373001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:22.373077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:22.373111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:22.497618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:22.497738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:22.497791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:22.497821] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:22.501165] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-12-03T20:35:22.501435] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-03T20:35:22.501565] [INFO ] [sig       ] AVDL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:22.646078] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AVDL.txt
[2025-12-03T20:35:22.646202] [INFO ] [sig       ] [276/3516] Completed AVDL in 0.3s | 2.97 sym/s | Total: 1.5m | ETA: 18.2m
[2025-12-03T20:35:22.646240] [INFO ] [sig       ] [277/3516] Forecasting AVGO...
[2025-12-03T20:35:22.646271] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-03T20:35:22.646299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-03T20:35:22.657359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-03T20:35:22.657668] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-03T20:35:22.658493] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-03T20:35:22.658544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:22.658604] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:22.658642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:22.658698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:22.715358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:22.715957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:22.716030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:22.716061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:22.839820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:22.839959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:22.839995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:22.840024] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:22.843379] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-12-03T20:35:22.843675] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-03T20:35:22.843805] [INFO ] [sig       ] AVGO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:22.988562] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AVGO.txt
[2025-12-03T20:35:22.988708] [INFO ] [sig       ] [277/3516] Completed AVGO in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.2m
[2025-12-03T20:35:22.988747] [INFO ] [sig       ] [278/3516] Forecasting AVGX...
[2025-12-03T20:35:22.988775] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-03T20:35:22.988806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-03T20:35:22.999952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-03T20:35:23.000241] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-03T20:35:23.001003] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-03T20:35:23.001053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:23.001083] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:23.001108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:23.001162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:23.056177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:23.056840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:23.056914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:23.056945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:23.177565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:23.177705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:23.177741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:23.177800] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:23.181050] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=57.30%)
[2025-12-03T20:35:23.181312] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-03T20:35:23.181440] [INFO ] [sig       ] AVGX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:23.318375] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AVGX.txt
[2025-12-03T20:35:23.318483] [INFO ] [sig       ] [278/3516] Completed AVGX in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.2m
[2025-12-03T20:35:23.318520] [INFO ] [sig       ] [279/3516] Forecasting AVK...
[2025-12-03T20:35:23.318549] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-03T20:35:23.318594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-03T20:35:23.330057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-03T20:35:23.330334] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-03T20:35:23.331097] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-03T20:35:23.331148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:23.331178] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:23.331203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:23.331258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:23.387546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:23.388187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:23.388264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:23.388295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:23.504168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:23.504306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:23.504343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:23.504369] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:23.507650] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-12-03T20:35:23.507917] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-03T20:35:23.508065] [INFO ] [sig       ] AVK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:23.651931] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AVK.txt
[2025-12-03T20:35:23.652271] [INFO ] [sig       ] [279/3516] Completed AVK in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.2m
[2025-12-03T20:35:23.652308] [INFO ] [sig       ] [280/3516] Forecasting AVNS...
[2025-12-03T20:35:23.652338] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-03T20:35:23.652365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-03T20:35:23.664474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-03T20:35:23.664776] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-03T20:35:23.665594] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-03T20:35:23.665644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:23.665685] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:23.665712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:23.665768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:23.720944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:23.721532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:23.721622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:23.721655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:23.839905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:23.840041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:23.840077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:23.840105] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:23.843339] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2025-12-03T20:35:23.843619] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-03T20:35:23.843746] [INFO ] [sig       ] AVNS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:23.982093] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AVNS.txt
[2025-12-03T20:35:23.982233] [INFO ] [sig       ] [280/3516] Completed AVNS in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.2m
[2025-12-03T20:35:23.982270] [INFO ] [sig       ] [281/3516] Forecasting AVO...
[2025-12-03T20:35:23.982298] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-03T20:35:23.982327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-03T20:35:23.993676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-03T20:35:23.993969] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-03T20:35:23.994737] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-03T20:35:23.994786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:23.994815] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:23.994840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:23.994895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:24.050427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:24.051178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:24.051256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:24.051287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:24.165893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:24.166040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:24.166077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:24.166105] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:24.169364] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=80.49%)
[2025-12-03T20:35:24.169650] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-03T20:35:24.169776] [INFO ] [sig       ] AVO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:24.306388] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AVO.txt
[2025-12-03T20:35:24.306516] [INFO ] [sig       ] [281/3516] Completed AVO in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:24.306554] [INFO ] [sig       ] [282/3516] Forecasting AVTX...
[2025-12-03T20:35:24.306600] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-03T20:35:24.306630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-03T20:35:24.317322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-03T20:35:24.317645] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-03T20:35:24.318425] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-03T20:35:24.318474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:24.318505] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:24.318531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:24.318608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:24.374207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:24.374946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:24.375023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:24.375054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:24.495849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:24.495996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:24.496032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:24.496059] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:24.499356] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=38.30%)
[2025-12-03T20:35:24.499647] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-03T20:35:24.499773] [INFO ] [sig       ] AVTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:24.635192] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AVTX.txt
[2025-12-03T20:35:24.635328] [INFO ] [sig       ] [282/3516] Completed AVTX in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:24.635366] [INFO ] [sig       ] [283/3516] Forecasting AVXL...
[2025-12-03T20:35:24.635393] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-03T20:35:24.635420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-03T20:35:24.645946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-03T20:35:24.646263] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-03T20:35:24.647041] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-03T20:35:24.647090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:24.647120] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:24.647146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:24.647201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:24.701855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:24.702474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:24.702548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:24.702598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:24.822239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:24.822405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:24.822448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:24.822477] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:24.825822] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-03T20:35:24.826114] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-03T20:35:24.826247] [INFO ] [sig       ] AVXL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:24.966820] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AVXL.txt
[2025-12-03T20:35:24.966967] [INFO ] [sig       ] [283/3516] Completed AVXL in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:24.967006] [INFO ] [sig       ] [284/3516] Forecasting AVY...
[2025-12-03T20:35:24.967039] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-03T20:35:24.967068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-03T20:35:24.978520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-03T20:35:24.978858] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-03T20:35:24.979626] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-03T20:35:24.979675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:24.979705] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:24.979731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:24.979785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:25.034933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:25.035724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:25.035802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:25.035835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:25.152388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:25.152536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:25.152590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:25.152621] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:25.155889] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-03T20:35:25.156155] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-03T20:35:25.156277] [INFO ] [sig       ] AVY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:25.292073] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AVY.txt
[2025-12-03T20:35:25.292206] [INFO ] [sig       ] [284/3516] Completed AVY in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:25.292243] [INFO ] [sig       ] [285/3516] Forecasting AWF...
[2025-12-03T20:35:25.292270] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-03T20:35:25.292298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-03T20:35:25.304391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-03T20:35:25.304755] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-03T20:35:25.305514] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-03T20:35:25.305564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:25.305614] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:25.305641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:25.305696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:25.363029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:25.363920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:25.364059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:25.364094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:25.486343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:25.486490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:25.486527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:25.486556] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:25.490038] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=55.41%)
[2025-12-03T20:35:25.490322] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-03T20:35:25.490518] [INFO ] [sig       ] AWF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:25.630482] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AWF.txt
[2025-12-03T20:35:25.630624] [INFO ] [sig       ] [285/3516] Completed AWF in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:25.630664] [INFO ] [sig       ] [286/3516] Forecasting AWI...
[2025-12-03T20:35:25.630692] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-03T20:35:25.630721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-03T20:35:25.642838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-03T20:35:25.643195] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-03T20:35:25.644007] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-03T20:35:25.644058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:25.644090] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:25.644116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:25.644172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:25.701686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:25.702340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:25.702423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:25.702454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:25.824419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:25.824606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:25.824647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:25.824675] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:25.828102] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-12-03T20:35:25.828377] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-03T20:35:25.828506] [INFO ] [sig       ] AWI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:25.975546] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AWI.txt
[2025-12-03T20:35:25.975724] [INFO ] [sig       ] [286/3516] Completed AWI in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:25.975766] [INFO ] [sig       ] [287/3516] Forecasting AWK...
[2025-12-03T20:35:25.975796] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-03T20:35:25.975827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-03T20:35:25.987868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-03T20:35:25.988206] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-03T20:35:25.989005] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-03T20:35:25.989066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:25.989108] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:25.989136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:25.989192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:26.045982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:26.046772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:26.046858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:26.046894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:26.162829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:26.162976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:26.163012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:26.163055] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:26.166330] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2025-12-03T20:35:26.166611] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-03T20:35:26.166736] [INFO ] [sig       ] AWK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:26.310639] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AWK.txt
[2025-12-03T20:35:26.310772] [INFO ] [sig       ] [287/3516] Completed AWK in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:26.310810] [INFO ] [sig       ] [288/3516] Forecasting AWRE...
[2025-12-03T20:35:26.310838] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-03T20:35:26.310867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-03T20:35:26.321756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-03T20:35:26.322125] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-03T20:35:26.322969] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-03T20:35:26.323018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:26.323049] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:26.323074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:26.323129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:26.378016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:26.378754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:26.378835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:26.378866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:26.490676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:26.490839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:26.490884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:26.490916] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:26.494314] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-03T20:35:26.494602] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-03T20:35:26.494731] [INFO ] [sig       ] AWRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:26.635101] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AWRE.txt
[2025-12-03T20:35:26.635273] [INFO ] [sig       ] [288/3516] Completed AWRE in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:26.635311] [INFO ] [sig       ] [289/3516] Forecasting AXGN...
[2025-12-03T20:35:26.635340] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-03T20:35:26.635371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-03T20:35:26.647227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-03T20:35:26.647557] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-03T20:35:26.648373] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-03T20:35:26.648423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:26.648453] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:26.648478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:26.648533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:26.706378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:26.707237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:26.707320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:26.707369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:26.838765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:26.838930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:26.838968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:26.838995] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:26.842743] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-12-03T20:35:26.843029] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-03T20:35:26.843161] [INFO ] [sig       ] AXGN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:26.982341] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AXGN.txt
[2025-12-03T20:35:26.982485] [INFO ] [sig       ] [289/3516] Completed AXGN in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:26.982524] [INFO ] [sig       ] [290/3516] Forecasting AXON...
[2025-12-03T20:35:26.982553] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-03T20:35:26.982599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-03T20:35:26.993772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-03T20:35:26.994086] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-03T20:35:26.994851] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-03T20:35:26.994904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:26.994934] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:26.994960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:26.995014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:27.049544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:27.050258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:27.050336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:27.050367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:27.166496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:27.166668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:27.166711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:27.166740] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:27.170320] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-03T20:35:27.170731] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-03T20:35:27.170874] [INFO ] [sig       ] AXON: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:27.306330] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AXON.txt
[2025-12-03T20:35:27.306472] [INFO ] [sig       ] [290/3516] Completed AXON in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:27.306510] [INFO ] [sig       ] [291/3516] Forecasting AXP...
[2025-12-03T20:35:27.306538] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-03T20:35:27.306567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-03T20:35:27.317958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-03T20:35:27.318818] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-03T20:35:27.320064] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-03T20:35:27.320115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:27.320147] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:27.320172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:27.320242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:27.375139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:27.375789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:27.375866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:27.375897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:27.498619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:27.498775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:27.498813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:27.498842] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:27.502191] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-03T20:35:27.502460] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-03T20:35:27.502608] [INFO ] [sig       ] AXP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:27.646599] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AXP.txt
[2025-12-03T20:35:27.646743] [INFO ] [sig       ] [291/3516] Completed AXP in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:27.646781] [INFO ] [sig       ] [292/3516] Forecasting AXS...
[2025-12-03T20:35:27.646811] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-03T20:35:27.646839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-03T20:35:27.659260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-03T20:35:27.659661] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-03T20:35:27.660555] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-03T20:35:27.660632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:27.660694] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:27.660722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:27.660779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:27.720310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:27.721129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:27.721212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:27.721247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:27.842924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:27.843074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:27.843112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:27.843138] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:27.846472] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-03T20:35:27.846758] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-03T20:35:27.846892] [INFO ] [sig       ] AXS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:27.982898] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AXS.txt
[2025-12-03T20:35:27.983021] [INFO ] [sig       ] [292/3516] Completed AXS in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:27.983058] [INFO ] [sig       ] [293/3516] Forecasting AXSM...
[2025-12-03T20:35:27.983087] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-03T20:35:27.983116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-03T20:35:27.994197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-03T20:35:27.994469] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-03T20:35:27.995232] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-03T20:35:27.995317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:27.995348] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:27.995373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:27.995427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:28.050661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:28.051301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:28.051374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:28.051405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:28.168516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:28.168691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:28.168730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:28.168756] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:28.172200] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=45.84%)
[2025-12-03T20:35:28.172537] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-03T20:35:28.172703] [INFO ] [sig       ] AXSM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:28.310300] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AXSM.txt
[2025-12-03T20:35:28.310426] [INFO ] [sig       ] [293/3516] Completed AXSM in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:28.310462] [INFO ] [sig       ] [294/3516] Forecasting AXTA...
[2025-12-03T20:35:28.310490] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-03T20:35:28.310518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-03T20:35:28.321433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-03T20:35:28.321718] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-03T20:35:28.322456] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-03T20:35:28.322505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:28.322535] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:28.322560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:28.322636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:28.378104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:28.378885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:28.378978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:28.379015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:28.499815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:28.499975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:28.500012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:28.500039] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:28.503346] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=28.43%)
[2025-12-03T20:35:28.503626] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-03T20:35:28.503752] [INFO ] [sig       ] AXTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:28.647212] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AXTA.txt
[2025-12-03T20:35:28.647371] [INFO ] [sig       ] [294/3516] Completed AXTA in 0.3s | 2.97 sym/s | Total: 1.6m | ETA: 18.1m
[2025-12-03T20:35:28.647411] [INFO ] [sig       ] [295/3516] Forecasting AXTI...
[2025-12-03T20:35:28.647439] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-03T20:35:28.647468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-03T20:35:28.658876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-03T20:35:28.659244] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-03T20:35:28.660098] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-03T20:35:28.660149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:28.660178] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:28.660202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:28.660257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:28.716719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:28.717505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:28.717600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:28.717633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:28.845561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:28.845740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:28.845785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:28.845850] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:28.850070] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-12-03T20:35:28.850521] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-03T20:35:28.850723] [INFO ] [sig       ] AXTI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:28.989079] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AXTI.txt
[2025-12-03T20:35:28.989222] [INFO ] [sig       ] [295/3516] Completed AXTI in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.1m
[2025-12-03T20:35:28.989260] [INFO ] [sig       ] [296/3516] Forecasting AYI...
[2025-12-03T20:35:28.989290] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-03T20:35:28.989318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-03T20:35:29.000709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-03T20:35:29.000996] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-03T20:35:29.001810] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-03T20:35:29.001861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:29.001892] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:29.001917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:29.001972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:29.059884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:29.060631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:29.060711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:29.060743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:29.188029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:29.188184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:29.188222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:29.188248] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:29.191626] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2025-12-03T20:35:29.191900] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-03T20:35:29.192029] [INFO ] [sig       ] AYI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:29.327407] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AYI.txt
[2025-12-03T20:35:29.327544] [INFO ] [sig       ] [296/3516] Completed AYI in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.1m
[2025-12-03T20:35:29.327604] [INFO ] [sig       ] [297/3516] Forecasting AZ...
[2025-12-03T20:35:29.327637] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-03T20:35:29.327676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-03T20:35:29.339228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-03T20:35:29.339513] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-03T20:35:29.340296] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-03T20:35:29.340347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:29.340377] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:29.340401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:29.340456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:29.396974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:29.397740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:29.397819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:29.397852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:29.515400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:29.515547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:29.515601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:29.515631] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:29.521921] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=63.47%)
[2025-12-03T20:35:29.522217] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-03T20:35:29.522357] [INFO ] [sig       ] AZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:29.660422] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AZ.txt
[2025-12-03T20:35:29.660561] [INFO ] [sig       ] [297/3516] Completed AZ in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.1m
[2025-12-03T20:35:29.660623] [INFO ] [sig       ] [298/3516] Forecasting AZN...
[2025-12-03T20:35:29.660654] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-03T20:35:29.660683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-03T20:35:29.673198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-03T20:35:29.673659] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-03T20:35:29.674663] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-03T20:35:29.674724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:29.674757] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:29.674783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:29.674840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:29.730978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:29.731878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:29.731968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:29.731999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:29.854603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:29.854756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:29.854794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:29.854820] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:29.858249] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-03T20:35:29.858591] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-03T20:35:29.858726] [INFO ] [sig       ] AZN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:29.996734] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AZN.txt
[2025-12-03T20:35:29.996897] [INFO ] [sig       ] [298/3516] Completed AZN in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:29.996936] [INFO ] [sig       ] [299/3516] Forecasting AZO...
[2025-12-03T20:35:29.996964] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-03T20:35:29.996992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-03T20:35:30.008653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-03T20:35:30.009051] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-03T20:35:30.009877] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-03T20:35:30.009929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:30.009966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:30.009993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:30.010049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:30.066216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:30.067043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:30.067120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:30.067152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:30.185516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:30.185689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:30.185729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:30.185756] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:30.189137] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2025-12-03T20:35:30.189434] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-03T20:35:30.189565] [INFO ] [sig       ] AZO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:30.327789] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AZO.txt
[2025-12-03T20:35:30.327939] [INFO ] [sig       ] [299/3516] Completed AZO in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:30.327992] [INFO ] [sig       ] [300/3516] Forecasting AZTA...
[2025-12-03T20:35:30.328024] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-03T20:35:30.328053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-03T20:35:30.339332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-03T20:35:30.339651] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-03T20:35:30.340502] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-03T20:35:30.340554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:30.340616] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:30.340647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:30.340704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:30.397671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:30.398526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:30.398636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:30.398669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:30.519820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:30.519975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:30.520033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:30.520061] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:30.523382] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-12-03T20:35:30.523706] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-03T20:35:30.523838] [INFO ] [sig       ] AZTA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:30.669958] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/AZTA.txt
[2025-12-03T20:35:30.670138] [INFO ] [sig       ] [300/3516] Completed AZTA in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:30.670182] [INFO ] [sig       ] [301/3516] Forecasting AZZ...
[2025-12-03T20:35:30.670212] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-03T20:35:30.670243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-03T20:35:30.682022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-03T20:35:30.682415] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-03T20:35:30.683245] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-03T20:35:30.683298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:30.683329] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:30.683355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:30.683412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:30.741152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:30.742068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:30.742168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:30.742202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:30.857593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:30.857749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:30.857786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:30.857813] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:30.861307] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=0.12%)
[2025-12-03T20:35:30.861628] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-03T20:35:30.861767] [INFO ] [sig       ] AZZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:31.009650] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/AZZ.txt
[2025-12-03T20:35:31.009809] [INFO ] [sig       ] [301/3516] Completed AZZ in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:31.009849] [INFO ] [sig       ] [302/3516] Forecasting BA...
[2025-12-03T20:35:31.009877] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-03T20:35:31.009906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-03T20:35:31.021190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-03T20:35:31.021556] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-03T20:35:31.022379] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-03T20:35:31.022430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:31.022461] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:31.022487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:31.022542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:31.079614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:31.080475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:31.080604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:31.080642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:31.203894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:31.204047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:31.204086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:31.204114] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:31.207476] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-12-03T20:35:31.207793] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-03T20:35:31.207925] [INFO ] [sig       ] BA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:31.349138] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BA.txt
[2025-12-03T20:35:31.349270] [INFO ] [sig       ] [302/3516] Completed BA in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:31.349309] [INFO ] [sig       ] [303/3516] Forecasting BABA...
[2025-12-03T20:35:31.349338] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-03T20:35:31.349367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-03T20:35:31.360632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-03T20:35:31.360984] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-03T20:35:31.361776] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-03T20:35:31.361827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:31.361858] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:31.361883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:31.361939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:31.420232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:31.421085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:31.421164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:31.421197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:31.544338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:31.544520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:31.544563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:31.544613] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:31.548109] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-12-03T20:35:31.548444] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-03T20:35:31.548612] [INFO ] [sig       ] BABA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:31.691370] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BABA.txt
[2025-12-03T20:35:31.691522] [INFO ] [sig       ] [303/3516] Completed BABA in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:31.691559] [INFO ] [sig       ] [304/3516] Forecasting BABX...
[2025-12-03T20:35:31.691607] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-03T20:35:31.691636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-03T20:35:31.702471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-03T20:35:31.702805] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-03T20:35:31.703628] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-03T20:35:31.703680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:31.703722] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:31.703750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:31.703806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:31.761603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:31.762457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:31.762545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:31.762599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:31.883957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:31.884123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:31.884164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:31.884193] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:31.887594] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-12-03T20:35:31.887869] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-03T20:35:31.888270] [INFO ] [sig       ] BABX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:32.035149] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BABX.txt
[2025-12-03T20:35:32.035305] [INFO ] [sig       ] [304/3516] Completed BABX in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:32.035344] [INFO ] [sig       ] [305/3516] Forecasting BAC...
[2025-12-03T20:35:32.035372] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-03T20:35:32.035403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-03T20:35:32.046616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-03T20:35:32.046972] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-03T20:35:32.047760] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-03T20:35:32.047810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:32.047841] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:32.047866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:32.047920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:32.108072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:32.109055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:32.109151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:32.109184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:32.231420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:32.231569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:32.231624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:32.231652] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:32.234923] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-03T20:35:32.235186] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-03T20:35:32.235308] [INFO ] [sig       ] BAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:32.380758] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BAC.txt
[2025-12-03T20:35:32.380936] [INFO ] [sig       ] [305/3516] Completed BAC in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:32.380975] [INFO ] [sig       ] [306/3516] Forecasting BAH...
[2025-12-03T20:35:32.381005] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-03T20:35:32.381033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-03T20:35:32.392778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-03T20:35:32.393164] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-03T20:35:32.393994] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-03T20:35:32.394053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:32.394086] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:32.394114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:32.394172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:32.450269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:32.451081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:32.451165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:32.451196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:32.575333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:32.575482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:32.575519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:32.575547] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:32.578937] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-03T20:35:32.579248] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-03T20:35:32.579384] [INFO ] [sig       ] BAH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:32.718488] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BAH.txt
[2025-12-03T20:35:32.718656] [INFO ] [sig       ] [306/3516] Completed BAH in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:32.718698] [INFO ] [sig       ] [307/3516] Forecasting BAK...
[2025-12-03T20:35:32.718725] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-03T20:35:32.718754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-03T20:35:32.729692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-03T20:35:32.730074] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-03T20:35:32.730886] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-03T20:35:32.730937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:32.730968] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:32.730994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:32.731049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:32.790002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:32.790883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:32.790964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:32.790996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:32.911653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:32.911811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:32.911848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:32.911876] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:32.915199] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-12-03T20:35:32.915473] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-03T20:35:32.915620] [INFO ] [sig       ] BAK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:33.066819] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BAK.txt
[2025-12-03T20:35:33.066977] [INFO ] [sig       ] [307/3516] Completed BAK in 0.3s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:33.067018] [INFO ] [sig       ] [308/3516] Forecasting BALL...
[2025-12-03T20:35:33.067053] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-03T20:35:33.067083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-03T20:35:33.078356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-03T20:35:33.078707] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-03T20:35:33.079476] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-03T20:35:33.079526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:33.079557] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:33.079602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:33.079659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:33.137040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:33.138028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:33.138124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:33.138157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:33.272832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:33.272996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:33.273038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:33.273066] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:33.277002] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-03T20:35:33.277624] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-03T20:35:33.277800] [INFO ] [sig       ] BALL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:33.438210] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BALL.txt
[2025-12-03T20:35:33.438417] [INFO ] [sig       ] [308/3516] Completed BALL in 0.4s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:33.438468] [INFO ] [sig       ] [309/3516] Forecasting BAM...
[2025-12-03T20:35:33.438506] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-03T20:35:33.438544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-03T20:35:33.455727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-03T20:35:33.456237] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-03T20:35:33.457353] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-03T20:35:33.457420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:33.457505] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:33.457549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:33.457663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:33.524962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:33.525911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:33.525999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:33.526031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:33.662449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:33.662668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:33.662726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:33.662775] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:33.666862] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-03T20:35:33.667241] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-03T20:35:33.667399] [INFO ] [sig       ] BAM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:33.846657] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BAM.txt
[2025-12-03T20:35:33.846864] [INFO ] [sig       ] [309/3516] Completed BAM in 0.4s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:33.846926] [INFO ] [sig       ] [310/3516] Forecasting BAND...
[2025-12-03T20:35:33.846966] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-03T20:35:33.846998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-03T20:35:33.863132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-03T20:35:33.863610] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-03T20:35:33.864558] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-03T20:35:33.864633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:33.864666] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:33.864691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:33.864747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:33.924442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:33.925363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:33.925458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:33.925490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:34.065096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:34.065260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:34.065301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:34.065327] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:34.068932] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-12-03T20:35:34.069255] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-03T20:35:34.069393] [INFO ] [sig       ] BAND: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:34.214301] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BAND.txt
[2025-12-03T20:35:34.214462] [INFO ] [sig       ] [310/3516] Completed BAND in 0.4s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:34.214503] [INFO ] [sig       ] [311/3516] Forecasting BANF...
[2025-12-03T20:35:34.214531] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-03T20:35:34.214559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-03T20:35:34.230351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-03T20:35:34.230869] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-03T20:35:34.232067] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-03T20:35:34.232136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:34.232189] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:34.232236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:34.232328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:34.305911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:34.306911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:34.307008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:34.307050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:34.432455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:34.432639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:34.432680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:34.432725] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:34.436543] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-03T20:35:34.436846] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-03T20:35:34.436982] [INFO ] [sig       ] BANF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:34.582433] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BANF.txt
[2025-12-03T20:35:34.582608] [INFO ] [sig       ] [311/3516] Completed BANF in 0.4s | 2.97 sym/s | Total: 1.7m | ETA: 18.0m
[2025-12-03T20:35:34.582651] [INFO ] [sig       ] [312/3516] Forecasting BANX...
[2025-12-03T20:35:34.582680] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-03T20:35:34.582720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-03T20:35:34.594398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-03T20:35:34.594783] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-03T20:35:34.595540] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-03T20:35:34.595613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:34.595644] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:34.595670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:34.595729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:34.653893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:34.654753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:34.654840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:34.654873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:34.770551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:34.770724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:34.770764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:34.770839] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:34.774281] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-03T20:35:34.774567] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-03T20:35:34.774722] [INFO ] [sig       ] BANX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:34.918632] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BANX.txt
[2025-12-03T20:35:34.918769] [INFO ] [sig       ] [312/3516] Completed BANX in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.0m
[2025-12-03T20:35:34.918810] [INFO ] [sig       ] [313/3516] Forecasting BAP...
[2025-12-03T20:35:34.918841] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-03T20:35:34.918871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-03T20:35:34.931275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-03T20:35:34.931659] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-03T20:35:34.932413] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-03T20:35:34.932463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:34.932493] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:34.932518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:34.932612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:34.989227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:34.990054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:34.990148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:34.990188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:35.107232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:35.107379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:35.107416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:35.107443] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:35.113908] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-03T20:35:35.114192] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-03T20:35:35.114321] [INFO ] [sig       ] BAP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:35.253446] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BAP.txt
[2025-12-03T20:35:35.253598] [INFO ] [sig       ] [313/3516] Completed BAP in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.0m
[2025-12-03T20:35:35.253647] [INFO ] [sig       ] [314/3516] Forecasting BATRA...
[2025-12-03T20:35:35.253678] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-03T20:35:35.253708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-03T20:35:35.265186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-03T20:35:35.265470] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-03T20:35:35.266273] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-03T20:35:35.266323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:35.266355] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:35.266381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:35.266439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:35.324615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:35.325301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:35.325382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:35.325415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:35.447125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:35.447274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:35.447314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:35.447343] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:35.450810] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-12-03T20:35:35.451094] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-03T20:35:35.451223] [INFO ] [sig       ] BATRA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:35.593472] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BATRA.txt
[2025-12-03T20:35:35.593621] [INFO ] [sig       ] [314/3516] Completed BATRA in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.0m
[2025-12-03T20:35:35.593661] [INFO ] [sig       ] [315/3516] Forecasting BATRK...
[2025-12-03T20:35:35.593689] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-03T20:35:35.593718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-03T20:35:35.604907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-03T20:35:35.605230] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-03T20:35:35.606003] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-03T20:35:35.606059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:35.606089] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:35.606115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:35.606181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:35.662392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:35.663069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:35.663149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:35.663180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:35.783484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:35.783642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:35.783679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:35.783706] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:35.786983] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-03T20:35:35.787253] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-03T20:35:35.787374] [INFO ] [sig       ] BATRK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:35.929665] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BATRK.txt
[2025-12-03T20:35:35.929799] [INFO ] [sig       ] [315/3516] Completed BATRK in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.0m
[2025-12-03T20:35:35.929837] [INFO ] [sig       ] [316/3516] Forecasting BAX...
[2025-12-03T20:35:35.929865] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-03T20:35:35.929893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-03T20:35:35.941532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-03T20:35:35.941820] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-03T20:35:35.942585] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-03T20:35:35.942635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:35.942666] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:35.942692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:35.942747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:35.998112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:35.998808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:35.998885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:35.998919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:36.117667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:36.117811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:36.117848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:36.117876] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:36.121216] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=38.74%)
[2025-12-03T20:35:36.121486] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-03T20:35:36.121637] [INFO ] [sig       ] BAX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:36.259690] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BAX.txt
[2025-12-03T20:35:36.259817] [INFO ] [sig       ] [316/3516] Completed BAX in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.0m
[2025-12-03T20:35:36.259854] [INFO ] [sig       ] [317/3516] Forecasting BB...
[2025-12-03T20:35:36.259883] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-03T20:35:36.259910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-03T20:35:36.271400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-03T20:35:36.271721] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-03T20:35:36.272485] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-03T20:35:36.272550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:36.272604] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:36.272634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:36.272695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:36.329371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:36.330035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:36.330114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:36.330148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:36.455438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:36.455611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:36.455651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:36.455679] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:36.459039] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-12-03T20:35:36.459336] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-03T20:35:36.459463] [INFO ] [sig       ] BB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:36.596186] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BB.txt
[2025-12-03T20:35:36.596315] [INFO ] [sig       ] [317/3516] Completed BB in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.0m
[2025-12-03T20:35:36.596353] [INFO ] [sig       ] [318/3516] Forecasting BBCP...
[2025-12-03T20:35:36.596382] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-03T20:35:36.596411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-03T20:35:36.607512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-03T20:35:36.607836] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-03T20:35:36.608686] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-03T20:35:36.608737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:36.608769] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:36.608796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:36.608852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:36.665604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:36.666328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:36.666408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:36.666440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:36.792435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:36.792620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:36.792662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:36.792690] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:36.796267] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=46.84%)
[2025-12-03T20:35:36.796567] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-03T20:35:36.796716] [INFO ] [sig       ] BBCP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:36.934515] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BBCP.txt
[2025-12-03T20:35:36.934673] [INFO ] [sig       ] [318/3516] Completed BBCP in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.0m
[2025-12-03T20:35:36.934711] [INFO ] [sig       ] [319/3516] Forecasting BBD...
[2025-12-03T20:35:36.934741] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-03T20:35:36.934769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-03T20:35:36.945179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-03T20:35:36.945470] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-03T20:35:36.946234] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-03T20:35:36.946283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:36.946313] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:36.946343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:36.946437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:37.002157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:37.003171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:37.003269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:37.003346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:37.125425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:37.125565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:37.125623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:37.125652] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:37.129090] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=96.25%)
[2025-12-03T20:35:37.129387] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-03T20:35:37.129514] [INFO ] [sig       ] BBD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:37.269051] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BBD.txt
[2025-12-03T20:35:37.269243] [INFO ] [sig       ] [319/3516] Completed BBD in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.0m
[2025-12-03T20:35:37.269289] [INFO ] [sig       ] [320/3516] Forecasting BBDO...
[2025-12-03T20:35:37.269318] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-03T20:35:37.269347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-03T20:35:37.280225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-03T20:35:37.280538] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-03T20:35:37.281318] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-03T20:35:37.281367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:37.281397] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:37.281423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:37.281478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:37.336632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:37.337450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:37.337527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:37.337558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:37.457484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:37.457649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:37.457691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:37.457720] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:37.461400] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-12-03T20:35:37.461703] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-03T20:35:37.461831] [INFO ] [sig       ] BBDO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:37.605201] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BBDO.txt
[2025-12-03T20:35:37.605364] [INFO ] [sig       ] [320/3516] Completed BBDO in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 18.0m
[2025-12-03T20:35:37.605404] [INFO ] [sig       ] [321/3516] Forecasting BBH...
[2025-12-03T20:35:37.605433] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-03T20:35:37.605462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-03T20:35:37.616125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-03T20:35:37.616450] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-03T20:35:37.617229] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-03T20:35:37.617279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:37.617309] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:37.617334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:37.617389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:37.673274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:37.674129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:37.674231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:37.674267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:37.781448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:37.781534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:37.781566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:37.781611] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:37.784664] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-12-03T20:35:37.784923] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-03T20:35:37.785044] [INFO ] [sig       ] BBH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:37.922734] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BBH.txt
[2025-12-03T20:35:37.922838] [INFO ] [sig       ] [321/3516] Completed BBH in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 17.9m
[2025-12-03T20:35:37.922875] [INFO ] [sig       ] [322/3516] Forecasting BBIO...
[2025-12-03T20:35:37.922902] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-03T20:35:37.922930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-03T20:35:37.933778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-03T20:35:37.934028] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-03T20:35:37.934785] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-03T20:35:37.934834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:37.934864] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:37.934890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:37.934944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:37.990130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:37.990714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:37.990787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:37.990816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:38.114398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:38.114551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:38.114607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:38.114637] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:38.118074] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-12-03T20:35:38.118392] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-03T20:35:38.118529] [INFO ] [sig       ] BBIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:38.260855] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BBIO.txt
[2025-12-03T20:35:38.261044] [INFO ] [sig       ] [322/3516] Completed BBIO in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 17.9m
[2025-12-03T20:35:38.261091] [INFO ] [sig       ] [323/3516] Forecasting BBLG...
[2025-12-03T20:35:38.261119] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-03T20:35:38.261148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-03T20:35:38.272888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-03T20:35:38.273261] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-03T20:35:38.274244] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-03T20:35:38.274307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:38.274349] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:38.274379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:38.274437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:38.333327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:38.334210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:38.334309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:38.334343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:38.453555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:38.453714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:38.453755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:38.453782] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:38.457225] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2025-12-03T20:35:38.457511] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-03T20:35:38.457658] [INFO ] [sig       ] BBLG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:38.596669] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BBLG.txt
[2025-12-03T20:35:38.596802] [INFO ] [sig       ] [323/3516] Completed BBLG in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 17.9m
[2025-12-03T20:35:38.596841] [INFO ] [sig       ] [324/3516] Forecasting BBN...
[2025-12-03T20:35:38.596868] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-03T20:35:38.596897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-03T20:35:38.608614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-03T20:35:38.608938] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-03T20:35:38.609735] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-03T20:35:38.609785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:38.609817] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:38.609843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:38.609899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:38.666776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:38.667483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:38.667562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:38.667611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:38.783872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:38.784020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:38.784074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:38.784103] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:38.788084] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=60.71%)
[2025-12-03T20:35:38.788564] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-03T20:35:38.788714] [INFO ] [sig       ] BBN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:38.927816] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BBN.txt
[2025-12-03T20:35:38.927961] [INFO ] [sig       ] [324/3516] Completed BBN in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 17.9m
[2025-12-03T20:35:38.928032] [INFO ] [sig       ] [325/3516] Forecasting BBSI...
[2025-12-03T20:35:38.928062] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-03T20:35:38.928091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-03T20:35:38.938833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-03T20:35:38.939129] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-03T20:35:38.939953] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-03T20:35:38.940004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:38.940038] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:38.940064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:38.940123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:38.996547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:38.997277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:38.997357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:38.997389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:39.121319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:39.121470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:39.121509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:39.121538] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:39.125077] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=83.34%)
[2025-12-03T20:35:39.125361] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-03T20:35:39.125491] [INFO ] [sig       ] BBSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:39.263609] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BBSI.txt
[2025-12-03T20:35:39.263735] [INFO ] [sig       ] [325/3516] Completed BBSI in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 17.9m
[2025-12-03T20:35:39.263773] [INFO ] [sig       ] [326/3516] Forecasting BBUC...
[2025-12-03T20:35:39.263801] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-03T20:35:39.263829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-03T20:35:39.274769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-03T20:35:39.275067] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-03T20:35:39.275868] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-03T20:35:39.275918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:39.275978] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:39.276006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:39.276063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:39.332309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:39.333079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:39.333159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:39.333192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:39.452780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:39.452915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:39.452954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:39.452981] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:39.456373] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-03T20:35:39.456673] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-03T20:35:39.456803] [INFO ] [sig       ] BBUC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:39.597132] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BBUC.txt
[2025-12-03T20:35:39.597264] [INFO ] [sig       ] [326/3516] Completed BBUC in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 17.9m
[2025-12-03T20:35:39.597301] [INFO ] [sig       ] [327/3516] Forecasting BBVA...
[2025-12-03T20:35:39.597330] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-03T20:35:39.597358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-03T20:35:39.608774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-03T20:35:39.609076] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-03T20:35:39.609934] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-03T20:35:39.609985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:39.610018] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:39.610045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:39.610101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:39.668156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:39.668799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:39.668879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:39.668909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:39.790094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:39.790248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:39.790287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:39.790315] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:39.793753] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-03T20:35:39.794036] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-03T20:35:39.794165] [INFO ] [sig       ] BBVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:39.931299] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BBVA.txt
[2025-12-03T20:35:39.931423] [INFO ] [sig       ] [327/3516] Completed BBVA in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 17.9m
[2025-12-03T20:35:39.931461] [INFO ] [sig       ] [328/3516] Forecasting BBWI...
[2025-12-03T20:35:39.931488] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-03T20:35:39.931515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-03T20:35:39.943284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-03T20:35:39.943588] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-03T20:35:39.944354] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-03T20:35:39.944405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:39.944450] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:39.944478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:39.944534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:40.001531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:40.002308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:40.002391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:40.002424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:40.122159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:40.122283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:40.122320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:40.122347] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:40.125685] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=23.31%)
[2025-12-03T20:35:40.125969] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-03T20:35:40.126102] [INFO ] [sig       ] BBWI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:40.262451] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BBWI.txt
[2025-12-03T20:35:40.262594] [INFO ] [sig       ] [328/3516] Completed BBWI in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 17.9m
[2025-12-03T20:35:40.262633] [INFO ] [sig       ] [329/3516] Forecasting BBY...
[2025-12-03T20:35:40.262661] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-03T20:35:40.262690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-03T20:35:40.274546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-03T20:35:40.274865] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-03T20:35:40.275628] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-03T20:35:40.275677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:40.275707] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:40.275732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:40.275787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:40.335126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:40.335925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:40.336043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:40.336078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:40.456774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:40.456924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:40.456962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:40.457024] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:40.460599] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2025-12-03T20:35:40.460871] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-03T20:35:40.460998] [INFO ] [sig       ] BBY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:40.598218] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BBY.txt
[2025-12-03T20:35:40.598346] [INFO ] [sig       ] [329/3516] Completed BBY in 0.3s | 2.97 sym/s | Total: 1.8m | ETA: 17.9m
[2025-12-03T20:35:40.598382] [INFO ] [sig       ] [330/3516] Forecasting BC...
[2025-12-03T20:35:40.598411] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-03T20:35:40.598440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-03T20:35:40.610356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-03T20:35:40.610680] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-03T20:35:40.611425] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-03T20:35:40.611474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:40.611504] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:40.611529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:40.611603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:40.669601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:40.670311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:40.670391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:40.670423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:40.790102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:40.790256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:40.790293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:40.790319] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:40.793625] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-12-03T20:35:40.793910] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-03T20:35:40.794036] [INFO ] [sig       ] BC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:40.931956] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BC.txt
[2025-12-03T20:35:40.932081] [INFO ] [sig       ] [330/3516] Completed BC in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 17.9m
[2025-12-03T20:35:40.932120] [INFO ] [sig       ] [331/3516] Forecasting BCAL...
[2025-12-03T20:35:40.932148] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-03T20:35:40.932176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-03T20:35:40.944195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-03T20:35:40.944486] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-03T20:35:40.945256] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-03T20:35:40.945305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:40.945335] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:40.945360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:40.945415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:41.003259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:41.004108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:41.004187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:41.004219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:41.125620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:41.125784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:41.125823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:41.125851] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:41.129358] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-12-03T20:35:41.129652] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-03T20:35:41.129782] [INFO ] [sig       ] BCAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:41.266718] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCAL.txt
[2025-12-03T20:35:41.266847] [INFO ] [sig       ] [331/3516] Completed BCAL in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 17.9m
[2025-12-03T20:35:41.266884] [INFO ] [sig       ] [332/3516] Forecasting BCAX...
[2025-12-03T20:35:41.266918] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-03T20:35:41.266950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-03T20:35:41.279673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-03T20:35:41.280028] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-03T20:35:41.280837] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-03T20:35:41.280887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:41.280917] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:41.280943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:41.280998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:41.335965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:41.336707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:41.336789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:41.336820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:41.457773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:41.457954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:41.458084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:41.458129] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:41.462820] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-03T20:35:41.463254] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-03T20:35:41.463444] [INFO ] [sig       ] BCAX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:41.616149] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCAX.txt
[2025-12-03T20:35:41.616306] [INFO ] [sig       ] [332/3516] Completed BCAX in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 17.9m
[2025-12-03T20:35:41.616353] [INFO ] [sig       ] [333/3516] Forecasting BCBP...
[2025-12-03T20:35:41.616388] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-03T20:35:41.616418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-03T20:35:41.628502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-03T20:35:41.628961] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-03T20:35:41.629795] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-03T20:35:41.629845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:41.629877] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:41.629903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:41.629962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:41.686428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:41.687283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:41.687364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:41.687395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:41.807022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:41.807177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:41.807217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:41.807247] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:41.810690] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=16.91%)
[2025-12-03T20:35:41.810976] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-03T20:35:41.811102] [INFO ] [sig       ] BCBP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:41.961237] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCBP.txt
[2025-12-03T20:35:41.961367] [INFO ] [sig       ] [333/3516] Completed BCBP in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 17.9m
[2025-12-03T20:35:41.961406] [INFO ] [sig       ] [334/3516] Forecasting BCC...
[2025-12-03T20:35:41.961434] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-03T20:35:41.961463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-03T20:35:41.972420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-03T20:35:41.972713] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-03T20:35:41.973456] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-03T20:35:41.973506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:41.973537] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:41.973562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:41.973638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:42.030516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:42.031257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:42.031344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:42.031377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:42.148960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:42.149106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:42.149146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:42.149175] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:42.153183] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-03T20:35:42.153462] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-03T20:35:42.153610] [INFO ] [sig       ] BCC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:42.290414] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCC.txt
[2025-12-03T20:35:42.290532] [INFO ] [sig       ] [334/3516] Completed BCC in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 17.9m
[2025-12-03T20:35:42.290587] [INFO ] [sig       ] [335/3516] Forecasting BCDA...
[2025-12-03T20:35:42.290618] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-03T20:35:42.290646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-03T20:35:42.302566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-03T20:35:42.302861] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-03T20:35:42.303659] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-03T20:35:42.303710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:42.303740] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:42.303764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:42.303818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:42.363628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:42.364353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:42.364435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:42.364466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:42.476651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:42.476786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:42.476821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:42.476881] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:42.480139] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2025-12-03T20:35:42.480406] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-03T20:35:42.480528] [INFO ] [sig       ] BCDA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:42.616255] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCDA.txt
[2025-12-03T20:35:42.616373] [INFO ] [sig       ] [335/3516] Completed BCDA in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 17.9m
[2025-12-03T20:35:42.616410] [INFO ] [sig       ] [336/3516] Forecasting BCE...
[2025-12-03T20:35:42.616439] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-03T20:35:42.616468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-03T20:35:42.629518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-03T20:35:42.629980] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-03T20:35:42.630862] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-03T20:35:42.630920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:42.630952] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:42.630981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:42.631049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:42.689789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:42.690748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:42.690888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:42.690921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:42.813915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:42.814066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:42.814105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:42.814133] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:42.817412] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-03T20:35:42.817702] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-03T20:35:42.817827] [INFO ] [sig       ] BCE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:42.962302] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BCE.txt
[2025-12-03T20:35:42.962435] [INFO ] [sig       ] [336/3516] Completed BCE in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 17.9m
[2025-12-03T20:35:42.962473] [INFO ] [sig       ] [337/3516] Forecasting BCH...
[2025-12-03T20:35:42.962502] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-03T20:35:42.962531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-03T20:35:42.975964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-03T20:35:42.976640] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-03T20:35:42.977626] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-03T20:35:42.977686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:42.977725] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:42.977756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:42.977819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:43.039134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:43.040332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:43.040447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:43.040508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:43.165382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:43.165619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:43.165664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:43.165694] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:43.169839] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2025-12-03T20:35:43.170165] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-03T20:35:43.170310] [INFO ] [sig       ] BCH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:43.312154] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BCH.txt
[2025-12-03T20:35:43.312379] [INFO ] [sig       ] [337/3516] Completed BCH in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 17.9m
[2025-12-03T20:35:43.312427] [INFO ] [sig       ] [338/3516] Forecasting BCML...
[2025-12-03T20:35:43.312458] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-03T20:35:43.312490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-03T20:35:43.325699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-03T20:35:43.326281] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-03T20:35:43.327207] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-03T20:35:43.327260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:43.327293] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:43.327318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:43.327377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:43.385542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:43.386679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:43.386779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:43.386813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:43.500051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:43.500285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:43.500331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:43.500359] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:43.504272] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-03T20:35:43.504605] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-03T20:35:43.504749] [INFO ] [sig       ] BCML: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:43.651875] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCML.txt
[2025-12-03T20:35:43.652070] [INFO ] [sig       ] [338/3516] Completed BCML in 0.3s | 2.97 sym/s | Total: 1.9m | ETA: 17.9m
[2025-12-03T20:35:43.652114] [INFO ] [sig       ] [339/3516] Forecasting BCO...
[2025-12-03T20:35:43.652144] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-03T20:35:43.652173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-03T20:35:43.665650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-03T20:35:43.666167] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-03T20:35:43.667092] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-03T20:35:43.667145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:43.667178] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:43.667223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:43.667284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:43.729392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:43.730623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:43.730725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:43.730758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:43.860636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:43.860885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:43.860930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:43.860961] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:43.864989] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-03T20:35:43.865315] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-03T20:35:43.865467] [INFO ] [sig       ] BCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:44.009265] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BCO.txt
[2025-12-03T20:35:44.009530] [INFO ] [sig       ] [339/3516] Completed BCO in 0.4s | 2.97 sym/s | Total: 1.9m | ETA: 17.8m
[2025-12-03T20:35:44.009594] [INFO ] [sig       ] [340/3516] Forecasting BCPC...
[2025-12-03T20:35:44.009630] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-03T20:35:44.009660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-03T20:35:44.023270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-03T20:35:44.023884] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-03T20:35:44.024847] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-03T20:35:44.024904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:44.024943] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:44.024970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:44.025027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:44.081861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:44.082972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:44.083068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:44.083100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:44.216169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:44.216436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:44.216493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:44.216534] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:44.221939] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=30.99%)
[2025-12-03T20:35:44.222426] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-03T20:35:44.222633] [INFO ] [sig       ] BCPC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:44.376220] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCPC.txt
[2025-12-03T20:35:44.376435] [INFO ] [sig       ] [340/3516] Completed BCPC in 0.4s | 2.97 sym/s | Total: 1.9m | ETA: 17.8m
[2025-12-03T20:35:44.376483] [INFO ] [sig       ] [341/3516] Forecasting BCRX...
[2025-12-03T20:35:44.376522] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-03T20:35:44.376562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-03T20:35:44.390070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-03T20:35:44.390670] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-03T20:35:44.391859] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-03T20:35:44.391912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:44.391946] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:44.391972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:44.392030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:44.448972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:44.450193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:44.450311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:44.450344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:44.581029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:44.581366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:44.581412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:44.581442] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:44.585362] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-12-03T20:35:44.585706] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-03T20:35:44.585846] [INFO ] [sig       ] BCRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:44.728651] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BCRX.txt
[2025-12-03T20:35:44.728878] [INFO ] [sig       ] [341/3516] Completed BCRX in 0.4s | 2.97 sym/s | Total: 1.9m | ETA: 17.8m
[2025-12-03T20:35:44.728925] [INFO ] [sig       ] [342/3516] Forecasting BCSF...
[2025-12-03T20:35:44.728954] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-03T20:35:44.728984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-03T20:35:44.742887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-03T20:35:44.743444] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-03T20:35:44.744368] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-03T20:35:44.744423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:44.744456] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:44.744482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:44.744540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:44.802070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:44.803220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:44.803326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:44.803360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:44.932291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:44.932517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:44.932558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:44.932608] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:44.936360] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2025-12-03T20:35:44.936703] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-03T20:35:44.936853] [INFO ] [sig       ] BCSF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:45.080632] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCSF.txt
[2025-12-03T20:35:45.080838] [INFO ] [sig       ] [342/3516] Completed BCSF in 0.4s | 2.96 sym/s | Total: 1.9m | ETA: 17.8m
[2025-12-03T20:35:45.080882] [INFO ] [sig       ] [343/3516] Forecasting BCTX...
[2025-12-03T20:35:45.080911] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-03T20:35:45.080950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-03T20:35:45.094526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-03T20:35:45.095088] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-03T20:35:45.095972] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-03T20:35:45.096026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:45.096092] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:45.096120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:45.096205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:45.157278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:45.158211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:45.158297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:45.158330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:45.277804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:45.277965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:45.278053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:45.278081] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:45.281455] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=16.13%)
[2025-12-03T20:35:45.281749] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-03T20:35:45.281880] [INFO ] [sig       ] BCTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:45.420524] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCTX.txt
[2025-12-03T20:35:45.420703] [INFO ] [sig       ] [343/3516] Completed BCTX in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 17.8m
[2025-12-03T20:35:45.420745] [INFO ] [sig       ] [344/3516] Forecasting BCX...
[2025-12-03T20:35:45.420773] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-03T20:35:45.420802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-03T20:35:45.434463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-03T20:35:45.434891] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-03T20:35:45.435929] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-03T20:35:45.435991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:45.436033] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:45.436073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:45.436159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:45.500182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:45.501023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:45.501105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:45.501137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:45.630768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:45.631007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:45.631053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:45.631080] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:45.635034] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=37.60%)
[2025-12-03T20:35:45.635396] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-03T20:35:45.635549] [INFO ] [sig       ] BCX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:45.774940] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BCX.txt
[2025-12-03T20:35:45.775153] [INFO ] [sig       ] [344/3516] Completed BCX in 0.4s | 2.96 sym/s | Total: 1.9m | ETA: 17.8m
[2025-12-03T20:35:45.775201] [INFO ] [sig       ] [345/3516] Forecasting BCYC...
[2025-12-03T20:35:45.775229] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-03T20:35:45.775258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-03T20:35:45.788165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-03T20:35:45.788560] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-03T20:35:45.789452] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-03T20:35:45.789503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:45.789536] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:45.789561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:45.789640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:45.845143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:45.846130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:45.846222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:45.846254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:45.969265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:45.969432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:45.969474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:45.969503] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:45.972927] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=80.58%)
[2025-12-03T20:35:45.973201] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-03T20:35:45.973332] [INFO ] [sig       ] BCYC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:46.109936] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BCYC.txt
[2025-12-03T20:35:46.110103] [INFO ] [sig       ] [345/3516] Completed BCYC in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 17.8m
[2025-12-03T20:35:46.110144] [INFO ] [sig       ] [346/3516] Forecasting BDC...
[2025-12-03T20:35:46.110176] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-03T20:35:46.110207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-03T20:35:46.122393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-03T20:35:46.122851] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-03T20:35:46.123680] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-03T20:35:46.123732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:46.123764] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:46.123791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:46.123846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:46.180282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:46.181178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:46.181261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:46.181293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:46.297583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:46.297701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:46.297736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:46.297797] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:46.301082] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-03T20:35:46.301353] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-03T20:35:46.301478] [INFO ] [sig       ] BDC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:46.439510] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BDC.txt
[2025-12-03T20:35:46.439695] [INFO ] [sig       ] [346/3516] Completed BDC in 0.3s | 2.96 sym/s | Total: 1.9m | ETA: 17.8m
[2025-12-03T20:35:46.439735] [INFO ] [sig       ] [347/3516] Forecasting BDJ...
[2025-12-03T20:35:46.439765] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-03T20:35:46.439794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-03T20:35:46.450783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-03T20:35:46.451043] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-03T20:35:46.451801] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-03T20:35:46.451850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:46.451881] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:46.451905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:46.451960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:46.509276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:46.510168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:46.510250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:46.510284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:46.628007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:46.628145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:46.628182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:46.628207] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:46.631501] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=52.39%)
[2025-12-03T20:35:46.631788] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-03T20:35:46.631916] [INFO ] [sig       ] BDJ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:46.767220] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BDJ.txt
[2025-12-03T20:35:46.767363] [INFO ] [sig       ] [347/3516] Completed BDJ in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:46.767403] [INFO ] [sig       ] [348/3516] Forecasting BDN...
[2025-12-03T20:35:46.767431] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-03T20:35:46.767458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-03T20:35:46.778111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-03T20:35:46.778392] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-03T20:35:46.779198] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-03T20:35:46.779248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:46.779278] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:46.779303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:46.779358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:46.834741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:46.835361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:46.835439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:46.835472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:46.957539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:46.957735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:46.957776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:46.957805] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:46.961277] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-03T20:35:46.961651] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-03T20:35:46.961794] [INFO ] [sig       ] BDN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:47.101360] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BDN.txt
[2025-12-03T20:35:47.101496] [INFO ] [sig       ] [348/3516] Completed BDN in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:47.101535] [INFO ] [sig       ] [349/3516] Forecasting BDRX...
[2025-12-03T20:35:47.101564] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-03T20:35:47.101614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-03T20:35:47.112901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-03T20:35:47.113180] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-03T20:35:47.113943] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-03T20:35:47.113992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:47.114023] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:47.114048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:47.114102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:47.170327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:47.171237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:47.171338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:47.171379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:47.309072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:47.309213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:47.309251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:47.309279] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:47.312559] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=44.99%)
[2025-12-03T20:35:47.312844] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-03T20:35:47.312966] [INFO ] [sig       ] BDRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:47.450955] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BDRX.txt
[2025-12-03T20:35:47.451080] [INFO ] [sig       ] [349/3516] Completed BDRX in 0.3s | 2.96 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:47.451119] [INFO ] [sig       ] [350/3516] Forecasting BDSX...
[2025-12-03T20:35:47.451147] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-03T20:35:47.451175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-03T20:35:47.461745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-03T20:35:47.462014] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-03T20:35:47.462776] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-03T20:35:47.462824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:47.462855] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:47.462881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:47.462936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:47.518883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:47.519492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:47.519566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:47.519616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:47.631609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:47.631750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:47.631787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:47.631815] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:47.635128] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-12-03T20:35:47.635397] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-03T20:35:47.635517] [INFO ] [sig       ] BDSX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:47.774011] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BDSX.txt
[2025-12-03T20:35:47.774132] [INFO ] [sig       ] [350/3516] Completed BDSX in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:47.774169] [INFO ] [sig       ] [351/3516] Forecasting BDTX...
[2025-12-03T20:35:47.774197] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-03T20:35:47.774226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-03T20:35:47.788607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-03T20:35:47.788925] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-03T20:35:47.789775] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-03T20:35:47.789827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:47.789859] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:47.789886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:47.789942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:47.847127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:47.847784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:47.847873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:47.847913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:47.965450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:47.965591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:47.965633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:47.965662] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:47.969004] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=41.50%)
[2025-12-03T20:35:47.969276] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-03T20:35:47.969402] [INFO ] [sig       ] BDTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:48.112970] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BDTX.txt
[2025-12-03T20:35:48.113099] [INFO ] [sig       ] [351/3516] Completed BDTX in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:48.113137] [INFO ] [sig       ] [352/3516] Forecasting BDX...
[2025-12-03T20:35:48.113165] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-03T20:35:48.113193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-03T20:35:48.124105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-03T20:35:48.124413] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-03T20:35:48.125230] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-03T20:35:48.125309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:48.125343] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:48.125369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:48.125425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:48.183251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:48.183958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:48.184053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:48.184086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:48.303930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:48.304070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:48.304108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:48.304135] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:48.307494] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-12-03T20:35:48.307787] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-03T20:35:48.307917] [INFO ] [sig       ] BDX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:48.451051] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BDX.txt
[2025-12-03T20:35:48.451176] [INFO ] [sig       ] [352/3516] Completed BDX in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:48.451215] [INFO ] [sig       ] [353/3516] Forecasting BEAM...
[2025-12-03T20:35:48.451243] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-03T20:35:48.451271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-03T20:35:48.462401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-03T20:35:48.462722] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-03T20:35:48.463513] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-03T20:35:48.463564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:48.463673] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:48.463716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:48.463777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:48.521181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:48.522053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:48.522171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:48.522215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:48.638546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:48.638695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:48.638734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:48.638763] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:48.642214] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-03T20:35:48.642496] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-03T20:35:48.642644] [INFO ] [sig       ] BEAM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:48.786298] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BEAM.txt
[2025-12-03T20:35:48.786450] [INFO ] [sig       ] [353/3516] Completed BEAM in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:48.786490] [INFO ] [sig       ] [354/3516] Forecasting BEEM...
[2025-12-03T20:35:48.786520] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-03T20:35:48.786548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-03T20:35:48.800307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-03T20:35:48.800739] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-03T20:35:48.801507] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-03T20:35:48.801556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:48.801610] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:48.801638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:48.801693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:48.860034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:48.860895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:48.860979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:48.861012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:48.977290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:48.977443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:48.977481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:48.977508] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:48.980874] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-03T20:35:48.981164] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-03T20:35:48.981294] [INFO ] [sig       ] BEEM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:49.124363] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BEEM.txt
[2025-12-03T20:35:49.124524] [INFO ] [sig       ] [354/3516] Completed BEEM in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:49.124603] [INFO ] [sig       ] [355/3516] Forecasting BEEP...
[2025-12-03T20:35:49.124651] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-03T20:35:49.124700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-03T20:35:49.135891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-03T20:35:49.136184] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-03T20:35:49.137018] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-03T20:35:49.137070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:49.137102] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:49.137129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:49.137186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:49.196382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:49.197132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:49.197212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:49.197246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:49.312255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:49.312351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:49.312387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:49.312415] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:49.315510] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=12.02%)
[2025-12-03T20:35:49.315788] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-03T20:35:49.315910] [INFO ] [sig       ] BEEP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:49.454211] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BEEP.txt
[2025-12-03T20:35:49.454325] [INFO ] [sig       ] [355/3516] Completed BEEP in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:49.454368] [INFO ] [sig       ] [356/3516] Forecasting BELFA...
[2025-12-03T20:35:49.454397] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-03T20:35:49.454426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-03T20:35:49.465269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-03T20:35:49.465667] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-03T20:35:49.466643] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-03T20:35:49.466701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:49.466741] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:49.466775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:49.466846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:49.528339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:49.529307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:49.529407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:49.529464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:49.632133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:49.632277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:49.632314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:49.632344] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:49.635701] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-03T20:35:49.635966] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-03T20:35:49.636086] [INFO ] [sig       ] BELFA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:49.775222] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BELFA.txt
[2025-12-03T20:35:49.775385] [INFO ] [sig       ] [356/3516] Completed BELFA in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:49.775422] [INFO ] [sig       ] [357/3516] Forecasting BELFB...
[2025-12-03T20:35:49.775452] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-03T20:35:49.775480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-03T20:35:49.786167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-03T20:35:49.786454] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-03T20:35:49.787231] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-03T20:35:49.787280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:49.787311] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:49.787336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:49.787399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:49.843488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:49.844117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:49.844191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:49.844222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:49.960360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:49.960495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:49.960531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:49.960558] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:49.963786] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2025-12-03T20:35:49.964065] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-03T20:35:49.964187] [INFO ] [sig       ] BELFB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:50.099612] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BELFB.txt
[2025-12-03T20:35:50.099741] [INFO ] [sig       ] [357/3516] Completed BELFB in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.8m
[2025-12-03T20:35:50.099778] [INFO ] [sig       ] [358/3516] Forecasting BEN...
[2025-12-03T20:35:50.099806] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-03T20:35:50.099835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-03T20:35:50.111118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-03T20:35:50.111416] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-03T20:35:50.112206] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-03T20:35:50.112256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:50.112288] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:50.112315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:50.112371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:50.169821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:50.170491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:50.170566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:50.170617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:50.290030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:50.290147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:50.290183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:50.290213] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:50.293508] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=22.62%)
[2025-12-03T20:35:50.293795] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-03T20:35:50.293921] [INFO ] [sig       ] BEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:50.438373] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BEN.txt
[2025-12-03T20:35:50.438501] [INFO ] [sig       ] [358/3516] Completed BEN in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.7m
[2025-12-03T20:35:50.438540] [INFO ] [sig       ] [359/3516] Forecasting BEP...
[2025-12-03T20:35:50.438588] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-03T20:35:50.438621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-03T20:35:50.449814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-03T20:35:50.450087] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-03T20:35:50.450851] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-03T20:35:50.450901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:50.450931] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:50.450956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:50.451011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:50.507535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:50.508213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:50.508290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:50.508322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:50.626686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:50.626818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:50.626869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:50.626899] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:50.630161] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-03T20:35:50.630429] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-03T20:35:50.630597] [INFO ] [sig       ] BEP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:50.767501] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BEP.txt
[2025-12-03T20:35:50.767649] [INFO ] [sig       ] [359/3516] Completed BEP in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.7m
[2025-12-03T20:35:50.767689] [INFO ] [sig       ] [360/3516] Forecasting BEPH...
[2025-12-03T20:35:50.767718] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-03T20:35:50.767746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-03T20:35:50.778376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-03T20:35:50.778681] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-03T20:35:50.779425] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-03T20:35:50.779484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:50.779549] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:50.779599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:50.779656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:50.837180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:50.837945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:50.838043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:50.838080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:50.956030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:50.956166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:50.956206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:50.956234] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:50.959556] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=25.06%)
[2025-12-03T20:35:50.959839] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-03T20:35:50.959966] [INFO ] [sig       ] BEPH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:51.097878] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BEPH.txt
[2025-12-03T20:35:51.098043] [INFO ] [sig       ] [360/3516] Completed BEPH in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.7m
[2025-12-03T20:35:51.098083] [INFO ] [sig       ] [361/3516] Forecasting BEPI...
[2025-12-03T20:35:51.098112] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-03T20:35:51.098140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-03T20:35:51.108838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-03T20:35:51.109177] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-03T20:35:51.110114] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-03T20:35:51.110164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:51.110194] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:51.110220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:51.110274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:51.165193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:51.165952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:51.166029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:51.166060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:51.265195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:51.265308] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:35:51.265345] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:51.265371] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:51.268582] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-03T20:35:51.268844] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-03T20:35:51.268966] [INFO ] [sig       ] BEPI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:51.404829] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BEPI.txt
[2025-12-03T20:35:51.404944] [INFO ] [sig       ] [361/3516] Completed BEPI in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.7m
[2025-12-03T20:35:51.404982] [INFO ] [sig       ] [362/3516] Forecasting BFAM...
[2025-12-03T20:35:51.405011] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-03T20:35:51.405038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-03T20:35:51.423057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-03T20:35:51.423565] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-03T20:35:51.424399] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-03T20:35:51.424451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:51.424484] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:51.424512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:51.424566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:51.480170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:51.481173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:51.481262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:51.481294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:51.601096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:51.601274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:51.601314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:51.601341] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:51.604936] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2025-12-03T20:35:51.605397] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-03T20:35:51.605630] [INFO ] [sig       ] BFAM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:51.770430] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BFAM.txt
[2025-12-03T20:35:51.770618] [INFO ] [sig       ] [362/3516] Completed BFAM in 0.4s | 2.97 sym/s | Total: 2.0m | ETA: 17.7m
[2025-12-03T20:35:51.770662] [INFO ] [sig       ] [363/3516] Forecasting BFC...
[2025-12-03T20:35:51.770690] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-03T20:35:51.770719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-03T20:35:51.782398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-03T20:35:51.782757] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-03T20:35:51.783606] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-03T20:35:51.783658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:51.783702] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:51.783728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:51.783784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:51.842370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:51.843086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:51.843177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:51.843212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:51.956030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:51.956188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:51.956227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:51.956289] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:51.959773] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-12-03T20:35:51.960079] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-03T20:35:51.960216] [INFO ] [sig       ] BFC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:52.100378] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BFC.txt
[2025-12-03T20:35:52.100531] [INFO ] [sig       ] [363/3516] Completed BFC in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.7m
[2025-12-03T20:35:52.100589] [INFO ] [sig       ] [364/3516] Forecasting BFH...
[2025-12-03T20:35:52.100623] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-03T20:35:52.100655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-03T20:35:52.112968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-03T20:35:52.113320] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-03T20:35:52.114171] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-03T20:35:52.114223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:52.114255] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:52.114280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:52.114336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:52.178841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:52.179652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:52.179730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:52.179761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:52.296806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:52.296962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:52.296999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:52.297026] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:52.300370] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-03T20:35:52.300675] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-03T20:35:52.300811] [INFO ] [sig       ] BFH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:52.441844] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BFH.txt
[2025-12-03T20:35:52.441969] [INFO ] [sig       ] [364/3516] Completed BFH in 0.3s | 2.97 sym/s | Total: 2.0m | ETA: 17.7m
[2025-12-03T20:35:52.442007] [INFO ] [sig       ] [365/3516] Forecasting BFIN...
[2025-12-03T20:35:52.442035] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-03T20:35:52.442063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-03T20:35:52.453097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-03T20:35:52.453395] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-03T20:35:52.454241] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-03T20:35:52.454292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:52.454324] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:52.454352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:52.454410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:52.510676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:52.511296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:52.511372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:52.511412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:52.622628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:52.622754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:52.622791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:52.622819] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:52.626144] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2025-12-03T20:35:52.626415] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-03T20:35:52.626542] [INFO ] [sig       ] BFIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:52.765060] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BFIN.txt
[2025-12-03T20:35:52.765180] [INFO ] [sig       ] [365/3516] Completed BFIN in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:52.765219] [INFO ] [sig       ] [366/3516] Forecasting BFK...
[2025-12-03T20:35:52.765246] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-03T20:35:52.765275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-03T20:35:52.778592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-03T20:35:52.779078] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-03T20:35:52.780067] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-03T20:35:52.780124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:52.780160] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:52.780185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:52.780245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:52.841791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:52.842950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:52.843054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:52.843087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:52.965834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:52.966066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:52.966109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:52.966137] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:52.970110] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-03T20:35:52.970421] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-03T20:35:52.970562] [INFO ] [sig       ] BFK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:53.114182] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BFK.txt
[2025-12-03T20:35:53.114448] [INFO ] [sig       ] [366/3516] Completed BFK in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:53.114506] [INFO ] [sig       ] [367/3516] Forecasting BFS...
[2025-12-03T20:35:53.114557] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-03T20:35:53.114619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-03T20:35:53.128042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-03T20:35:53.128521] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-03T20:35:53.129469] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-03T20:35:53.129521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:53.129729] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:53.129770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:53.129830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:53.187505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:53.188875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:53.188987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:53.189020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:53.310113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:53.310355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:53.310399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:53.310428] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:53.314836] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-03T20:35:53.315168] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-03T20:35:53.315348] [INFO ] [sig       ] BFS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:53.458419] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BFS.txt
[2025-12-03T20:35:53.458670] [INFO ] [sig       ] [367/3516] Completed BFS in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:53.458720] [INFO ] [sig       ] [368/3516] Forecasting BFZ...
[2025-12-03T20:35:53.458751] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-03T20:35:53.458782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-03T20:35:53.472506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-03T20:35:53.473052] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-03T20:35:53.473978] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-03T20:35:53.474030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:53.474061] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:53.474085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:53.474143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:53.533797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:53.534974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:53.535076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:53.535108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:53.662427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:53.662717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:53.662771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:53.662800] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:53.668231] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2025-12-03T20:35:53.668774] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-03T20:35:53.668955] [INFO ] [sig       ] BFZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:53.848153] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BFZ.txt
[2025-12-03T20:35:53.848401] [INFO ] [sig       ] [368/3516] Completed BFZ in 0.4s | 2.97 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:53.848452] [INFO ] [sig       ] [369/3516] Forecasting BG...
[2025-12-03T20:35:53.848492] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-03T20:35:53.848528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-03T20:35:53.863447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-03T20:35:53.864040] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-03T20:35:53.865123] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-03T20:35:53.865183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:53.865223] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:53.865260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:53.865342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:53.929729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:53.930703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:53.930791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:53.930823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:54.048982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:54.049147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:54.049186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:54.049213] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:54.052548] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=11.49%)
[2025-12-03T20:35:54.052845] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-03T20:35:54.052973] [INFO ] [sig       ] BG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:54.199832] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BG.txt
[2025-12-03T20:35:54.199983] [INFO ] [sig       ] [369/3516] Completed BG in 0.4s | 2.96 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:54.200025] [INFO ] [sig       ] [370/3516] Forecasting BGB...
[2025-12-03T20:35:54.200053] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-03T20:35:54.200081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-03T20:35:54.212236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-03T20:35:54.212667] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-03T20:35:54.213461] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-03T20:35:54.213512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:54.213542] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:54.213567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:54.213643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:54.271393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:54.272261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:54.272345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:54.272422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:54.393683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:54.393845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:54.393883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:54.393928] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:54.397227] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=7.74%)
[2025-12-03T20:35:54.397506] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-03T20:35:54.397659] [INFO ] [sig       ] BGB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:54.537400] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BGB.txt
[2025-12-03T20:35:54.537558] [INFO ] [sig       ] [370/3516] Completed BGB in 0.3s | 2.96 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:54.537621] [INFO ] [sig       ] [371/3516] Forecasting BGC...
[2025-12-03T20:35:54.537651] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-03T20:35:54.537680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-03T20:35:54.549864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-03T20:35:54.550241] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-03T20:35:54.551062] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-03T20:35:54.551113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:54.551146] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:54.551172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:54.551227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:54.608426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:54.609310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:54.609393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:54.609427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:54.735629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:54.735835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:54.735877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:54.735906] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:54.739289] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2025-12-03T20:35:54.739610] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-03T20:35:54.739766] [INFO ] [sig       ] BGC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:54.878840] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BGC.txt
[2025-12-03T20:35:54.878999] [INFO ] [sig       ] [371/3516] Completed BGC in 0.3s | 2.96 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:54.879041] [INFO ] [sig       ] [372/3516] Forecasting BGH...
[2025-12-03T20:35:54.879071] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-03T20:35:54.879101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-03T20:35:54.891132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-03T20:35:54.891523] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-03T20:35:54.892327] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-03T20:35:54.892378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:54.892409] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:54.892436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:54.892492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:54.951253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:54.952196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:54.952279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:54.952314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:55.069551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:55.069721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:55.069758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:55.069785] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:55.073044] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=24.24%)
[2025-12-03T20:35:55.073313] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-03T20:35:55.073434] [INFO ] [sig       ] BGH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:55.218055] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BGH.txt
[2025-12-03T20:35:55.218192] [INFO ] [sig       ] [372/3516] Completed BGH in 0.3s | 2.96 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:55.218230] [INFO ] [sig       ] [373/3516] Forecasting BGLC...
[2025-12-03T20:35:55.218258] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-03T20:35:55.218286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-03T20:35:55.228400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-03T20:35:55.228716] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-03T20:35:55.229461] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-03T20:35:55.229510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:55.229541] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:55.229567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:55.229647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:55.285244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:55.285833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:55.285905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:55.285936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:55.398842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:55.398956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:55.398991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:55.399017] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:55.402366] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=54.78%)
[2025-12-03T20:35:55.402658] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-03T20:35:55.402785] [INFO ] [sig       ] BGLC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:55.539750] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BGLC.txt
[2025-12-03T20:35:55.539884] [INFO ] [sig       ] [373/3516] Completed BGLC in 0.3s | 2.96 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:55.539922] [INFO ] [sig       ] [374/3516] Forecasting BGRN...
[2025-12-03T20:35:55.539950] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-03T20:35:55.539978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-03T20:35:55.550746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-03T20:35:55.551022] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-03T20:35:55.551827] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-03T20:35:55.551876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:55.551906] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:55.551932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:55.551997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:55.608277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:55.608871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:55.608945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:55.608976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:55.733297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:55.733410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:55.733444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:55.733471] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:55.736713] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-03T20:35:55.736978] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-03T20:35:55.737101] [INFO ] [sig       ] BGRN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:55.873897] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BGRN.txt
[2025-12-03T20:35:55.874029] [INFO ] [sig       ] [374/3516] Completed BGRN in 0.3s | 2.96 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:55.874066] [INFO ] [sig       ] [375/3516] Forecasting BGS...
[2025-12-03T20:35:55.874095] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-03T20:35:55.874123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-03T20:35:55.884983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-03T20:35:55.885256] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-03T20:35:55.886026] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-03T20:35:55.886075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:55.886106] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:55.886132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:55.886187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:55.942419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:55.943039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:55.943113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:55.943144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:56.060253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:56.060398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:56.060434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:56.060461] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:56.063737] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=59.70%)
[2025-12-03T20:35:56.064005] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-03T20:35:56.064128] [INFO ] [sig       ] BGS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:35:56.200921] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BGS.txt
[2025-12-03T20:35:56.201043] [INFO ] [sig       ] [375/3516] Completed BGS in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.7m
[2025-12-03T20:35:56.201080] [INFO ] [sig       ] [376/3516] Forecasting BGSF...
[2025-12-03T20:35:56.201108] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-03T20:35:56.201136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-03T20:35:56.211636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-03T20:35:56.211915] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-03T20:35:56.212683] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-03T20:35:56.212742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:56.212774] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:56.212799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:56.212854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:56.268689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:56.269299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:56.269374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:56.269403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:56.385556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:56.385705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:56.385741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:56.385769] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:56.389037] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2025-12-03T20:35:56.389305] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-03T20:35:56.389450] [INFO ] [sig       ] BGSF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:56.526264] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BGSF.txt
[2025-12-03T20:35:56.526397] [INFO ] [sig       ] [376/3516] Completed BGSF in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.6m
[2025-12-03T20:35:56.526434] [INFO ] [sig       ] [377/3516] Forecasting BGX...
[2025-12-03T20:35:56.526464] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-03T20:35:56.526492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-03T20:35:56.537498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-03T20:35:56.537786] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-03T20:35:56.538548] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-03T20:35:56.538628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:56.538694] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:56.538727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:56.538782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:56.596880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:56.597552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:56.597651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:56.597685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:56.717255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:56.717371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:56.717406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:56.717433] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:56.720707] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-12-03T20:35:56.720979] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-03T20:35:56.721101] [INFO ] [sig       ] BGX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:56.857477] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BGX.txt
[2025-12-03T20:35:56.857612] [INFO ] [sig       ] [377/3516] Completed BGX in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.6m
[2025-12-03T20:35:56.857652] [INFO ] [sig       ] [378/3516] Forecasting BGY...
[2025-12-03T20:35:56.857682] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-03T20:35:56.857710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-03T20:35:56.868746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-03T20:35:56.869014] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-03T20:35:56.869778] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-03T20:35:56.869826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:56.869856] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:56.869881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:56.869936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:56.925193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:56.925855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:56.925930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:56.925960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:57.048326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:57.048473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:57.048510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:57.048537] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:57.051819] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-12-03T20:35:57.052087] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-03T20:35:57.052208] [INFO ] [sig       ] BGY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:57.188567] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BGY.txt
[2025-12-03T20:35:57.188721] [INFO ] [sig       ] [378/3516] Completed BGY in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.6m
[2025-12-03T20:35:57.188761] [INFO ] [sig       ] [379/3516] Forecasting BHC...
[2025-12-03T20:35:57.188789] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-03T20:35:57.188818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-03T20:35:57.199827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-03T20:35:57.200148] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-03T20:35:57.200931] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-03T20:35:57.200980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:57.201012] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:57.201038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:57.201097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:57.256709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:57.257454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:57.257529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:57.257560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:57.373440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:57.373566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:57.373621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:57.373648] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:57.376907] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=12.45%)
[2025-12-03T20:35:57.377174] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-03T20:35:57.377297] [INFO ] [sig       ] BHC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:57.514695] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BHC.txt
[2025-12-03T20:35:57.514858] [INFO ] [sig       ] [379/3516] Completed BHC in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.6m
[2025-12-03T20:35:57.514902] [INFO ] [sig       ] [380/3516] Forecasting BHE...
[2025-12-03T20:35:57.514934] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-03T20:35:57.514963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-03T20:35:57.531983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-03T20:35:57.532396] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-03T20:35:57.533204] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-03T20:35:57.533254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:57.533284] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:57.533308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:57.533362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:57.589523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:57.590346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:57.590424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:57.590455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:57.709646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:57.709802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:57.709841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:57.709867] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:57.713332] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-03T20:35:57.713633] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-03T20:35:57.713764] [INFO ] [sig       ] BHE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:57.855431] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BHE.txt
[2025-12-03T20:35:57.855625] [INFO ] [sig       ] [380/3516] Completed BHE in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.6m
[2025-12-03T20:35:57.855685] [INFO ] [sig       ] [381/3516] Forecasting BHF...
[2025-12-03T20:35:57.855715] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-03T20:35:57.855746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-03T20:35:57.872706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-03T20:35:57.873142] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-03T20:35:57.874201] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-03T20:35:57.874263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:57.874307] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:57.874343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:57.874425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:57.930940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:57.931806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:57.931887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:57.931919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:58.052484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:58.052661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:58.052699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:58.052726] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:58.056063] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-12-03T20:35:58.056350] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-03T20:35:58.056495] [INFO ] [sig       ] BHF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:58.194275] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BHF.txt
[2025-12-03T20:35:58.194408] [INFO ] [sig       ] [381/3516] Completed BHF in 0.3s | 2.97 sym/s | Total: 2.1m | ETA: 17.6m
[2025-12-03T20:35:58.194446] [INFO ] [sig       ] [382/3516] Forecasting BHFAL...
[2025-12-03T20:35:58.194475] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-03T20:35:58.194503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-03T20:35:58.208243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-03T20:35:58.208800] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-03T20:35:58.209868] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-03T20:35:58.209923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:58.209955] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:58.209981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:58.210041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:58.271921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:58.273172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:58.273277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:58.273312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:58.396783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:58.397017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:58.397062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:58.397090] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:58.401124] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-03T20:35:58.401442] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-03T20:35:58.401607] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:58.548438] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BHFAL.txt
[2025-12-03T20:35:58.548922] [INFO ] [sig       ] [382/3516] Completed BHFAL in 0.4s | 2.97 sym/s | Total: 2.1m | ETA: 17.6m
[2025-12-03T20:35:58.548972] [INFO ] [sig       ] [383/3516] Forecasting BHFAM...
[2025-12-03T20:35:58.549001] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-03T20:35:58.549031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-03T20:35:58.561719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-03T20:35:58.562036] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-03T20:35:58.562875] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-03T20:35:58.562925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:58.562955] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:58.562979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:58.563033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:58.618086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:58.618889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:58.618974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:58.619005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:58.734881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:58.735047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:58.735105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:58.735133] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:58.738600] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=46.15%)
[2025-12-03T20:35:58.738908] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-03T20:35:58.739047] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:58.878158] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BHFAM.txt
[2025-12-03T20:35:58.878322] [INFO ] [sig       ] [383/3516] Completed BHFAM in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:35:58.878362] [INFO ] [sig       ] [384/3516] Forecasting BHFAN...
[2025-12-03T20:35:58.878391] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-03T20:35:58.878419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-03T20:35:58.890329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-03T20:35:58.890694] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-03T20:35:58.891456] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-03T20:35:58.891506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:58.891536] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:58.891562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:58.891640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:58.947792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:58.948671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:58.948757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:58.948789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:59.068512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:59.068687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:59.068733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:59.068765] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:59.072091] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2025-12-03T20:35:59.072365] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-03T20:35:59.072493] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:59.211164] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BHFAN.txt
[2025-12-03T20:35:59.211293] [INFO ] [sig       ] [384/3516] Completed BHFAN in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:35:59.211330] [INFO ] [sig       ] [385/3516] Forecasting BHFAP...
[2025-12-03T20:35:59.211357] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-03T20:35:59.211386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-03T20:35:59.223245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-03T20:35:59.223522] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-03T20:35:59.224291] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-03T20:35:59.224340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:59.224371] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:59.224397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:59.224451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:59.279874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:59.280529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:59.280625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:59.280657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:59.396008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:59.396151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:59.396191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:59.396218] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:59.399494] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=12.48%)
[2025-12-03T20:35:59.399797] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-03T20:35:59.399925] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:59.536267] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BHFAP.txt
[2025-12-03T20:35:59.536387] [INFO ] [sig       ] [385/3516] Completed BHFAP in 0.3s | 2.97 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:35:59.536426] [INFO ] [sig       ] [386/3516] Forecasting BHK...
[2025-12-03T20:35:59.536454] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-03T20:35:59.536482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-03T20:35:59.550027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-03T20:35:59.550561] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-03T20:35:59.551515] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-03T20:35:59.551568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:59.551627] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:59.551654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:59.551711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:59.610613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:59.611781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:59.611886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:59.611922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:35:59.738412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:35:59.738674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:35:59.738721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:35:59.738751] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:35:59.742791] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-03T20:35:59.743146] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-03T20:35:59.743288] [INFO ] [sig       ] BHK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:35:59.889763] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BHK.txt
[2025-12-03T20:35:59.889996] [INFO ] [sig       ] [386/3516] Completed BHK in 0.4s | 2.97 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:35:59.890039] [INFO ] [sig       ] [387/3516] Forecasting BHP...
[2025-12-03T20:35:59.890073] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-03T20:35:59.890102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-03T20:35:59.903617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-03T20:35:59.904221] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-03T20:35:59.905151] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-03T20:35:59.905203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:35:59.905256] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:35:59.905286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:35:59.905345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:35:59.963720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:35:59.965009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:35:59.965179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:35:59.965220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:00.099917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:00.100162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:00.100207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:00.100235] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:00.104269] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=31.34%)
[2025-12-03T20:36:00.104698] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-03T20:36:00.104870] [INFO ] [sig       ] BHP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:00.251617] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BHP.txt
[2025-12-03T20:36:00.251856] [INFO ] [sig       ] [387/3516] Completed BHP in 0.4s | 2.97 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:00.251902] [INFO ] [sig       ] [388/3516] Forecasting BHRB...
[2025-12-03T20:36:00.251932] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-03T20:36:00.251964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-03T20:36:00.265131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-03T20:36:00.265734] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-03T20:36:00.266668] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-03T20:36:00.266719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:00.266751] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:00.266778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:00.266837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:00.325990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:00.327183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:00.327288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:00.327322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:00.455912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:00.456175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:00.456231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:00.456260] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:00.460244] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=58.87%)
[2025-12-03T20:36:00.460683] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-03T20:36:00.460846] [INFO ] [sig       ] BHRB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:00.610374] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BHRB.txt
[2025-12-03T20:36:00.610621] [INFO ] [sig       ] [388/3516] Completed BHRB in 0.4s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:00.610665] [INFO ] [sig       ] [389/3516] Forecasting BHVN...
[2025-12-03T20:36:00.610699] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-03T20:36:00.610731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-03T20:36:00.626550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-03T20:36:00.627172] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-03T20:36:00.628228] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-03T20:36:00.628320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:00.628361] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:00.628387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:00.628446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:00.691465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:00.692467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:00.692553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:00.692603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:00.811304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:00.811466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:00.811504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:00.811531] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:00.814919] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=84.89%)
[2025-12-03T20:36:00.815212] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-03T20:36:00.815344] [INFO ] [sig       ] BHVN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:00.958870] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BHVN.txt
[2025-12-03T20:36:00.959031] [INFO ] [sig       ] [389/3516] Completed BHVN in 0.3s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:00.959071] [INFO ] [sig       ] [390/3516] Forecasting BIAF...
[2025-12-03T20:36:00.959100] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-03T20:36:00.959128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-03T20:36:00.970907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-03T20:36:00.971264] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-03T20:36:00.972036] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-03T20:36:00.972085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:00.972116] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:00.972142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:00.972197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:01.027477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:01.028351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:01.028431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:01.028464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:01.140526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:01.140670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:01.140717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:01.140750] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:01.144111] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2025-12-03T20:36:01.144400] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-03T20:36:01.144532] [INFO ] [sig       ] BIAF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:01.310330] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BIAF.txt
[2025-12-03T20:36:01.311012] [INFO ] [sig       ] [390/3516] Completed BIAF in 0.4s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:01.311089] [INFO ] [sig       ] [391/3516] Forecasting BIB...
[2025-12-03T20:36:01.311142] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-03T20:36:01.311194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-03T20:36:01.329852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-03T20:36:01.330478] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-03T20:36:01.331652] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-03T20:36:01.331706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:01.331738] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:01.331764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:01.331826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:01.399697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:01.401036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:01.401138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:01.401173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:01.517420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:01.517686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:01.517732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:01.517760] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:01.522485] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-03T20:36:01.522945] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-03T20:36:01.523138] [INFO ] [sig       ] BIB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:01.797294] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BIB.txt
[2025-12-03T20:36:01.797544] [INFO ] [sig       ] [391/3516] Completed BIB in 0.5s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:01.797617] [INFO ] [sig       ] [392/3516] Forecasting BIIB...
[2025-12-03T20:36:01.797657] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-03T20:36:01.797690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-03T20:36:01.812150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-03T20:36:01.812871] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-03T20:36:01.813961] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-03T20:36:01.814020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:01.814054] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:01.814081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:01.814140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:01.875549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:01.876778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:01.876902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:01.876940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:02.017006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:02.017245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:02.017296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:02.017332] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:02.024817] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=21.63%)
[2025-12-03T20:36:02.025219] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-03T20:36:02.025429] [INFO ] [sig       ] BIIB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:02.175110] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BIIB.txt
[2025-12-03T20:36:02.175341] [INFO ] [sig       ] [392/3516] Completed BIIB in 0.4s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:02.175387] [INFO ] [sig       ] [393/3516] Forecasting BILI...
[2025-12-03T20:36:02.175417] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-03T20:36:02.175449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-03T20:36:02.190115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-03T20:36:02.190649] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-03T20:36:02.191515] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-03T20:36:02.191570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:02.191632] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:02.191659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:02.191715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:02.249596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:02.250525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:02.250635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:02.250669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:02.372983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:02.373149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:02.373189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:02.373219] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:02.376701] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-12-03T20:36:02.377004] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-03T20:36:02.377139] [INFO ] [sig       ] BILI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:02.516469] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BILI.txt
[2025-12-03T20:36:02.516645] [INFO ] [sig       ] [393/3516] Completed BILI in 0.3s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:02.516689] [INFO ] [sig       ] [394/3516] Forecasting BILL...
[2025-12-03T20:36:02.516717] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-03T20:36:02.516746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-03T20:36:02.529692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-03T20:36:02.530144] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-03T20:36:02.530946] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-03T20:36:02.530995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:02.531055] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:02.531082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:02.531136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:02.586662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:02.587382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:02.587462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:02.587495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:02.709398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:02.709565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:02.709623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:02.709668] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:02.713010] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2025-12-03T20:36:02.713287] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-03T20:36:02.713412] [INFO ] [sig       ] BILL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:02.849405] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BILL.txt
[2025-12-03T20:36:02.849541] [INFO ] [sig       ] [394/3516] Completed BILL in 0.3s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:02.849599] [INFO ] [sig       ] [395/3516] Forecasting BIO...
[2025-12-03T20:36:02.849629] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-03T20:36:02.849658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-03T20:36:02.860961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-03T20:36:02.861235] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-03T20:36:02.861997] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-03T20:36:02.862046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:02.862076] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:02.862101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:02.862155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:02.917375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:02.918074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:02.918153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:02.918184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:03.038051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:03.038229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:03.038273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:03.038301] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:03.041628] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-12-03T20:36:03.041895] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-03T20:36:03.042016] [INFO ] [sig       ] BIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:03.177811] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BIO.txt
[2025-12-03T20:36:03.177944] [INFO ] [sig       ] [395/3516] Completed BIO in 0.3s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:03.177994] [INFO ] [sig       ] [396/3516] Forecasting BIOX...
[2025-12-03T20:36:03.178025] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-03T20:36:03.178055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-03T20:36:03.188903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-03T20:36:03.189186] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-03T20:36:03.189947] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-03T20:36:03.189996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:03.190026] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:03.190051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:03.190105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:03.245481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:03.246103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:03.246191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:03.246222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:03.362217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:03.362368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:03.362404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:03.362431] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:03.365693] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2025-12-03T20:36:03.365965] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-03T20:36:03.366088] [INFO ] [sig       ] BIOX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:03.501676] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BIOX.txt
[2025-12-03T20:36:03.501811] [INFO ] [sig       ] [396/3516] Completed BIOX in 0.3s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:03.501856] [INFO ] [sig       ] [397/3516] Forecasting BIP...
[2025-12-03T20:36:03.501884] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-03T20:36:03.501913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-03T20:36:03.513354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-03T20:36:03.513632] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-03T20:36:03.514382] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-03T20:36:03.514430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:03.514461] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:03.514486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:03.514545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:03.570638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:03.571265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:03.571340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:03.571371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:03.691083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:03.691231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:03.691268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:03.691326] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:03.694631] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=61.72%)
[2025-12-03T20:36:03.694899] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-03T20:36:03.695020] [INFO ] [sig       ] BIP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:03.834258] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BIP.txt
[2025-12-03T20:36:03.834395] [INFO ] [sig       ] [397/3516] Completed BIP in 0.3s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:03.834434] [INFO ] [sig       ] [398/3516] Forecasting BIPH...
[2025-12-03T20:36:03.834462] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-03T20:36:03.834492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-03T20:36:03.845906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-03T20:36:03.846227] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-03T20:36:03.847010] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-03T20:36:03.847059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:03.847088] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:03.847125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:03.847181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:03.902847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:03.903598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:03.903674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:03.903706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:04.009363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:04.009522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:04.009559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:04.009605] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:04.012900] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-03T20:36:04.013171] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-03T20:36:04.013297] [INFO ] [sig       ] BIPH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:04.150075] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BIPH.txt
[2025-12-03T20:36:04.150205] [INFO ] [sig       ] [398/3516] Completed BIPH in 0.3s | 2.96 sym/s | Total: 2.2m | ETA: 17.6m
[2025-12-03T20:36:04.150243] [INFO ] [sig       ] [399/3516] Forecasting BIPI...
[2025-12-03T20:36:04.150270] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-03T20:36:04.150298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-03T20:36:04.160979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-03T20:36:04.161237] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-03T20:36:04.162017] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-03T20:36:04.162066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:04.162096] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:04.162121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:04.162177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:04.217948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:04.218694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:04.218773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:04.218806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:04.325840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:04.325975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:04.326011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:04.326039] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:04.329357] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=98.88%)
[2025-12-03T20:36:04.329651] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-03T20:36:04.329775] [INFO ] [sig       ] BIPI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:04.466452] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BIPI.txt
[2025-12-03T20:36:04.466594] [INFO ] [sig       ] [399/3516] Completed BIPI in 0.3s | 2.96 sym/s | Total: 2.2m | ETA: 17.5m
[2025-12-03T20:36:04.466634] [INFO ] [sig       ] [400/3516] Forecasting BIRD...
[2025-12-03T20:36:04.466662] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-03T20:36:04.466691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-03T20:36:04.477591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-03T20:36:04.477864] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-03T20:36:04.478694] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-03T20:36:04.478755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:04.478792] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:04.478822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:04.478888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:04.534666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:04.535291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:04.535366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:04.535397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:04.656651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:04.656804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:04.656840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:04.656866] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:04.660149] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2025-12-03T20:36:04.660417] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-03T20:36:04.660538] [INFO ] [sig       ] BIRD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:04.801736] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BIRD.txt
[2025-12-03T20:36:04.801866] [INFO ] [sig       ] [400/3516] Completed BIRD in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:04.801905] [INFO ] [sig       ] [401/3516] Forecasting BIRK...
[2025-12-03T20:36:04.801936] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-03T20:36:04.801965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-03T20:36:04.813857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-03T20:36:04.814159] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-03T20:36:04.814964] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-03T20:36:04.815013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:04.815044] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:04.815069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:04.815123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:04.870896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:04.871516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:04.871608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:04.871641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:04.991822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:04.991998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:04.992039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:04.992068] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:04.995552] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=67.26%)
[2025-12-03T20:36:04.995892] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-03T20:36:04.996033] [INFO ] [sig       ] BIRK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:05.135277] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BIRK.txt
[2025-12-03T20:36:05.135435] [INFO ] [sig       ] [401/3516] Completed BIRK in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:05.135476] [INFO ] [sig       ] [402/3516] Forecasting BITF...
[2025-12-03T20:36:05.135505] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-03T20:36:05.135540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-03T20:36:05.147491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-03T20:36:05.147929] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-03T20:36:05.148784] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-03T20:36:05.148836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:05.148866] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:05.148892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:05.148947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:05.209615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:05.210673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:05.210789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:05.210844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:05.334224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:05.334359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:05.334396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:05.334422] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:05.337764] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-12-03T20:36:05.338058] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-03T20:36:05.338183] [INFO ] [sig       ] BITF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:05.477533] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BITF.txt
[2025-12-03T20:36:05.477672] [INFO ] [sig       ] [402/3516] Completed BITF in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:05.477710] [INFO ] [sig       ] [403/3516] Forecasting BIVI...
[2025-12-03T20:36:05.477739] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-03T20:36:05.477768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-03T20:36:05.488839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-03T20:36:05.489120] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-03T20:36:05.489888] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-03T20:36:05.489938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:05.489968] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:05.489994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:05.490048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:05.545447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:05.546056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:05.546131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:05.546162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:05.664585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:05.664722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:05.664759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:05.664786] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:05.668058] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=57.10%)
[2025-12-03T20:36:05.668328] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-03T20:36:05.668450] [INFO ] [sig       ] BIVI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:05.819357] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BIVI.txt
[2025-12-03T20:36:05.819537] [INFO ] [sig       ] [403/3516] Completed BIVI in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:05.819598] [INFO ] [sig       ] [404/3516] Forecasting BJ...
[2025-12-03T20:36:05.819632] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-03T20:36:05.819661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-03T20:36:05.831321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-03T20:36:05.831749] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-03T20:36:05.832610] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-03T20:36:05.832660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:05.832691] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:05.832719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:05.832774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:05.888066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:05.888964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:05.889082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:05.889114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:06.009808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:06.009969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:06.010006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:06.010032] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:06.013431] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-03T20:36:06.013743] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-03T20:36:06.013876] [INFO ] [sig       ] BJ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:06.152368] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BJ.txt
[2025-12-03T20:36:06.152527] [INFO ] [sig       ] [404/3516] Completed BJ in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:06.152565] [INFO ] [sig       ] [405/3516] Forecasting BJDX...
[2025-12-03T20:36:06.152619] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-03T20:36:06.152651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-03T20:36:06.165030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-03T20:36:06.165372] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-03T20:36:06.166207] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-03T20:36:06.166258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:06.166290] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:06.166316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:06.166372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:06.222015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:06.222902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:06.222984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:06.223014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:06.341881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:06.342034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:06.342071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:06.342098] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:06.345372] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-12-03T20:36:06.345660] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-03T20:36:06.345782] [INFO ] [sig       ] BJDX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:06.481711] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BJDX.txt
[2025-12-03T20:36:06.481844] [INFO ] [sig       ] [405/3516] Completed BJDX in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:06.481883] [INFO ] [sig       ] [406/3516] Forecasting BJRI...
[2025-12-03T20:36:06.481911] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-03T20:36:06.481938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-03T20:36:06.492515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-03T20:36:06.492841] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-03T20:36:06.493656] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-03T20:36:06.493707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:06.493740] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:06.493767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:06.493822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:06.549753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:06.550392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:06.550467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:06.550498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:06.669857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:06.670009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:06.670045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:06.670072] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:06.673444] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-03T20:36:06.673758] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-03T20:36:06.673893] [INFO ] [sig       ] BJRI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:06.810996] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BJRI.txt
[2025-12-03T20:36:06.811120] [INFO ] [sig       ] [406/3516] Completed BJRI in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:06.811157] [INFO ] [sig       ] [407/3516] Forecasting BK...
[2025-12-03T20:36:06.811185] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-03T20:36:06.811213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-03T20:36:06.824451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-03T20:36:06.824963] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-03T20:36:06.825874] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-03T20:36:06.825936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:06.825970] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:06.825997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:06.826055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:06.883199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:06.884355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:06.884455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:06.884489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:07.008072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:07.008330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:07.008387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:07.008421] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:07.012642] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-03T20:36:07.013019] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-03T20:36:07.013183] [INFO ] [sig       ] BK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:07.155168] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BK.txt
[2025-12-03T20:36:07.155422] [INFO ] [sig       ] [407/3516] Completed BK in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:07.155464] [INFO ] [sig       ] [408/3516] Forecasting BKCH...
[2025-12-03T20:36:07.155495] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-03T20:36:07.155526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-03T20:36:07.171611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-03T20:36:07.172104] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-03T20:36:07.173064] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-03T20:36:07.173114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:07.173147] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:07.173174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:07.173231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:07.228859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:07.230031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:07.230128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:07.230187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:07.355318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:07.355539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:07.355601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:07.355662] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:07.359633] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2025-12-03T20:36:07.359961] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-03T20:36:07.360126] [INFO ] [sig       ] BKCH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:07.500945] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BKCH.txt
[2025-12-03T20:36:07.501166] [INFO ] [sig       ] [408/3516] Completed BKCH in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:07.501210] [INFO ] [sig       ] [409/3516] Forecasting BKD...
[2025-12-03T20:36:07.501239] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-03T20:36:07.501268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-03T20:36:07.514636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-03T20:36:07.515198] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-03T20:36:07.516137] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-03T20:36:07.516188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:07.516220] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:07.516246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:07.516304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:07.575549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:07.576690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:07.576784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:07.576817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:07.702312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:07.702557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:07.702633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:07.702665] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:07.706397] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=87.88%)
[2025-12-03T20:36:07.706730] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-03T20:36:07.706871] [INFO ] [sig       ] BKD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:07.851128] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BKD.txt
[2025-12-03T20:36:07.851395] [INFO ] [sig       ] [409/3516] Completed BKD in 0.4s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:07.851445] [INFO ] [sig       ] [410/3516] Forecasting BKE...
[2025-12-03T20:36:07.851497] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-03T20:36:07.851546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-03T20:36:07.865102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-03T20:36:07.865470] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-03T20:36:07.866264] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-03T20:36:07.866314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:07.866344] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:07.866370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:07.866426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:07.921829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:07.922532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:07.922629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:07.922661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:08.041129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:08.041272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:08.041308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:08.041335] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:08.044702] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=81.01%)
[2025-12-03T20:36:08.044992] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-03T20:36:08.045122] [INFO ] [sig       ] BKE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:08.193028] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BKE.txt
[2025-12-03T20:36:08.193161] [INFO ] [sig       ] [410/3516] Completed BKE in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:08.193197] [INFO ] [sig       ] [411/3516] Forecasting BKH...
[2025-12-03T20:36:08.193226] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-03T20:36:08.193254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-03T20:36:08.204322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-03T20:36:08.204661] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-03T20:36:08.205477] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-03T20:36:08.205540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:08.205621] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:08.205650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:08.205708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:08.265090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:08.265979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:08.266061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:08.266095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:08.385428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:08.385607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:08.385647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:08.385683] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:08.389161] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=80.13%)
[2025-12-03T20:36:08.389466] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-03T20:36:08.389622] [INFO ] [sig       ] BKH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:08.549816] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BKH.txt
[2025-12-03T20:36:08.549985] [INFO ] [sig       ] [411/3516] Completed BKH in 0.4s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:08.550027] [INFO ] [sig       ] [412/3516] Forecasting BKN...
[2025-12-03T20:36:08.550056] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-03T20:36:08.550084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-03T20:36:08.561698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-03T20:36:08.562034] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-03T20:36:08.562816] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-03T20:36:08.562865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:08.562895] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:08.562920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:08.562974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:08.618613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:08.619453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:08.619533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:08.619565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:08.736785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:08.736945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:08.736984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:08.737012] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:08.740455] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-03T20:36:08.740768] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-03T20:36:08.740906] [INFO ] [sig       ] BKN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:08.877036] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BKN.txt
[2025-12-03T20:36:08.877177] [INFO ] [sig       ] [412/3516] Completed BKN in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:08.877215] [INFO ] [sig       ] [413/3516] Forecasting BKNG...
[2025-12-03T20:36:08.877244] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-03T20:36:08.877272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-03T20:36:08.888317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-03T20:36:08.888652] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-03T20:36:08.889427] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-03T20:36:08.889476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:08.889507] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:08.889534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:08.889606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:08.945274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:08.945903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:08.945977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:08.946009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:09.069931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:09.070084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:09.070120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:09.070146] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:09.073554] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-03T20:36:09.073871] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-03T20:36:09.074004] [INFO ] [sig       ] BKNG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:09.211400] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BKNG.txt
[2025-12-03T20:36:09.211530] [INFO ] [sig       ] [413/3516] Completed BKNG in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:09.211583] [INFO ] [sig       ] [414/3516] Forecasting BKSY...
[2025-12-03T20:36:09.211616] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-03T20:36:09.211648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-03T20:36:09.222734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-03T20:36:09.223031] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-03T20:36:09.223801] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-03T20:36:09.223852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:09.223885] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:09.223910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:09.223969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:09.279506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:09.280224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:09.280301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:09.280333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:09.401040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:09.401195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:09.401233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:09.401295] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:09.404628] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-03T20:36:09.404903] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-03T20:36:09.405027] [INFO ] [sig       ] BKSY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:09.542944] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BKSY.txt
[2025-12-03T20:36:09.543102] [INFO ] [sig       ] [414/3516] Completed BKSY in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:09.543149] [INFO ] [sig       ] [415/3516] Forecasting BL...
[2025-12-03T20:36:09.543177] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-03T20:36:09.543206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-03T20:36:09.554569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-03T20:36:09.554949] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-03T20:36:09.555741] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-03T20:36:09.555789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:09.555820] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:09.555845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:09.555900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:09.611473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:09.612346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:09.612428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:09.612460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:09.734375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:09.734499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:09.734535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:09.734562] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:09.737834] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-03T20:36:09.738133] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-03T20:36:09.738257] [INFO ] [sig       ] BL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:09.882887] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BL.txt
[2025-12-03T20:36:09.883122] [INFO ] [sig       ] [415/3516] Completed BL in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.5m
[2025-12-03T20:36:09.883192] [INFO ] [sig       ] [416/3516] Forecasting BLBD...
[2025-12-03T20:36:09.883229] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-03T20:36:09.883262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-03T20:36:09.896913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-03T20:36:09.897461] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-03T20:36:09.898500] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-03T20:36:09.898552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:09.898600] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:09.898629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:09.898688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:09.954473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:09.955693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:09.955824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:09.955860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:10.079014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:10.079251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:10.079291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:10.079319] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:10.083114] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-12-03T20:36:10.083443] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-03T20:36:10.083629] [INFO ] [sig       ] BLBD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:10.223712] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLBD.txt
[2025-12-03T20:36:10.223909] [INFO ] [sig       ] [416/3516] Completed BLBD in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.4m
[2025-12-03T20:36:10.223953] [INFO ] [sig       ] [417/3516] Forecasting BLCN...
[2025-12-03T20:36:10.223980] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-03T20:36:10.224010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-03T20:36:10.237000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-03T20:36:10.237458] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-03T20:36:10.238349] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-03T20:36:10.238401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:10.238435] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:10.238461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:10.238519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:10.297930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:10.298880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:10.298973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:10.299006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:10.404402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:10.404558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:10.404634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:10.404663] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:10.408097] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=77.07%)
[2025-12-03T20:36:10.408407] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-03T20:36:10.408542] [INFO ] [sig       ] BLCN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:10.547672] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BLCN.txt
[2025-12-03T20:36:10.547830] [INFO ] [sig       ] [417/3516] Completed BLCN in 0.3s | 2.96 sym/s | Total: 2.3m | ETA: 17.4m
[2025-12-03T20:36:10.547870] [INFO ] [sig       ] [418/3516] Forecasting BLCO...
[2025-12-03T20:36:10.547898] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-03T20:36:10.547926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-03T20:36:10.560307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-03T20:36:10.560720] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-03T20:36:10.561492] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-03T20:36:10.561541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:10.561589] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:10.561618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:10.561674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:10.617736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:10.618567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:10.618668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:10.618700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:10.743941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:10.744104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:10.744142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:10.744185] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:10.747457] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-03T20:36:10.747743] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-03T20:36:10.747866] [INFO ] [sig       ] BLCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:10.884435] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLCO.txt
[2025-12-03T20:36:10.884555] [INFO ] [sig       ] [418/3516] Completed BLCO in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:10.884611] [INFO ] [sig       ] [419/3516] Forecasting BLD...
[2025-12-03T20:36:10.884640] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-03T20:36:10.884669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-03T20:36:10.895951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-03T20:36:10.896254] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-03T20:36:10.897044] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-03T20:36:10.897095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:10.897127] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:10.897153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:10.897207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:10.953999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:10.954626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:10.954704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:10.954736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:11.089973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:11.090123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:11.090161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:11.090189] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:11.093635] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=34.67%)
[2025-12-03T20:36:11.093915] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-03T20:36:11.094044] [INFO ] [sig       ] BLD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:11.232266] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLD.txt
[2025-12-03T20:36:11.232406] [INFO ] [sig       ] [419/3516] Completed BLD in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:11.232444] [INFO ] [sig       ] [420/3516] Forecasting BLDP...
[2025-12-03T20:36:11.232479] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-03T20:36:11.232513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-03T20:36:11.243734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-03T20:36:11.244012] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-03T20:36:11.244777] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-03T20:36:11.244827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:11.244865] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:11.244895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:11.244950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:11.300200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:11.300846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:11.300949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:11.300983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:11.420252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:11.420376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:11.420411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:11.420438] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:11.423633] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-12-03T20:36:11.423900] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-03T20:36:11.424027] [INFO ] [sig       ] BLDP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:11.559419] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLDP.txt
[2025-12-03T20:36:11.559534] [INFO ] [sig       ] [420/3516] Completed BLDP in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:11.559587] [INFO ] [sig       ] [421/3516] Forecasting BLE...
[2025-12-03T20:36:11.559618] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-03T20:36:11.559646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-03T20:36:11.570897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-03T20:36:11.571170] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-03T20:36:11.571928] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-03T20:36:11.571977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:11.572007] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:11.572033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:11.572087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:11.626991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:11.627597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:11.627697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:11.627729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:11.741796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:11.741934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:11.741971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:11.741998] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:11.745309] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2025-12-03T20:36:11.745595] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-03T20:36:11.745717] [INFO ] [sig       ] BLE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:11.882259] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLE.txt
[2025-12-03T20:36:11.882390] [INFO ] [sig       ] [421/3516] Completed BLE in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:11.882427] [INFO ] [sig       ] [422/3516] Forecasting BLFS...
[2025-12-03T20:36:11.882456] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-03T20:36:11.882484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-03T20:36:11.894061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-03T20:36:11.894352] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-03T20:36:11.895132] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-03T20:36:11.895180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:11.895222] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:11.895249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:11.895303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:11.951007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:11.951795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:11.951881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:11.951912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:12.066464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:12.066620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:12.066660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:12.066687] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:12.069978] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-03T20:36:12.070246] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-03T20:36:12.070368] [INFO ] [sig       ] BLFS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:12.206809] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLFS.txt
[2025-12-03T20:36:12.206930] [INFO ] [sig       ] [422/3516] Completed BLFS in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:12.206967] [INFO ] [sig       ] [423/3516] Forecasting BLFY...
[2025-12-03T20:36:12.206996] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-03T20:36:12.207024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-03T20:36:12.217704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-03T20:36:12.218022] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-03T20:36:12.218794] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-03T20:36:12.218843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:12.218873] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:12.218899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:12.218953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:12.274623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:12.275228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:12.275304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:12.275336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:12.395047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:12.395180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:12.395215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:12.395242] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:12.398513] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-03T20:36:12.398803] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-03T20:36:12.398926] [INFO ] [sig       ] BLFY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:12.541619] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLFY.txt
[2025-12-03T20:36:12.541827] [INFO ] [sig       ] [423/3516] Completed BLFY in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:12.541872] [INFO ] [sig       ] [424/3516] Forecasting BLK...
[2025-12-03T20:36:12.541904] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-03T20:36:12.541939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-03T20:36:12.553963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-03T20:36:12.554336] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-03T20:36:12.555184] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-03T20:36:12.555233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:12.555265] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:12.555291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:12.555345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:12.614180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:12.615046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:12.615146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:12.615180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:12.741095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:12.741251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:12.741291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:12.741320] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:12.744918] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-03T20:36:12.745233] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-03T20:36:12.745373] [INFO ] [sig       ] BLK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:12.892252] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BLK.txt
[2025-12-03T20:36:12.892440] [INFO ] [sig       ] [424/3516] Completed BLK in 0.4s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:12.892479] [INFO ] [sig       ] [425/3516] Forecasting BLKB...
[2025-12-03T20:36:12.892509] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-03T20:36:12.892538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-03T20:36:12.903823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-03T20:36:12.904177] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-03T20:36:12.905001] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-03T20:36:12.905052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:12.905084] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:12.905111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:12.905166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:12.966538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:12.967680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:12.967806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:12.967857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:13.090101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:13.090259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:13.090298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:13.090328] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:13.093851] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2025-12-03T20:36:13.094179] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-03T20:36:13.094324] [INFO ] [sig       ] BLKB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:13.245926] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BLKB.txt
[2025-12-03T20:36:13.246082] [INFO ] [sig       ] [425/3516] Completed BLKB in 0.4s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:13.246122] [INFO ] [sig       ] [426/3516] Forecasting BLMN...
[2025-12-03T20:36:13.246151] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-03T20:36:13.246186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-03T20:36:13.258207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-03T20:36:13.258593] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-03T20:36:13.259462] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-03T20:36:13.259513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:13.259546] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:13.259590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:13.259652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:13.319300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:13.320213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:13.320300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:13.320332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:13.447353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:13.447537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:13.447593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:13.447626] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:13.451382] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-03T20:36:13.451696] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-03T20:36:13.451829] [INFO ] [sig       ] BLMN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:13.602369] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BLMN.txt
[2025-12-03T20:36:13.602535] [INFO ] [sig       ] [426/3516] Completed BLMN in 0.4s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:13.602602] [INFO ] [sig       ] [427/3516] Forecasting BLND...
[2025-12-03T20:36:13.602635] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-03T20:36:13.602665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-03T20:36:13.614719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-03T20:36:13.615073] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-03T20:36:13.615896] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-03T20:36:13.615947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:13.615981] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:13.616007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:13.616068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:13.671699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:13.672456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:13.672535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:13.672566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:13.793284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:13.793442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:13.793479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:13.793506] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:13.796846] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-12-03T20:36:13.797131] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-03T20:36:13.797258] [INFO ] [sig       ] BLND: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:13.934913] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BLND.txt
[2025-12-03T20:36:13.935066] [INFO ] [sig       ] [427/3516] Completed BLND in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:13.935105] [INFO ] [sig       ] [428/3516] Forecasting BLNK...
[2025-12-03T20:36:13.935134] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-12-03T20:36:13.935163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-12-03T20:36:13.946702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-12-03T20:36:13.947071] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-12-03T20:36:13.947885] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-12-03T20:36:13.947937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:13.948050] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:13.948084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:13.948141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:14.004749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:14.005566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:14.005669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:14.005700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:14.127063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:14.127219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:14.127256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:14.127284] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:14.130860] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-03T20:36:14.131164] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-12-03T20:36:14.131290] [INFO ] [sig       ] BLNK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:14.272330] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLNK.txt
[2025-12-03T20:36:14.272493] [INFO ] [sig       ] [428/3516] Completed BLNK in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:14.272531] [INFO ] [sig       ] [429/3516] Forecasting BLRX...
[2025-12-03T20:36:14.272561] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-03T20:36:14.272611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-03T20:36:14.284237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-03T20:36:14.284649] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-03T20:36:14.285414] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-03T20:36:14.285464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:14.285495] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:14.285520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:14.285592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:14.341494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:14.342366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:14.342453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:14.342485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:14.459842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:14.459999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:14.460036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:14.460081] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:14.463454] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-12-03T20:36:14.463777] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-03T20:36:14.463907] [INFO ] [sig       ] BLRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:14.603382] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BLRX.txt
[2025-12-03T20:36:14.603540] [INFO ] [sig       ] [429/3516] Completed BLRX in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:14.603599] [INFO ] [sig       ] [430/3516] Forecasting BLTE...
[2025-12-03T20:36:14.603632] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-03T20:36:14.603660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-03T20:36:14.614921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-03T20:36:14.615320] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-03T20:36:14.616106] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-03T20:36:14.616156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:14.616187] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:14.616212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:14.616267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:14.672273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:14.673136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:14.673220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:14.673251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:14.790758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:14.790909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:14.790945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:14.790971] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:14.794335] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2025-12-03T20:36:14.794658] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-03T20:36:14.794790] [INFO ] [sig       ] BLTE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:14.937429] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLTE.txt
[2025-12-03T20:36:14.937609] [INFO ] [sig       ] [430/3516] Completed BLTE in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:14.937659] [INFO ] [sig       ] [431/3516] Forecasting BLX...
[2025-12-03T20:36:14.937690] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-03T20:36:14.937719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-03T20:36:14.949367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-03T20:36:14.949720] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-03T20:36:14.950471] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-03T20:36:14.950521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:14.950550] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:14.950595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:14.950652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:15.005425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:15.006186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:15.006266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:15.006298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:15.126713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:15.126865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:15.126902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:15.126959] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:15.130290] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-03T20:36:15.130594] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-03T20:36:15.130724] [INFO ] [sig       ] BLX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:15.266188] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BLX.txt
[2025-12-03T20:36:15.266315] [INFO ] [sig       ] [431/3516] Completed BLX in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:15.266353] [INFO ] [sig       ] [432/3516] Forecasting BLZE...
[2025-12-03T20:36:15.266382] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-03T20:36:15.266410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-03T20:36:15.277072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-03T20:36:15.277383] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-03T20:36:15.278185] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-03T20:36:15.278235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:15.278265] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:15.278289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:15.278343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:15.333282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:15.333945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:15.334021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:15.334052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:15.456437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:15.456596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:15.456636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:15.456664] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:15.460081] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-12-03T20:36:15.460367] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-03T20:36:15.460504] [INFO ] [sig       ] BLZE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:15.597857] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BLZE.txt
[2025-12-03T20:36:15.598004] [INFO ] [sig       ] [432/3516] Completed BLZE in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.4m
[2025-12-03T20:36:15.598045] [INFO ] [sig       ] [433/3516] Forecasting BMA...
[2025-12-03T20:36:15.598073] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-03T20:36:15.598101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-03T20:36:15.608859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-03T20:36:15.609183] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-03T20:36:15.609949] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-03T20:36:15.610006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:15.610041] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:15.610072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:15.610152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:15.665642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:15.666358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:15.666437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:15.666469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:15.782062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:15.782196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:15.782233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:15.782261] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:15.785568] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-12-03T20:36:15.785858] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-03T20:36:15.785982] [INFO ] [sig       ] BMA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:15.922724] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BMA.txt
[2025-12-03T20:36:15.922854] [INFO ] [sig       ] [433/3516] Completed BMA in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.3m
[2025-12-03T20:36:15.922892] [INFO ] [sig       ] [434/3516] Forecasting BMBL...
[2025-12-03T20:36:15.922920] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-03T20:36:15.922950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-03T20:36:15.934085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-03T20:36:15.934428] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-03T20:36:15.935201] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-03T20:36:15.935250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:15.935281] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:15.935306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:15.935360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:15.990511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:15.991277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:15.991354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:15.991386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:16.115620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:16.115772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:16.115809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:16.115836] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:16.119223] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=26.37%)
[2025-12-03T20:36:16.119495] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-03T20:36:16.119637] [INFO ] [sig       ] BMBL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:16.256867] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BMBL.txt
[2025-12-03T20:36:16.257008] [INFO ] [sig       ] [434/3516] Completed BMBL in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.3m
[2025-12-03T20:36:16.257047] [INFO ] [sig       ] [435/3516] Forecasting BME...
[2025-12-03T20:36:16.257076] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-03T20:36:16.257104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-03T20:36:16.268355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-03T20:36:16.268694] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-03T20:36:16.269476] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-03T20:36:16.269541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:16.269595] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:16.269627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:16.269685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:16.326909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:16.327696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:16.327777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:16.327809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:16.447715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:16.447866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:16.447902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:16.447930] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:16.451385] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=18.98%)
[2025-12-03T20:36:16.451678] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-03T20:36:16.451803] [INFO ] [sig       ] BME: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:16.588796] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BME.txt
[2025-12-03T20:36:16.588934] [INFO ] [sig       ] [435/3516] Completed BME in 0.3s | 2.96 sym/s | Total: 2.4m | ETA: 17.3m
[2025-12-03T20:36:16.588972] [INFO ] [sig       ] [436/3516] Forecasting BMEZ...
[2025-12-03T20:36:16.589000] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-03T20:36:16.589028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-03T20:36:16.600117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-03T20:36:16.600407] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-03T20:36:16.601175] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-03T20:36:16.601224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:16.601254] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:16.601279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:16.601333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:16.656650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:16.657343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:16.657421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:16.657452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:16.772876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:16.773024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:16.773062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:16.773089] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:16.776335] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=39.23%)
[2025-12-03T20:36:16.776621] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-03T20:36:16.776747] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:16.913206] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BMEZ.txt
[2025-12-03T20:36:16.913341] [INFO ] [sig       ] [436/3516] Completed BMEZ in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:16.913380] [INFO ] [sig       ] [437/3516] Forecasting BMI...
[2025-12-03T20:36:16.913410] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-03T20:36:16.913440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-03T20:36:16.925448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-03T20:36:16.925791] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-03T20:36:16.926594] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-03T20:36:16.926647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:16.926679] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:16.926706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:16.926763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:16.984511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:16.985464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:16.985556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:16.985606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:17.106633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:17.106779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:17.106815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:17.106842] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:17.110147] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-03T20:36:17.110415] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-03T20:36:17.110562] [INFO ] [sig       ] BMI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:17.248421] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BMI.txt
[2025-12-03T20:36:17.248591] [INFO ] [sig       ] [437/3516] Completed BMI in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:17.248634] [INFO ] [sig       ] [438/3516] Forecasting BMO...
[2025-12-03T20:36:17.248665] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-03T20:36:17.248696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-03T20:36:17.260305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-03T20:36:17.260651] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-03T20:36:17.261440] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-03T20:36:17.261492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:17.261524] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:17.261552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:17.261636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:17.318252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:17.319038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:17.319148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:17.319185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:17.445480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:17.445649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:17.445688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:17.445715] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:17.449137] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-12-03T20:36:17.449426] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-03T20:36:17.449556] [INFO ] [sig       ] BMO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:17.593445] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BMO.txt
[2025-12-03T20:36:17.593600] [INFO ] [sig       ] [438/3516] Completed BMO in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:17.593649] [INFO ] [sig       ] [439/3516] Forecasting BMRA...
[2025-12-03T20:36:17.593681] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-03T20:36:17.593712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-03T20:36:17.605269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-03T20:36:17.605612] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-03T20:36:17.606398] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-03T20:36:17.606449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:17.606489] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:17.606527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:17.606616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:17.664404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:17.665227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:17.665309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:17.665342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:17.786933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:17.787104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:17.787146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:17.787175] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:17.790961] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=51.72%)
[2025-12-03T20:36:17.791263] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-03T20:36:17.791395] [INFO ] [sig       ] BMRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:17.933658] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BMRA.txt
[2025-12-03T20:36:17.933800] [INFO ] [sig       ] [439/3516] Completed BMRA in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:17.933841] [INFO ] [sig       ] [440/3516] Forecasting BMRC...
[2025-12-03T20:36:17.933870] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-03T20:36:17.933902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-03T20:36:17.945527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-03T20:36:17.945902] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-03T20:36:17.946865] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-03T20:36:17.946923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:17.946958] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:17.946985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:17.947041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:18.006091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:18.006866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:18.006947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:18.006978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:18.129753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:18.129899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:18.129946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:18.129981] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:18.133436] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-03T20:36:18.133758] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-03T20:36:18.133889] [INFO ] [sig       ] BMRC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:18.272441] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BMRC.txt
[2025-12-03T20:36:18.272600] [INFO ] [sig       ] [440/3516] Completed BMRC in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:18.272642] [INFO ] [sig       ] [441/3516] Forecasting BMRN...
[2025-12-03T20:36:18.272671] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-03T20:36:18.272699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-03T20:36:18.283941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-03T20:36:18.284270] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-03T20:36:18.285134] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-03T20:36:18.285197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:18.285238] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:18.285264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:18.285320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:18.344160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:18.344888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:18.344966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:18.344998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:18.463376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:18.463522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:18.463561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:18.463610] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:18.467157] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=71.04%)
[2025-12-03T20:36:18.467469] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-03T20:36:18.467619] [INFO ] [sig       ] BMRN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:18.609225] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BMRN.txt
[2025-12-03T20:36:18.609390] [INFO ] [sig       ] [441/3516] Completed BMRN in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:18.609430] [INFO ] [sig       ] [442/3516] Forecasting BMY...
[2025-12-03T20:36:18.609460] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-03T20:36:18.609490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-03T20:36:18.621094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-03T20:36:18.621461] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-03T20:36:18.622268] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-03T20:36:18.622320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:18.622352] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:18.622379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:18.622435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:18.689860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:18.690761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:18.690843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:18.690877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:18.826863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:18.827038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:18.827122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:18.827171] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:18.832167] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-03T20:36:18.832554] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-03T20:36:18.832759] [INFO ] [sig       ] BMY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:18.975210] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BMY.txt
[2025-12-03T20:36:18.975361] [INFO ] [sig       ] [442/3516] Completed BMY in 0.4s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:18.975401] [INFO ] [sig       ] [443/3516] Forecasting BN...
[2025-12-03T20:36:18.975430] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-03T20:36:18.975459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-03T20:36:18.988290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-03T20:36:18.988718] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-03T20:36:18.989529] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-03T20:36:18.989597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:18.989629] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:18.989655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:18.989709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:19.044624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:19.045365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:19.045461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:19.045494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:19.165514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:19.165661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:19.165698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:19.165724] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:19.168936] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-12-03T20:36:19.169207] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-03T20:36:19.169331] [INFO ] [sig       ] BN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:19.304286] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BN.txt
[2025-12-03T20:36:19.304405] [INFO ] [sig       ] [443/3516] Completed BN in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:19.304443] [INFO ] [sig       ] [444/3516] Forecasting BND...
[2025-12-03T20:36:19.304470] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-03T20:36:19.304497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-03T20:36:19.315319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-03T20:36:19.315622] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-03T20:36:19.316361] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-03T20:36:19.316410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:19.316440] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:19.316465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:19.316520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:19.371238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:19.371870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:19.371943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:19.371973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:19.494265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:19.494429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:19.494470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:19.494497] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:19.497850] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-03T20:36:19.498164] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-03T20:36:19.498297] [INFO ] [sig       ] BND: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:19.635427] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BND.txt
[2025-12-03T20:36:19.635602] [INFO ] [sig       ] [444/3516] Completed BND in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:19.635647] [INFO ] [sig       ] [445/3516] Forecasting BNDX...
[2025-12-03T20:36:19.635676] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-03T20:36:19.635704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-03T20:36:19.647841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-03T20:36:19.648211] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-03T20:36:19.648993] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-03T20:36:19.649042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:19.649104] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:19.649137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:19.649204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:19.708024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:19.709151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:19.709235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:19.709266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:19.829475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:19.829646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:19.829685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:19.829712] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:19.832993] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-12-03T20:36:19.833267] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-03T20:36:19.833390] [INFO ] [sig       ] BNDX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:19.970609] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BNDX.txt
[2025-12-03T20:36:19.970763] [INFO ] [sig       ] [445/3516] Completed BNDX in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:19.970803] [INFO ] [sig       ] [446/3516] Forecasting BNED...
[2025-12-03T20:36:19.970831] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-03T20:36:19.970859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-03T20:36:19.982261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-03T20:36:19.982611] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-03T20:36:19.983371] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-03T20:36:19.983419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:19.983463] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:19.983489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:19.983543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:20.038205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:20.038916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:20.038992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:20.039024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:20.154663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:20.154806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:20.154843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:20.154871] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:20.158166] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-12-03T20:36:20.158440] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-03T20:36:20.158565] [INFO ] [sig       ] BNED: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:20.293742] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BNED.txt
[2025-12-03T20:36:20.293876] [INFO ] [sig       ] [446/3516] Completed BNED in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:20.293914] [INFO ] [sig       ] [447/3516] Forecasting BNGO...
[2025-12-03T20:36:20.293942] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-03T20:36:20.293969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-03T20:36:20.305907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-03T20:36:20.306235] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-03T20:36:20.307034] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-03T20:36:20.307085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:20.307117] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:20.307145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:20.307203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:20.363259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:20.363930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:20.364010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:20.364043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:20.484056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:20.484213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:20.484252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:20.484279] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:20.487699] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-03T20:36:20.487997] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-03T20:36:20.488129] [INFO ] [sig       ] BNGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:20.642641] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BNGO.txt
[2025-12-03T20:36:20.642770] [INFO ] [sig       ] [447/3516] Completed BNGO in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:20.642808] [INFO ] [sig       ] [448/3516] Forecasting BNH...
[2025-12-03T20:36:20.642836] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-03T20:36:20.642866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-03T20:36:20.654998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-03T20:36:20.655377] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-03T20:36:20.656201] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-03T20:36:20.656253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:20.656285] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:20.656311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:20.656368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:20.715149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:20.715930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:20.716016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:20.716048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:20.834246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:20.834417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:20.834458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:20.834531] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:20.838382] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-12-03T20:36:20.838726] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-03T20:36:20.838860] [INFO ] [sig       ] BNH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:20.978371] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BNH.txt
[2025-12-03T20:36:20.978566] [INFO ] [sig       ] [448/3516] Completed BNH in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:20.978634] [INFO ] [sig       ] [449/3516] Forecasting BNJ...
[2025-12-03T20:36:20.978672] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-03T20:36:20.978713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-03T20:36:20.990342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-03T20:36:20.990815] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-03T20:36:20.991806] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-03T20:36:20.991860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:20.991892] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:20.991917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:20.991975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:21.049657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:21.050379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:21.050461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:21.050492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:21.163416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:21.163585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:21.163627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:21.163656] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:21.167070] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=67.70%)
[2025-12-03T20:36:21.167352] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-03T20:36:21.167481] [INFO ] [sig       ] BNJ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:21.312932] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BNJ.txt
[2025-12-03T20:36:21.313065] [INFO ] [sig       ] [449/3516] Completed BNJ in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.3m
[2025-12-03T20:36:21.313105] [INFO ] [sig       ] [450/3516] Forecasting BNL...
[2025-12-03T20:36:21.313141] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-03T20:36:21.313171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-03T20:36:21.325457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-03T20:36:21.325836] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-03T20:36:21.326640] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-03T20:36:21.326689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:21.326720] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:21.326745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:21.326801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:21.381371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:21.382024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:21.382102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:21.382134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:21.501176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:21.501341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:21.501378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:21.501407] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:21.504757] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-12-03T20:36:21.505026] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-03T20:36:21.505149] [INFO ] [sig       ] BNL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:21.641726] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BNL.txt
[2025-12-03T20:36:21.641860] [INFO ] [sig       ] [450/3516] Completed BNL in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.2m
[2025-12-03T20:36:21.641896] [INFO ] [sig       ] [451/3516] Forecasting BNRG...
[2025-12-03T20:36:21.641924] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-12-03T20:36:21.641955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-12-03T20:36:21.652676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-12-03T20:36:21.652987] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-12-03T20:36:21.653802] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-12-03T20:36:21.653851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:21.653880] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:21.653905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:21.653959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:21.708972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:21.709616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:21.709692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:21.709723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:21.830498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:21.830660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:21.830698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:21.830724] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:21.834041] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-03T20:36:21.834312] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-12-03T20:36:21.834434] [INFO ] [sig       ] BNRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:21.974938] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BNRG.txt
[2025-12-03T20:36:21.975107] [INFO ] [sig       ] [451/3516] Completed BNRG in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.2m
[2025-12-03T20:36:21.975157] [INFO ] [sig       ] [452/3516] Forecasting BNS...
[2025-12-03T20:36:21.975185] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-03T20:36:21.975213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-03T20:36:21.987669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-03T20:36:21.988176] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-03T20:36:21.989082] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-03T20:36:21.989133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:21.989167] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:21.989192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:21.989248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:22.049845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:22.050754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:22.050837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:22.050870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:22.176644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:22.176802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:22.176853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:22.176896] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:22.180330] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-03T20:36:22.180622] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-03T20:36:22.180752] [INFO ] [sig       ] BNS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:22.321555] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BNS.txt
[2025-12-03T20:36:22.321703] [INFO ] [sig       ] [452/3516] Completed BNS in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.2m
[2025-12-03T20:36:22.321742] [INFO ] [sig       ] [453/3516] Forecasting BNTC...
[2025-12-03T20:36:22.321772] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-03T20:36:22.321801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-03T20:36:22.334092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-03T20:36:22.334446] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-03T20:36:22.335309] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-03T20:36:22.335361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:22.335393] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:22.335420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:22.335476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:22.393178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:22.394001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:22.394085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:22.394119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:22.521372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:22.521540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:22.521599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:22.521649] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:22.525048] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-03T20:36:22.525323] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-03T20:36:22.525454] [INFO ] [sig       ] BNTC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:22.668107] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BNTC.txt
[2025-12-03T20:36:22.668252] [INFO ] [sig       ] [453/3516] Completed BNTC in 0.3s | 2.96 sym/s | Total: 2.5m | ETA: 17.2m
[2025-12-03T20:36:22.668294] [INFO ] [sig       ] [454/3516] Forecasting BNTX...
[2025-12-03T20:36:22.668324] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-03T20:36:22.668354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-03T20:36:22.680830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-03T20:36:22.681171] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-03T20:36:22.682100] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-03T20:36:22.682160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:22.682194] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:22.682220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:22.682276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:22.741274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:22.742035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:22.742128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:22.742165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:22.866689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:22.866853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:22.866897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:22.866925] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:22.870549] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-12-03T20:36:22.870852] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-03T20:36:22.870979] [INFO ] [sig       ] BNTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:23.016682] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BNTX.txt
[2025-12-03T20:36:23.016821] [INFO ] [sig       ] [454/3516] Completed BNTX in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:23.016859] [INFO ] [sig       ] [455/3516] Forecasting BNY...
[2025-12-03T20:36:23.016888] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-03T20:36:23.016918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-03T20:36:23.028757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-03T20:36:23.029054] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-03T20:36:23.029915] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-03T20:36:23.029973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:23.030004] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:23.030029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:23.030084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:23.089654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:23.090355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:23.090464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:23.090512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:23.208534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:23.208716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:23.208761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:23.208790] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:23.212424] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-03T20:36:23.212723] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-03T20:36:23.212852] [INFO ] [sig       ] BNY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:23.350944] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BNY.txt
[2025-12-03T20:36:23.351067] [INFO ] [sig       ] [455/3516] Completed BNY in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:23.351104] [INFO ] [sig       ] [456/3516] Forecasting BNZI...
[2025-12-03T20:36:23.351133] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-03T20:36:23.351162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-03T20:36:23.362240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-03T20:36:23.362547] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-03T20:36:23.363465] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-03T20:36:23.363517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:23.363548] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:23.363590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:23.363648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:23.420014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:23.420704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:23.420783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:23.420815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:23.535874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:23.536024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:23.536061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:23.536087] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:23.539398] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2025-12-03T20:36:23.539707] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-03T20:36:23.539833] [INFO ] [sig       ] BNZI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:23.685995] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BNZI.txt
[2025-12-03T20:36:23.686139] [INFO ] [sig       ] [456/3516] Completed BNZI in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:23.686176] [INFO ] [sig       ] [457/3516] Forecasting BOC...
[2025-12-03T20:36:23.686205] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-03T20:36:23.686235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-03T20:36:23.700380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-03T20:36:23.700955] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-03T20:36:23.701889] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-03T20:36:23.701953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:23.701988] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:23.702016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:23.702097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:23.759898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:23.760946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:23.761038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:23.761070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:23.882140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:23.882326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:23.882364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:23.882391] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:23.885804] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=34.70%)
[2025-12-03T20:36:23.886096] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-03T20:36:23.886229] [INFO ] [sig       ] BOC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:24.026133] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BOC.txt
[2025-12-03T20:36:24.026279] [INFO ] [sig       ] [457/3516] Completed BOC in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:24.026317] [INFO ] [sig       ] [458/3516] Forecasting BOE...
[2025-12-03T20:36:24.026344] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-03T20:36:24.026372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-03T20:36:24.038312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-03T20:36:24.038726] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-03T20:36:24.039506] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-03T20:36:24.039557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:24.039609] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:24.039636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:24.039691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:24.094924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:24.095817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:24.095898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:24.095931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:24.210450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:24.210633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:24.210671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:24.210699] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:24.214080] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=37.03%)
[2025-12-03T20:36:24.214382] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-03T20:36:24.214514] [INFO ] [sig       ] BOE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:24.354382] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BOE.txt
[2025-12-03T20:36:24.354594] [INFO ] [sig       ] [458/3516] Completed BOE in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:24.354636] [INFO ] [sig       ] [459/3516] Forecasting BOF...
[2025-12-03T20:36:24.354666] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-03T20:36:24.354695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-03T20:36:24.366645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-03T20:36:24.367045] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-03T20:36:24.367861] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-03T20:36:24.367924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:24.367956] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:24.368003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:24.368059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:24.427163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:24.428080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:24.428174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:24.428206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:24.556874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:24.557036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:24.557075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:24.557102] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:24.560803] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-03T20:36:24.561148] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-03T20:36:24.561316] [INFO ] [sig       ] BOF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:24.711666] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BOF.txt
[2025-12-03T20:36:24.711833] [INFO ] [sig       ] [459/3516] Completed BOF in 0.4s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:24.711874] [INFO ] [sig       ] [460/3516] Forecasting BOH...
[2025-12-03T20:36:24.711904] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-03T20:36:24.711933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-03T20:36:24.724479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-03T20:36:24.724916] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-03T20:36:24.725744] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-03T20:36:24.725794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:24.725826] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:24.725853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:24.725909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:24.784204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:24.785094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:24.785183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:24.785215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:24.904849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:24.905010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:24.905049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:24.905075] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:24.908658] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-03T20:36:24.909008] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-03T20:36:24.909156] [INFO ] [sig       ] BOH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:25.058916] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BOH.txt
[2025-12-03T20:36:25.059076] [INFO ] [sig       ] [460/3516] Completed BOH in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:25.059117] [INFO ] [sig       ] [461/3516] Forecasting BOKF...
[2025-12-03T20:36:25.059146] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-03T20:36:25.059176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-03T20:36:25.072814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-03T20:36:25.073321] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-03T20:36:25.074221] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-03T20:36:25.074273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:25.074306] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:25.074332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:25.074389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:25.131048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:25.132186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:25.132281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:25.132314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:25.254624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:25.254841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:25.254881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:25.254909] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:25.258669] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=56.18%)
[2025-12-03T20:36:25.259007] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-03T20:36:25.259154] [INFO ] [sig       ] BOKF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:25.407448] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BOKF.txt
[2025-12-03T20:36:25.407688] [INFO ] [sig       ] [461/3516] Completed BOKF in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:25.407736] [INFO ] [sig       ] [462/3516] Forecasting BOLD...
[2025-12-03T20:36:25.407766] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-03T20:36:25.407797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-03T20:36:25.420775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-03T20:36:25.421374] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-03T20:36:25.422260] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-03T20:36:25.422310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:25.422379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:25.422406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:25.422465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:25.484071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:25.485557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:25.485696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:25.485745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:25.605808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:25.606042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:25.606085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:25.606113] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:25.610197] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=15.43%)
[2025-12-03T20:36:25.610677] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-03T20:36:25.610858] [INFO ] [sig       ] BOLD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:25.750509] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BOLD.txt
[2025-12-03T20:36:25.750764] [INFO ] [sig       ] [462/3516] Completed BOLD in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:25.750811] [INFO ] [sig       ] [463/3516] Forecasting BOND...
[2025-12-03T20:36:25.750841] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-03T20:36:25.750872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-03T20:36:25.764489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-03T20:36:25.765029] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-03T20:36:25.765868] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-03T20:36:25.765919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:25.765949] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:25.765974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:25.766029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:25.826267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:25.827186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:25.827279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:25.827320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:25.950696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:25.950852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:25.950891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:25.950919] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:25.954350] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-03T20:36:25.954663] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-03T20:36:25.954797] [INFO ] [sig       ] BOND: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:26.099900] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BOND.txt
[2025-12-03T20:36:26.100025] [INFO ] [sig       ] [463/3516] Completed BOND in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:26.100062] [INFO ] [sig       ] [464/3516] Forecasting BOOM...
[2025-12-03T20:36:26.100092] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-03T20:36:26.100120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-03T20:36:26.113956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-03T20:36:26.114481] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-03T20:36:26.115475] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-03T20:36:26.115530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:26.115565] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:26.115617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:26.115678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:26.173940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:26.174888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:26.174991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:26.175025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:26.297058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:26.297300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:26.297344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:26.297372] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:26.301421] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2025-12-03T20:36:26.301793] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-03T20:36:26.301937] [INFO ] [sig       ] BOOM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:26.440790] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BOOM.txt
[2025-12-03T20:36:26.441013] [INFO ] [sig       ] [464/3516] Completed BOOM in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:26.441059] [INFO ] [sig       ] [465/3516] Forecasting BOTZ...
[2025-12-03T20:36:26.441089] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-03T20:36:26.441122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-03T20:36:26.455596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-03T20:36:26.456175] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-03T20:36:26.457130] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-03T20:36:26.457182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:26.457225] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:26.457259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:26.457319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:26.515855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:26.517108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:26.517219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:26.517253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:26.650740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:26.651019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:26.651080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:26.651173] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:26.656374] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-12-03T20:36:26.656954] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-03T20:36:26.657150] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:26.814915] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BOTZ.txt
[2025-12-03T20:36:26.815155] [INFO ] [sig       ] [465/3516] Completed BOTZ in 0.4s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:26.815216] [INFO ] [sig       ] [466/3516] Forecasting BOX...
[2025-12-03T20:36:26.815261] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-03T20:36:26.815299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-03T20:36:26.828777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-03T20:36:26.829250] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-03T20:36:26.830192] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-03T20:36:26.830248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:26.830285] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:26.830311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:26.830369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:26.889917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:26.890898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:26.890992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:26.891028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:27.026605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:27.026768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:27.026842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:27.026872] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:27.030593] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=78.90%)
[2025-12-03T20:36:27.030998] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-03T20:36:27.031157] [INFO ] [sig       ] BOX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:27.182774] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BOX.txt
[2025-12-03T20:36:27.182947] [INFO ] [sig       ] [466/3516] Completed BOX in 0.4s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:27.182989] [INFO ] [sig       ] [467/3516] Forecasting BP...
[2025-12-03T20:36:27.183018] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-03T20:36:27.183048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-03T20:36:27.195417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-03T20:36:27.195863] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-03T20:36:27.196688] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-03T20:36:27.196740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:27.196772] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:27.196800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:27.196863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:27.255553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:27.256524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:27.256653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:27.256687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:27.390685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:27.390848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:27.390889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:27.390918] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:27.394679] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-03T20:36:27.395071] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-03T20:36:27.395232] [INFO ] [sig       ] BP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:27.584218] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BP.txt
[2025-12-03T20:36:27.584430] [INFO ] [sig       ] [467/3516] Completed BP in 0.4s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:27.584496] [INFO ] [sig       ] [468/3516] Forecasting BPOP...
[2025-12-03T20:36:27.584545] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-03T20:36:27.584617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-03T20:36:27.599306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-03T20:36:27.599743] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-03T20:36:27.600618] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-03T20:36:27.600688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:27.600720] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:27.600746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:27.600802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:27.660978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:27.661888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:27.661973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:27.662006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:27.792375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:27.792550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:27.792637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:27.792673] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:27.796391] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-03T20:36:27.796776] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-03T20:36:27.796922] [INFO ] [sig       ] BPOP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:27.949519] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BPOP.txt
[2025-12-03T20:36:27.949754] [INFO ] [sig       ] [468/3516] Completed BPOP in 0.4s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:27.949807] [INFO ] [sig       ] [469/3516] Forecasting BPRN...
[2025-12-03T20:36:27.949842] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-03T20:36:27.949878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-03T20:36:27.965802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-03T20:36:27.966519] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-03T20:36:27.967933] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-03T20:36:27.968038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:27.968093] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:27.968138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:27.968231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:28.042754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:28.043837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:28.043928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:28.043961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:28.149625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:28.149788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:28.149832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:28.149860] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:28.153219] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-03T20:36:28.153501] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-03T20:36:28.153649] [INFO ] [sig       ] BPRN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:28.292272] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BPRN.txt
[2025-12-03T20:36:28.292431] [INFO ] [sig       ] [469/3516] Completed BPRN in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:28.292473] [INFO ] [sig       ] [470/3516] Forecasting BPYPM...
[2025-12-03T20:36:28.292501] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-03T20:36:28.292530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-03T20:36:28.307841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-03T20:36:28.308200] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-03T20:36:28.309033] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-03T20:36:28.309090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:28.309132] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:28.309158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:28.309213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:28.364482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:28.365127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:28.365206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:28.365237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:28.473504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:28.473754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:28.473801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:28.473830] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:28.477782] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2025-12-03T20:36:28.478139] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-03T20:36:28.478287] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:28.621835] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BPYPM.txt
[2025-12-03T20:36:28.622048] [INFO ] [sig       ] [470/3516] Completed BPYPM in 0.3s | 2.96 sym/s | Total: 2.6m | ETA: 17.2m
[2025-12-03T20:36:28.622094] [INFO ] [sig       ] [471/3516] Forecasting BPYPO...
[2025-12-03T20:36:28.622123] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-03T20:36:28.622155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-03T20:36:28.635934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-03T20:36:28.636476] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-03T20:36:28.637418] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-03T20:36:28.637474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:28.637506] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:28.637532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:28.637608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:28.693889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:28.694976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:28.695073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:28.695107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:28.794114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:28.794340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:28.794381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:28.794409] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:28.798227] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=91.27%)
[2025-12-03T20:36:28.798544] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-03T20:36:28.798694] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:28.937268] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BPYPO.txt
[2025-12-03T20:36:28.937456] [INFO ] [sig       ] [471/3516] Completed BPYPO in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.2m
[2025-12-03T20:36:28.937499] [INFO ] [sig       ] [472/3516] Forecasting BPYPP...
[2025-12-03T20:36:28.937527] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-03T20:36:28.937557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-03T20:36:28.951787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-03T20:36:28.952267] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-03T20:36:28.953125] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-03T20:36:28.953177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:28.953208] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:28.953234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:28.953288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:29.008502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:29.009431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:29.009558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:29.009609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:29.116899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:29.117062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:29.117100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:29.117128] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:29.120495] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=70.50%)
[2025-12-03T20:36:29.120794] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-03T20:36:29.120924] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:29.259240] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BPYPP.txt
[2025-12-03T20:36:29.259367] [INFO ] [sig       ] [472/3516] Completed BPYPP in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:29.259406] [INFO ] [sig       ] [473/3516] Forecasting BRAG...
[2025-12-03T20:36:29.259437] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-03T20:36:29.259466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-03T20:36:29.272796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-03T20:36:29.273249] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-03T20:36:29.274139] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-03T20:36:29.274190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:29.274222] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:29.274247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:29.274304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:29.332666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:29.333754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:29.333852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:29.333886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:29.461676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:29.461934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:29.461979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:29.462008] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:29.465946] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=61.98%)
[2025-12-03T20:36:29.466333] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-03T20:36:29.466492] [INFO ] [sig       ] BRAG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:29.611319] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BRAG.txt
[2025-12-03T20:36:29.611525] [INFO ] [sig       ] [473/3516] Completed BRAG in 0.4s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:29.611591] [INFO ] [sig       ] [474/3516] Forecasting BRC...
[2025-12-03T20:36:29.611623] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-03T20:36:29.611653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-03T20:36:29.624885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-03T20:36:29.625321] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-03T20:36:29.626170] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-03T20:36:29.626221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:29.626252] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:29.626276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:29.626332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:29.685075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:29.686025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:29.686120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:29.686153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:29.802788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:29.802947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:29.802985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:29.803012] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:29.806333] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=63.44%)
[2025-12-03T20:36:29.806624] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-03T20:36:29.806751] [INFO ] [sig       ] BRC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:29.946114] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BRC.txt
[2025-12-03T20:36:29.946254] [INFO ] [sig       ] [474/3516] Completed BRC in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:29.946293] [INFO ] [sig       ] [475/3516] Forecasting BRO...
[2025-12-03T20:36:29.946320] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-03T20:36:29.946348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-03T20:36:29.960220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-03T20:36:29.960677] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-03T20:36:29.961604] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-03T20:36:29.961655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:29.961688] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:29.961713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:29.961769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:30.016609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:30.017672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:30.017766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:30.017798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:30.141968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:30.142198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:30.142242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:30.142271] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:30.146105] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=36.37%)
[2025-12-03T20:36:30.146410] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-03T20:36:30.146569] [INFO ] [sig       ] BRO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:30.285308] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BRO.txt
[2025-12-03T20:36:30.285532] [INFO ] [sig       ] [475/3516] Completed BRO in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:30.285591] [INFO ] [sig       ] [476/3516] Forecasting BROS...
[2025-12-03T20:36:30.285625] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-03T20:36:30.285656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-03T20:36:30.299023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-03T20:36:30.299465] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-03T20:36:30.300352] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-03T20:36:30.300402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:30.300434] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:30.300459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:30.300515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:30.358701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:30.359678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:30.359777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:30.359811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:30.482766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:30.482996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:30.483038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:30.483065] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:30.486788] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=58.55%)
[2025-12-03T20:36:30.487099] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-03T20:36:30.487231] [INFO ] [sig       ] BROS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:30.630743] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BROS.txt
[2025-12-03T20:36:30.630938] [INFO ] [sig       ] [476/3516] Completed BROS in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:30.630981] [INFO ] [sig       ] [477/3516] Forecasting BRSP...
[2025-12-03T20:36:30.631010] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-03T20:36:30.631040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-03T20:36:30.644288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-03T20:36:30.644827] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-03T20:36:30.645779] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-03T20:36:30.645833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:30.645865] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:30.645892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:30.645948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:30.704068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:30.705058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:30.705154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:30.705188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:30.824381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:30.824559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:30.824618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:30.824665] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:30.828346] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=59.58%)
[2025-12-03T20:36:30.828690] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-03T20:36:30.828834] [INFO ] [sig       ] BRSP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:30.975365] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BRSP.txt
[2025-12-03T20:36:30.975525] [INFO ] [sig       ] [477/3516] Completed BRSP in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:30.975565] [INFO ] [sig       ] [478/3516] Forecasting BRX...
[2025-12-03T20:36:30.975613] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-03T20:36:30.975642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-03T20:36:30.987178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-03T20:36:30.987612] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-03T20:36:30.988526] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-03T20:36:30.988604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:30.988661] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:30.988693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:30.988749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:31.047043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:31.047942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:31.048056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:31.048090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:31.168064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:31.168227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:31.168265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:31.168292] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:31.171691] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-12-03T20:36:31.171990] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-03T20:36:31.172121] [INFO ] [sig       ] BRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:31.316065] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BRX.txt
[2025-12-03T20:36:31.316223] [INFO ] [sig       ] [478/3516] Completed BRX in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:31.316262] [INFO ] [sig       ] [479/3516] Forecasting BRY...
[2025-12-03T20:36:31.316292] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-03T20:36:31.316320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-03T20:36:31.327744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-03T20:36:31.328163] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-03T20:36:31.329022] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-03T20:36:31.329074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:31.329140] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:31.329178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:31.329259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:31.389589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:31.390555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:31.390667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:31.390726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:31.520990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:31.521119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:31.521157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:31.521184] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:31.524535] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-12-03T20:36:31.524843] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-03T20:36:31.524975] [INFO ] [sig       ] BRY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:31.664226] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BRY.txt
[2025-12-03T20:36:31.664385] [INFO ] [sig       ] [479/3516] Completed BRY in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:31.664426] [INFO ] [sig       ] [480/3516] Forecasting BRZE...
[2025-12-03T20:36:31.664454] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-03T20:36:31.664482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-03T20:36:31.675941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-03T20:36:31.676324] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-03T20:36:31.677165] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-03T20:36:31.677216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:31.677248] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:31.677275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:31.677331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:31.734629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:31.735472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:31.735554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:31.735607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:31.859560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:31.859725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:31.859763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:31.859789] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:31.863082] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-12-03T20:36:31.863353] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-03T20:36:31.863476] [INFO ] [sig       ] BRZE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:32.000977] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BRZE.txt
[2025-12-03T20:36:32.001118] [INFO ] [sig       ] [480/3516] Completed BRZE in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:32.001157] [INFO ] [sig       ] [481/3516] Forecasting BSAC...
[2025-12-03T20:36:32.001185] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-03T20:36:32.001214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-03T20:36:32.012417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-03T20:36:32.012749] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-03T20:36:32.013526] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-03T20:36:32.013596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:32.013634] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:32.013673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:32.013731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:32.070132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:32.070895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:32.070977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:32.071009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:32.188943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:32.189098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:32.189151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:32.189184] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:32.192663] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-03T20:36:32.192937] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-03T20:36:32.193063] [INFO ] [sig       ] BSAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:32.334022] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSAC.txt
[2025-12-03T20:36:32.334175] [INFO ] [sig       ] [481/3516] Completed BSAC in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:32.334217] [INFO ] [sig       ] [482/3516] Forecasting BSCP...
[2025-12-03T20:36:32.334256] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-03T20:36:32.334300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-03T20:36:32.345201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-03T20:36:32.345492] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-03T20:36:32.346269] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-03T20:36:32.346319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:32.346349] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:32.346375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:32.346429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:32.401614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:32.402323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:32.402401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:32.402432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:32.501828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:32.501965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:32.502004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:32.502060] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:32.505385] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: DOWN (p=28.51%)
[2025-12-03T20:36:32.505699] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-03T20:36:32.505830] [INFO ] [sig       ] BSCP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:32.644440] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BSCP.txt
[2025-12-03T20:36:32.644595] [INFO ] [sig       ] [482/3516] Completed BSCP in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:32.644636] [INFO ] [sig       ] [483/3516] Forecasting BSCQ...
[2025-12-03T20:36:32.644663] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-03T20:36:32.644691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-03T20:36:32.654616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-03T20:36:32.654920] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-03T20:36:32.655692] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-03T20:36:32.655742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:32.655773] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:32.655798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:32.655853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:32.712537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:32.713224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:32.713301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:32.713333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:32.833705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:32.833852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:32.833891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:32.833919] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:32.837355] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=72.61%)
[2025-12-03T20:36:32.837652] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-03T20:36:32.837782] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:32.980937] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSCQ.txt
[2025-12-03T20:36:32.981088] [INFO ] [sig       ] [483/3516] Completed BSCQ in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:32.981128] [INFO ] [sig       ] [484/3516] Forecasting BSCS...
[2025-12-03T20:36:32.981157] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-03T20:36:32.981186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-03T20:36:32.992637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-03T20:36:32.992928] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-03T20:36:32.993681] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-03T20:36:32.993730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:32.993760] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:32.993785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:32.993840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:33.049161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:33.049918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:33.049997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:33.050029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:33.166914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:33.167075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:33.167114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:33.167142] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:33.170503] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=66.86%)
[2025-12-03T20:36:33.170831] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-03T20:36:33.170962] [INFO ] [sig       ] BSCS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:33.308481] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSCS.txt
[2025-12-03T20:36:33.308670] [INFO ] [sig       ] [484/3516] Completed BSCS in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:33.308711] [INFO ] [sig       ] [485/3516] Forecasting BSCX...
[2025-12-03T20:36:33.308739] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-03T20:36:33.308777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-03T20:36:33.320465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-03T20:36:33.320897] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-03T20:36:33.321705] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-03T20:36:33.321755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:33.321785] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:33.321810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:33.321865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:33.377499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:33.378380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:33.378482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:33.378515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:33.497123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:33.497277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:33.497314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:33.497341] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:33.500851] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2025-12-03T20:36:33.501166] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-03T20:36:33.501300] [INFO ] [sig       ] BSCX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:33.638872] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BSCX.txt
[2025-12-03T20:36:33.639030] [INFO ] [sig       ] [485/3516] Completed BSCX in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:33.639069] [INFO ] [sig       ] [486/3516] Forecasting BSCY...
[2025-12-03T20:36:33.639098] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-03T20:36:33.639126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-03T20:36:33.650184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-03T20:36:33.650485] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-03T20:36:33.651272] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-03T20:36:33.651321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:33.651351] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:33.651375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:33.651429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:33.707410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:33.708296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:33.708385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:33.708418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:33.827787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:33.827942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:33.827992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:33.828023] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:33.831406] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2025-12-03T20:36:33.831702] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-03T20:36:33.831829] [INFO ] [sig       ] BSCY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:33.971417] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSCY.txt
[2025-12-03T20:36:33.971603] [INFO ] [sig       ] [486/3516] Completed BSCY in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:33.971645] [INFO ] [sig       ] [487/3516] Forecasting BSJP...
[2025-12-03T20:36:33.971675] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-03T20:36:33.971705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-03T20:36:33.982822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-03T20:36:33.983186] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-03T20:36:33.983990] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-03T20:36:33.984041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:33.984071] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:33.984097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:33.984152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:34.039718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:34.040534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:34.040633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:34.040666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:34.152969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:34.153125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:34.153164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:34.153192] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:34.156635] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=64.26%)
[2025-12-03T20:36:34.156934] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-03T20:36:34.157068] [INFO ] [sig       ] BSJP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:34.295784] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSJP.txt
[2025-12-03T20:36:34.295931] [INFO ] [sig       ] [487/3516] Completed BSJP in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:34.295969] [INFO ] [sig       ] [488/3516] Forecasting BSJQ...
[2025-12-03T20:36:34.295998] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-03T20:36:34.296027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-03T20:36:34.310015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-03T20:36:34.310606] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-03T20:36:34.311565] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-03T20:36:34.311637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:34.311671] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:34.311699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:34.311758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:34.369771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:34.370892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:34.370992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:34.371026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:34.496154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:34.496319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:34.496358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:34.496406] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:34.499865] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=88.57%)
[2025-12-03T20:36:34.500147] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-03T20:36:34.500279] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:34.638447] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSJQ.txt
[2025-12-03T20:36:34.638695] [INFO ] [sig       ] [488/3516] Completed BSJQ in 0.3s | 2.96 sym/s | Total: 2.7m | ETA: 17.1m
[2025-12-03T20:36:34.638756] [INFO ] [sig       ] [489/3516] Forecasting BSJS...
[2025-12-03T20:36:34.638797] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-03T20:36:34.638833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-03T20:36:34.650671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-03T20:36:34.651029] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-03T20:36:34.651858] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-03T20:36:34.651910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:34.651942] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:34.651970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:34.652027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:34.710425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:34.711317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:34.711432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:34.711466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:34.833100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:34.833261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:34.833298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:34.833325] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:34.836752] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-12-03T20:36:34.837062] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-03T20:36:34.837196] [INFO ] [sig       ] BSJS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:34.975891] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSJS.txt
[2025-12-03T20:36:34.976047] [INFO ] [sig       ] [489/3516] Completed BSJS in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:34.976085] [INFO ] [sig       ] [490/3516] Forecasting BSL...
[2025-12-03T20:36:34.976116] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-03T20:36:34.976145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-03T20:36:34.988283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-03T20:36:34.988670] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-03T20:36:34.989426] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-03T20:36:34.989475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:34.989505] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:34.989531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:34.989612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:35.045466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:35.046308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:35.046390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:35.046421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:35.164814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:35.164975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:35.165012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:35.165040] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:35.168647] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=28.72%)
[2025-12-03T20:36:35.168953] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-03T20:36:35.169085] [INFO ] [sig       ] BSL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:35.308515] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BSL.txt
[2025-12-03T20:36:35.308692] [INFO ] [sig       ] [490/3516] Completed BSL in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:35.308732] [INFO ] [sig       ] [491/3516] Forecasting BSLK...
[2025-12-03T20:36:35.308760] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-03T20:36:35.308789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-03T20:36:35.320441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-03T20:36:35.320798] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-03T20:36:35.321555] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-03T20:36:35.321636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:35.321672] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:35.321697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:35.321751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:35.378047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:35.378910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:35.378997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:35.379028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:35.492367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:35.492527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:35.492594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:35.492630] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:35.495964] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=30.67%)
[2025-12-03T20:36:35.496253] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-03T20:36:35.496382] [INFO ] [sig       ] BSLK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:35.635808] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BSLK.txt
[2025-12-03T20:36:35.635965] [INFO ] [sig       ] [491/3516] Completed BSLK in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:35.636006] [INFO ] [sig       ] [492/3516] Forecasting BSM...
[2025-12-03T20:36:35.636034] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-03T20:36:35.636063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-03T20:36:35.647920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-03T20:36:35.648319] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-03T20:36:35.649105] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-03T20:36:35.649154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:35.649184] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:35.649210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:35.649277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:35.706043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:35.706887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:35.706967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:35.706998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:35.829567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:35.829737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:35.829775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:35.829803] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:35.833108] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=74.52%)
[2025-12-03T20:36:35.833398] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-03T20:36:35.833534] [INFO ] [sig       ] BSM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:35.971891] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSM.txt
[2025-12-03T20:36:35.972078] [INFO ] [sig       ] [492/3516] Completed BSM in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:35.972120] [INFO ] [sig       ] [493/3516] Forecasting BSMP...
[2025-12-03T20:36:35.972149] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-03T20:36:35.972178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-03T20:36:35.983051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-12-03T20:36:35.983401] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-03T20:36:35.984180] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-03T20:36:35.984238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:35.984269] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:35.984294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:35.984349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:36.040362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:36.041208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:36.041290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:36.041322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:36.154631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:36.154786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:36.154823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:36.154850] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:36.158198] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=91.95%)
[2025-12-03T20:36:36.158482] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-03T20:36:36.158632] [INFO ] [sig       ] BSMP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:36.296457] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSMP.txt
[2025-12-03T20:36:36.296636] [INFO ] [sig       ] [493/3516] Completed BSMP in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:36.296679] [INFO ] [sig       ] [494/3516] Forecasting BSMQ...
[2025-12-03T20:36:36.296707] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-03T20:36:36.296739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-03T20:36:36.308402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-03T20:36:36.308822] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-03T20:36:36.309614] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-03T20:36:36.309678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:36.309710] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:36.309736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:36.309792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:36.365953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:36.366835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:36.366917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:36.366948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:36.489125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:36.489277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:36.489314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:36.489341] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:36.492653] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-03T20:36:36.492922] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-03T20:36:36.493043] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:36.632496] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BSMQ.txt
[2025-12-03T20:36:36.632667] [INFO ] [sig       ] [494/3516] Completed BSMQ in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:36.632708] [INFO ] [sig       ] [495/3516] Forecasting BSMS...
[2025-12-03T20:36:36.632738] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-03T20:36:36.632766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-03T20:36:36.644259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-03T20:36:36.644706] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-03T20:36:36.645502] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-03T20:36:36.645553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:36.645605] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:36.645633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:36.645688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:36.704255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:36.705167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:36.705250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:36.705280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:36.820771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:36.820932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:36.820971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:36.821000] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:36.824532] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: DOWN (p=38.01%)
[2025-12-03T20:36:36.824882] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-03T20:36:36.825021] [INFO ] [sig       ] BSMS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:36.966392] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BSMS.txt
[2025-12-03T20:36:36.966528] [INFO ] [sig       ] [495/3516] Completed BSMS in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:36.966585] [INFO ] [sig       ] [496/3516] Forecasting BSSX...
[2025-12-03T20:36:36.966616] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-03T20:36:36.966644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-03T20:36:36.978374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-03T20:36:36.978737] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-03T20:36:36.979479] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-03T20:36:36.979540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:36.979626] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:36.979661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:36.979723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:37.037012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:37.037853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:37.037932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:37.037963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:37.142120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:37.142282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:37.142321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:37.142349] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:37.145836] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=70.46%)
[2025-12-03T20:36:37.146135] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-03T20:36:37.146270] [INFO ] [sig       ] BSSX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:37.285823] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSSX.txt
[2025-12-03T20:36:37.285963] [INFO ] [sig       ] [496/3516] Completed BSSX in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:37.286003] [INFO ] [sig       ] [497/3516] Forecasting BSTZ...
[2025-12-03T20:36:37.286031] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-03T20:36:37.286059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-03T20:36:37.298497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-03T20:36:37.298868] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-03T20:36:37.299688] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-03T20:36:37.299739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:37.299770] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:37.299795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:37.299849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:37.357001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:37.357688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:37.357769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:37.357801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:37.480152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:37.480258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:37.480296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:37.480321] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:37.483749] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2025-12-03T20:36:37.484036] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-03T20:36:37.484167] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:37.621496] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BSTZ.txt
[2025-12-03T20:36:37.621662] [INFO ] [sig       ] [497/3516] Completed BSTZ in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:37.621705] [INFO ] [sig       ] [498/3516] Forecasting BSVN...
[2025-12-03T20:36:37.621733] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-03T20:36:37.621761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-03T20:36:37.632831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-03T20:36:37.633169] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-03T20:36:37.633943] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-03T20:36:37.633993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:37.634024] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:37.634050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:37.634104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:37.689944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:37.690538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:37.690634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:37.690666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:37.802536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:37.802705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:37.802743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:37.802770] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:37.806242] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=53.29%)
[2025-12-03T20:36:37.806516] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-03T20:36:37.806660] [INFO ] [sig       ] BSVN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:37.945320] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSVN.txt
[2025-12-03T20:36:37.945463] [INFO ] [sig       ] [498/3516] Completed BSVN in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:37.945500] [INFO ] [sig       ] [499/3516] Forecasting BSVO...
[2025-12-03T20:36:37.945529] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-03T20:36:37.945561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-03T20:36:37.956838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-03T20:36:37.957129] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-03T20:36:37.957907] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-03T20:36:37.957956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:37.958003] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:37.958028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:37.958086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:38.013727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:38.014382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:38.014462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:38.014493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:38.136089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:38.136245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:38.136283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:38.136340] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:38.139726] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-03T20:36:38.140006] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-03T20:36:38.140129] [INFO ] [sig       ] BSVO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:38.278312] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSVO.txt
[2025-12-03T20:36:38.278447] [INFO ] [sig       ] [499/3516] Completed BSVO in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:38.278485] [INFO ] [sig       ] [500/3516] Forecasting BSX...
[2025-12-03T20:36:38.278514] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-03T20:36:38.278542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-03T20:36:38.289857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-03T20:36:38.290192] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-03T20:36:38.291010] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-03T20:36:38.291061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:38.291093] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:38.291120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:38.291177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:38.349049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:38.349892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:38.349972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:38.350005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:38.474074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:38.474220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:38.474263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:38.474290] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:38.477613] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-03T20:36:38.477891] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-03T20:36:38.478046] [INFO ] [sig       ] BSX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:38.616927] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BSX.txt
[2025-12-03T20:36:38.617057] [INFO ] [sig       ] [500/3516] Completed BSX in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:38.617093] [INFO ] [sig       ] [501/3516] Forecasting BSY...
[2025-12-03T20:36:38.617122] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-03T20:36:38.617150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-03T20:36:38.628130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-03T20:36:38.628418] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-03T20:36:38.629179] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-03T20:36:38.629228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:38.629258] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:38.629284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:38.629340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:38.685623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:38.686257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:38.686336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:38.686369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:38.804344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:38.804466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:38.804518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:38.804546] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:38.807831] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-03T20:36:38.808140] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-03T20:36:38.808263] [INFO ] [sig       ] BSY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:38.945323] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BSY.txt
[2025-12-03T20:36:38.945448] [INFO ] [sig       ] [501/3516] Completed BSY in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:38.945485] [INFO ] [sig       ] [502/3516] Forecasting BTA...
[2025-12-03T20:36:38.945514] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-03T20:36:38.945544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-03T20:36:38.957181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-03T20:36:38.957545] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-03T20:36:38.958351] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-03T20:36:38.958400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:38.958430] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:38.958454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:38.958509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:39.015123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:39.015839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:39.015919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:39.015951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:39.127949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:39.128124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:39.128162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:39.128189] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:39.131607] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-12-03T20:36:39.131883] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-03T20:36:39.132010] [INFO ] [sig       ] BTA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:39.270714] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BTA.txt
[2025-12-03T20:36:39.270867] [INFO ] [sig       ] [502/3516] Completed BTA in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:39.270908] [INFO ] [sig       ] [503/3516] Forecasting BTAI...
[2025-12-03T20:36:39.270938] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-03T20:36:39.270967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-03T20:36:39.281863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-03T20:36:39.282178] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-03T20:36:39.282994] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-03T20:36:39.283045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:39.283077] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:39.283102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:39.283162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:39.340177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:39.340874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:39.340952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:39.340985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:39.460808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:39.460947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:39.460986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:39.461014] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:39.464396] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-03T20:36:39.464694] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-03T20:36:39.464823] [INFO ] [sig       ] BTAI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:39.604530] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BTAI.txt
[2025-12-03T20:36:39.604677] [INFO ] [sig       ] [503/3516] Completed BTAI in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:39.604716] [INFO ] [sig       ] [504/3516] Forecasting BTCS...
[2025-12-03T20:36:39.604744] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-03T20:36:39.604772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-03T20:36:39.615756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-03T20:36:39.616035] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-03T20:36:39.616865] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-03T20:36:39.616916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:39.616948] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:39.616975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:39.617031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:39.674046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:39.674776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:39.674859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:39.674891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:39.794161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:39.794302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:39.794339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:39.794368] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:39.797782] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-03T20:36:39.798095] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-03T20:36:39.798227] [INFO ] [sig       ] BTCS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:39.934619] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BTCS.txt
[2025-12-03T20:36:39.934744] [INFO ] [sig       ] [504/3516] Completed BTCS in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 17.0m
[2025-12-03T20:36:39.934782] [INFO ] [sig       ] [505/3516] Forecasting BTF...
[2025-12-03T20:36:39.934810] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-03T20:36:39.934838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-03T20:36:39.946143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-03T20:36:39.946469] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-03T20:36:39.947287] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-03T20:36:39.947339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:39.947382] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:39.947410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:39.947465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:40.003948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:40.004780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:40.004860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:40.004890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:40.124218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:40.124379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:40.124417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:40.124445] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:40.127834] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-12-03T20:36:40.128139] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-03T20:36:40.128269] [INFO ] [sig       ] BTF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:40.264482] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BTF.txt
[2025-12-03T20:36:40.264648] [INFO ] [sig       ] [505/3516] Completed BTF in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 16.9m
[2025-12-03T20:36:40.264697] [INFO ] [sig       ] [506/3516] Forecasting BTI...
[2025-12-03T20:36:40.264734] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-03T20:36:40.264777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-03T20:36:40.275697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-03T20:36:40.276025] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-03T20:36:40.276873] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-03T20:36:40.276925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:40.276956] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:40.276982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:40.277039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:40.332922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:40.333640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:40.333750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:40.333793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:40.452053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:40.452197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:40.452235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:40.452263] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:40.455537] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-12-03T20:36:40.455822] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-03T20:36:40.455943] [INFO ] [sig       ] BTI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:40.596735] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BTI.txt
[2025-12-03T20:36:40.596870] [INFO ] [sig       ] [506/3516] Completed BTI in 0.3s | 2.96 sym/s | Total: 2.8m | ETA: 16.9m
[2025-12-03T20:36:40.596908] [INFO ] [sig       ] [507/3516] Forecasting BTM...
[2025-12-03T20:36:40.596938] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-03T20:36:40.596966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-03T20:36:40.608535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-03T20:36:40.608878] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-03T20:36:40.609669] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-03T20:36:40.609721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:40.609754] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:40.609781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:40.609837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:40.666320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:40.667048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:40.667127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:40.667160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:40.785429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:40.785595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:40.785635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:40.785662] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:40.789004] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-03T20:36:40.789282] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-03T20:36:40.789412] [INFO ] [sig       ] BTM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:40.927148] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BTM.txt
[2025-12-03T20:36:40.927274] [INFO ] [sig       ] [507/3516] Completed BTM in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:40.927312] [INFO ] [sig       ] [508/3516] Forecasting BTMD...
[2025-12-03T20:36:40.927340] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-03T20:36:40.927368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-03T20:36:40.938966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-03T20:36:40.939248] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-03T20:36:40.940030] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-03T20:36:40.940080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:40.940111] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:40.940137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:40.940194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:40.998139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:40.999005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:40.999087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:40.999119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:41.117897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:41.118065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:41.118103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:41.118130] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:41.121518] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2025-12-03T20:36:41.121806] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-03T20:36:41.121928] [INFO ] [sig       ] BTMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:41.260185] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BTMD.txt
[2025-12-03T20:36:41.260313] [INFO ] [sig       ] [508/3516] Completed BTMD in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:41.260350] [INFO ] [sig       ] [509/3516] Forecasting BTZ...
[2025-12-03T20:36:41.260386] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-03T20:36:41.260414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-03T20:36:41.274293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-03T20:36:41.274902] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-03T20:36:41.275860] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-03T20:36:41.275915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:41.275950] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:41.275977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:41.276039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:41.335510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:41.336792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:41.336893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:41.336927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:41.454948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:41.455185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:41.455229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:41.455259] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:41.459320] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=89.57%)
[2025-12-03T20:36:41.459676] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-03T20:36:41.459823] [INFO ] [sig       ] BTZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:41.602159] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BTZ.txt
[2025-12-03T20:36:41.602386] [INFO ] [sig       ] [509/3516] Completed BTZ in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:41.602428] [INFO ] [sig       ] [510/3516] Forecasting BUD...
[2025-12-03T20:36:41.602458] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-03T20:36:41.602487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-03T20:36:41.615684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-03T20:36:41.616078] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-03T20:36:41.616958] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-03T20:36:41.617011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:41.617046] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:41.617074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:41.617135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:41.675479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:41.676607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:41.676712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:41.676747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:41.798829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:41.799088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:41.799133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:41.799162] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:41.803100] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-03T20:36:41.803421] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-03T20:36:41.803591] [INFO ] [sig       ] BUD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:41.949007] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BUD.txt
[2025-12-03T20:36:41.949235] [INFO ] [sig       ] [510/3516] Completed BUD in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:41.949278] [INFO ] [sig       ] [511/3516] Forecasting BUFC...
[2025-12-03T20:36:41.949312] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-03T20:36:41.949346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-03T20:36:41.960981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-03T20:36:41.961310] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-03T20:36:41.962205] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-03T20:36:41.962258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:41.962290] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:41.962319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:41.962378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:42.019640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:42.020378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:42.020472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:42.020504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:42.117689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:42.117917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:42.117960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:42.118015] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:42.122020] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-03T20:36:42.122363] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-03T20:36:42.122503] [INFO ] [sig       ] BUFC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:42.263904] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BUFC.txt
[2025-12-03T20:36:42.264108] [INFO ] [sig       ] [511/3516] Completed BUFC in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:42.264155] [INFO ] [sig       ] [512/3516] Forecasting BUG...
[2025-12-03T20:36:42.264184] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-03T20:36:42.264216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-03T20:36:42.278145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-03T20:36:42.278567] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-03T20:36:42.279490] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-03T20:36:42.279541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:42.279589] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:42.279616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:42.279671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:42.335867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:42.336561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:42.336665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:42.336699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:42.455937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:42.456098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:42.456137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:42.456183] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:42.459590] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-12-03T20:36:42.459875] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-03T20:36:42.460003] [INFO ] [sig       ] BUG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:42.599466] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BUG.txt
[2025-12-03T20:36:42.599623] [INFO ] [sig       ] [512/3516] Completed BUG in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:42.599666] [INFO ] [sig       ] [513/3516] Forecasting BUI...
[2025-12-03T20:36:42.599697] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-03T20:36:42.599725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-03T20:36:42.611734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-03T20:36:42.612096] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-03T20:36:42.612875] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-03T20:36:42.612924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:42.612984] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:42.613010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:42.613065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:42.669899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:42.670816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:42.670903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:42.670936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:42.796952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:42.797115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:42.797156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:42.797184] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:42.800790] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=17.80%)
[2025-12-03T20:36:42.801086] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-03T20:36:42.801218] [INFO ] [sig       ] BUI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:42.945018] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BUI.txt
[2025-12-03T20:36:42.945188] [INFO ] [sig       ] [513/3516] Completed BUI in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:42.945227] [INFO ] [sig       ] [514/3516] Forecasting BURL...
[2025-12-03T20:36:42.945258] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-03T20:36:42.945287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-03T20:36:42.958122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-03T20:36:42.958597] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-03T20:36:42.959597] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-03T20:36:42.959661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:42.959692] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:42.959722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:42.959797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:43.016814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:43.017724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:43.017812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:43.017863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:43.142319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:43.142476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:43.142515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:43.142542] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:43.145834] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=88.24%)
[2025-12-03T20:36:43.146102] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-03T20:36:43.146225] [INFO ] [sig       ] BURL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:43.282924] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BURL.txt
[2025-12-03T20:36:43.283049] [INFO ] [sig       ] [514/3516] Completed BURL in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:43.283086] [INFO ] [sig       ] [515/3516] Forecasting BUSE...
[2025-12-03T20:36:43.283115] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-03T20:36:43.283142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-03T20:36:43.295178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-03T20:36:43.295513] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-03T20:36:43.296311] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-03T20:36:43.296361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:43.296393] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:43.296419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:43.296474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:43.351592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:43.352189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:43.352263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:43.352293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:43.470469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:43.470643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:43.470681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:43.470708] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:43.474019] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-03T20:36:43.474289] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-03T20:36:43.474410] [INFO ] [sig       ] BUSE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:43.615563] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BUSE.txt
[2025-12-03T20:36:43.615763] [INFO ] [sig       ] [515/3516] Completed BUSE in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:43.615809] [INFO ] [sig       ] [516/3516] Forecasting BUXX...
[2025-12-03T20:36:43.615841] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-03T20:36:43.615870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-03T20:36:43.627068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-03T20:36:43.627356] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-03T20:36:43.628150] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-03T20:36:43.628199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:43.628229] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:43.628253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:43.628318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:43.685909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:43.686749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:43.686831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:43.686863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:43.802552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:43.802722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:43.802769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:43.802838] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:43.806272] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-03T20:36:43.806548] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-03T20:36:43.806696] [INFO ] [sig       ] BUXX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:43.956109] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BUXX.txt
[2025-12-03T20:36:43.956240] [INFO ] [sig       ] [516/3516] Completed BUXX in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:43.956277] [INFO ] [sig       ] [517/3516] Forecasting BVFL...
[2025-12-03T20:36:43.956306] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-03T20:36:43.956334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-03T20:36:43.967810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-03T20:36:43.968115] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-03T20:36:43.968922] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-03T20:36:43.968971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:43.969002] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:43.969027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:43.969082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:44.025560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:44.026157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:44.026230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:44.026261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:44.140878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:44.141030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:44.141066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:44.141092] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:44.144401] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-12-03T20:36:44.144686] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-03T20:36:44.144808] [INFO ] [sig       ] BVFL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:44.284520] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BVFL.txt
[2025-12-03T20:36:44.284697] [INFO ] [sig       ] [517/3516] Completed BVFL in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:44.284737] [INFO ] [sig       ] [518/3516] Forecasting BVN...
[2025-12-03T20:36:44.284767] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-03T20:36:44.284797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-03T20:36:44.296932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-03T20:36:44.297253] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-03T20:36:44.298117] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-03T20:36:44.298179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:44.298210] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:44.298235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:44.298292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:44.356362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:44.357041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:44.357119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:44.357151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:44.476141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:44.476293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:44.476342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:44.476377] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:44.479837] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=84.16%)
[2025-12-03T20:36:44.480114] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-03T20:36:44.480241] [INFO ] [sig       ] BVN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:44.621972] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BVN.txt
[2025-12-03T20:36:44.622101] [INFO ] [sig       ] [518/3516] Completed BVN in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:44.622139] [INFO ] [sig       ] [519/3516] Forecasting BVS...
[2025-12-03T20:36:44.622167] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-03T20:36:44.622196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-03T20:36:44.633483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-03T20:36:44.633812] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-03T20:36:44.634563] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-03T20:36:44.634629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:44.634660] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:44.634685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:44.634739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:44.691323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:44.691996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:44.692072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:44.692104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:44.814120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:44.814275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:44.814312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:44.814338] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:44.817776] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-03T20:36:44.818098] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-03T20:36:44.818231] [INFO ] [sig       ] BVS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:44.956884] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BVS.txt
[2025-12-03T20:36:44.957048] [INFO ] [sig       ] [519/3516] Completed BVS in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:44.957087] [INFO ] [sig       ] [520/3516] Forecasting BWA...
[2025-12-03T20:36:44.957114] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-03T20:36:44.957142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-03T20:36:44.968477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-03T20:36:44.968897] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-03T20:36:44.969668] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-03T20:36:44.969719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:44.969752] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:44.969778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:44.969832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:45.027368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:45.028315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:45.028399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:45.028431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:45.147599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:45.147749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:45.147788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:45.147815] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:45.151236] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-03T20:36:45.151502] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-03T20:36:45.151648] [INFO ] [sig       ] BWA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:45.294297] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BWA.txt
[2025-12-03T20:36:45.294439] [INFO ] [sig       ] [520/3516] Completed BWA in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:45.294478] [INFO ] [sig       ] [521/3516] Forecasting BWAY...
[2025-12-03T20:36:45.294508] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-03T20:36:45.294536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-03T20:36:45.305622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-03T20:36:45.305902] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-03T20:36:45.306664] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-03T20:36:45.306713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:45.306743] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:45.306768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:45.306821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:45.362298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:45.362932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:45.363007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:45.363039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:45.484055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:45.484186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:45.484224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:45.484252] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:45.487561] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=89.52%)
[2025-12-03T20:36:45.487875] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-03T20:36:45.488040] [INFO ] [sig       ] BWAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:45.626263] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BWAY.txt
[2025-12-03T20:36:45.626395] [INFO ] [sig       ] [521/3516] Completed BWAY in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:45.626434] [INFO ] [sig       ] [522/3516] Forecasting BWB...
[2025-12-03T20:36:45.626462] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-03T20:36:45.626490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-03T20:36:45.637915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-03T20:36:45.638232] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-03T20:36:45.639006] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-03T20:36:45.639055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:45.639086] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:45.639111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:45.639165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:45.694490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:45.695147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:45.695224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:45.695254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:45.825883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:45.826025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:45.826061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:45.826088] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:45.829452] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-03T20:36:45.829742] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-03T20:36:45.829864] [INFO ] [sig       ] BWB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:46.013996] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BWB.txt
[2025-12-03T20:36:46.014148] [INFO ] [sig       ] [522/3516] Completed BWB in 0.4s | 2.96 sym/s | Total: 2.9m | ETA: 16.9m
[2025-12-03T20:36:46.014189] [INFO ] [sig       ] [523/3516] Forecasting BWEN...
[2025-12-03T20:36:46.014218] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-03T20:36:46.014249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-03T20:36:46.026309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-03T20:36:46.026691] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-03T20:36:46.027490] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-03T20:36:46.027541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:46.027599] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:46.027634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:46.027690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:46.084622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:46.085623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:46.085752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:46.085791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:46.205593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:46.205723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:46.205761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:46.205789] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:46.209128] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-03T20:36:46.209417] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-03T20:36:46.209545] [INFO ] [sig       ] BWEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:46.349232] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BWEN.txt
[2025-12-03T20:36:46.349385] [INFO ] [sig       ] [523/3516] Completed BWEN in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.8m
[2025-12-03T20:36:46.349422] [INFO ] [sig       ] [524/3516] Forecasting BWFG...
[2025-12-03T20:36:46.349451] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-03T20:36:46.349481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-03T20:36:46.361151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-03T20:36:46.361524] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-03T20:36:46.362371] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-03T20:36:46.362423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:46.362456] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:46.362484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:46.362545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:46.420138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:46.421054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:46.421141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:46.421175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:46.539971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:46.540077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:46.540116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:46.540147] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:46.543920] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-12-03T20:36:46.544243] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-03T20:36:46.544383] [INFO ] [sig       ] BWFG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:46.685255] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BWFG.txt
[2025-12-03T20:36:46.685389] [INFO ] [sig       ] [524/3516] Completed BWFG in 0.3s | 2.96 sym/s | Total: 2.9m | ETA: 16.8m
[2025-12-03T20:36:46.685426] [INFO ] [sig       ] [525/3516] Forecasting BWG...
[2025-12-03T20:36:46.685454] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-03T20:36:46.685483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-03T20:36:46.696302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-03T20:36:46.696599] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-03T20:36:46.697371] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-03T20:36:46.697422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:46.697454] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:46.697482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:46.697539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:46.752510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:46.753186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:46.753265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:46.753299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:46.875184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:46.875347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:46.875387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:46.875416] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:46.878850] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=42.00%)
[2025-12-03T20:36:46.879125] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-03T20:36:46.879254] [INFO ] [sig       ] BWG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:47.020047] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BWG.txt
[2025-12-03T20:36:47.020172] [INFO ] [sig       ] [525/3516] Completed BWG in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:47.020209] [INFO ] [sig       ] [526/3516] Forecasting BWIN...
[2025-12-03T20:36:47.020237] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-03T20:36:47.020265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-03T20:36:47.031172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-03T20:36:47.031448] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-03T20:36:47.032213] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-03T20:36:47.032262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:47.032292] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:47.032316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:47.032370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:47.089588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:47.090280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:47.090366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:47.090400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:47.210851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:47.210981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:47.211017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:47.211045] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:47.214343] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-12-03T20:36:47.214637] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-03T20:36:47.214768] [INFO ] [sig       ] BWIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:47.354385] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BWIN.txt
[2025-12-03T20:36:47.354603] [INFO ] [sig       ] [526/3516] Completed BWIN in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:47.354653] [INFO ] [sig       ] [527/3516] Forecasting BWMN...
[2025-12-03T20:36:47.354685] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-03T20:36:47.354713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-03T20:36:47.365025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-03T20:36:47.365304] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-03T20:36:47.366074] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-03T20:36:47.366123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:47.366154] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:47.366179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:47.366234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:47.421961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:47.422677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:47.422753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:47.422784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:47.542778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:47.542925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:47.542963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:47.542992] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:47.546511] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-03T20:36:47.546820] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-03T20:36:47.546955] [INFO ] [sig       ] BWMN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:47.686743] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BWMN.txt
[2025-12-03T20:36:47.686893] [INFO ] [sig       ] [527/3516] Completed BWMN in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:47.686939] [INFO ] [sig       ] [528/3516] Forecasting BXC...
[2025-12-03T20:36:47.686968] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-03T20:36:47.686997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-03T20:36:47.698786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-03T20:36:47.699072] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-03T20:36:47.699864] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-03T20:36:47.699923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:47.699954] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:47.699980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:47.700034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:47.759933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:47.760721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:47.760801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:47.760833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:47.886893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:47.887033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:47.887069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:47.887096] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:47.890463] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-12-03T20:36:47.890771] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-03T20:36:47.890919] [INFO ] [sig       ] BXC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:48.028654] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BXC.txt
[2025-12-03T20:36:48.028785] [INFO ] [sig       ] [528/3516] Completed BXC in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:48.028828] [INFO ] [sig       ] [529/3516] Forecasting BXMX...
[2025-12-03T20:36:48.028861] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-03T20:36:48.028889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-03T20:36:48.039827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-03T20:36:48.040120] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-03T20:36:48.040879] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-03T20:36:48.040929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:48.040971] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:48.040997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:48.041052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:48.097226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:48.097992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:48.098076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:48.098111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:48.219482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:48.219641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:48.219681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:48.219710] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:48.223137] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-03T20:36:48.223418] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-03T20:36:48.223547] [INFO ] [sig       ] BXMX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:48.361653] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BXMX.txt
[2025-12-03T20:36:48.361785] [INFO ] [sig       ] [529/3516] Completed BXMX in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:48.361827] [INFO ] [sig       ] [530/3516] Forecasting BXP...
[2025-12-03T20:36:48.361863] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-03T20:36:48.361891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-03T20:36:48.373129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-03T20:36:48.373462] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-03T20:36:48.374315] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-03T20:36:48.374367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:48.374448] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:48.374494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:48.374592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:48.432218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:48.433106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:48.433191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:48.433225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:48.557496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:48.557650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:48.557694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:48.557722] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:48.561077] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-12-03T20:36:48.561364] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-03T20:36:48.561524] [INFO ] [sig       ] BXP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:48.698028] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BXP.txt
[2025-12-03T20:36:48.698167] [INFO ] [sig       ] [530/3516] Completed BXP in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:48.698212] [INFO ] [sig       ] [531/3516] Forecasting BXSL...
[2025-12-03T20:36:48.698246] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-03T20:36:48.698277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-03T20:36:48.709629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-03T20:36:48.709943] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-03T20:36:48.710740] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-03T20:36:48.710790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:48.710822] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:48.710850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:48.710906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:48.767094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:48.767904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:48.768014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:48.768051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:48.893263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:48.893406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:48.893446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:48.893474] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:48.896885] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2025-12-03T20:36:48.897177] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-03T20:36:48.897308] [INFO ] [sig       ] BXSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:49.045699] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BXSL.txt
[2025-12-03T20:36:49.045836] [INFO ] [sig       ] [531/3516] Completed BXSL in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:49.045875] [INFO ] [sig       ] [532/3516] Forecasting BYD...
[2025-12-03T20:36:49.045903] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-03T20:36:49.045931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-03T20:36:49.057396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-03T20:36:49.057741] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-03T20:36:49.058547] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-03T20:36:49.058620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:49.058656] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:49.058683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:49.058739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:49.113976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:49.114715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:49.114793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:49.114824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:49.232880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:49.233029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:49.233065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:49.233091] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:49.236385] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-03T20:36:49.236670] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-03T20:36:49.236793] [INFO ] [sig       ] BYD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:49.372350] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BYD.txt
[2025-12-03T20:36:49.372481] [INFO ] [sig       ] [532/3516] Completed BYD in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:49.372526] [INFO ] [sig       ] [533/3516] Forecasting BYM...
[2025-12-03T20:36:49.372555] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-03T20:36:49.372602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-03T20:36:49.383938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-03T20:36:49.384244] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-03T20:36:49.385044] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-03T20:36:49.385093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:49.385124] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:49.385150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:49.385205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:49.441396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:49.442266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:49.442352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:49.442384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:49.571781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:49.571887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:49.571923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:49.571985] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:49.575609] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=48.82%)
[2025-12-03T20:36:49.576021] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-03T20:36:49.576172] [INFO ] [sig       ] BYM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:49.732172] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BYM.txt
[2025-12-03T20:36:49.732324] [INFO ] [sig       ] [533/3516] Completed BYM in 0.4s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:49.732363] [INFO ] [sig       ] [534/3516] Forecasting BYRN...
[2025-12-03T20:36:49.732392] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-03T20:36:49.732447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-03T20:36:49.743663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-03T20:36:49.743968] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-03T20:36:49.744769] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-03T20:36:49.744832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:49.744865] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:49.744891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:49.744948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:49.802010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:49.802709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:49.802790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:49.802829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:49.924441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:49.924590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:49.924630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:49.924659] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:49.928021] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=80.71%)
[2025-12-03T20:36:49.928308] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-03T20:36:49.928437] [INFO ] [sig       ] BYRN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:50.073634] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BYRN.txt
[2025-12-03T20:36:50.073788] [INFO ] [sig       ] [534/3516] Completed BYRN in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:50.073829] [INFO ] [sig       ] [535/3516] Forecasting BYSI...
[2025-12-03T20:36:50.073857] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-03T20:36:50.073884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-03T20:36:50.085872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-03T20:36:50.086280] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-03T20:36:50.087141] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-03T20:36:50.087193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:50.087223] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:50.087250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:50.087307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:50.144482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:50.145354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:50.145449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:50.145482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:50.254367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:50.254509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:50.254546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:50.254590] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:50.257849] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-12-03T20:36:50.258137] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-03T20:36:50.258262] [INFO ] [sig       ] BYSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:50.394467] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BYSI.txt
[2025-12-03T20:36:50.394619] [INFO ] [sig       ] [535/3516] Completed BYSI in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:50.394658] [INFO ] [sig       ] [536/3516] Forecasting BZ...
[2025-12-03T20:36:50.394688] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-03T20:36:50.394716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-03T20:36:50.405958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-03T20:36:50.406258] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-03T20:36:50.407034] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-03T20:36:50.407083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:50.407113] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:50.407139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:50.407193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:50.462805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:50.463456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:50.463532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:50.463564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:50.589342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:50.589492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:50.589529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:50.589590] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:50.592934] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=12.56%)
[2025-12-03T20:36:50.593203] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-03T20:36:50.593326] [INFO ] [sig       ] BZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:50.730679] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/BZ.txt
[2025-12-03T20:36:50.730806] [INFO ] [sig       ] [536/3516] Completed BZ in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:50.730843] [INFO ] [sig       ] [537/3516] Forecasting BZH...
[2025-12-03T20:36:50.730872] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-03T20:36:50.730900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-03T20:36:50.741985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-03T20:36:50.742267] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-03T20:36:50.743051] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-03T20:36:50.743100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:50.743131] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:50.743157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:50.743211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:50.799489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:50.800238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:50.800315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:50.800348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:50.914078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:50.914212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:50.914249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:50.914276] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:50.917536] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=93.24%)
[2025-12-03T20:36:50.917822] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-03T20:36:50.917947] [INFO ] [sig       ] BZH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:51.055238] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BZH.txt
[2025-12-03T20:36:51.055369] [INFO ] [sig       ] [537/3516] Completed BZH in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:51.055407] [INFO ] [sig       ] [538/3516] Forecasting BZUN...
[2025-12-03T20:36:51.055435] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-03T20:36:51.055463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-03T20:36:51.066885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-03T20:36:51.067186] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-03T20:36:51.068006] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-03T20:36:51.068058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:51.068089] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:51.068115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:51.068171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:51.125094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:51.125781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:51.125859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:51.125907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:51.245255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:51.245398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:51.245434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:51.245461] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:51.249010] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-03T20:36:51.249291] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-03T20:36:51.249418] [INFO ] [sig       ] BZUN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:51.386086] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/BZUN.txt
[2025-12-03T20:36:51.386216] [INFO ] [sig       ] [538/3516] Completed BZUN in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:51.386256] [INFO ] [sig       ] [539/3516] Forecasting C...
[2025-12-03T20:36:51.386284] [INFO ] [sig       ] Generating forecast for: C
[2025-12-03T20:36:51.386314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-03T20:36:51.397058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-03T20:36:51.397365] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-03T20:36:51.398219] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-03T20:36:51.398271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:51.398303] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:51.398330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:51.398387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:51.455553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:51.456237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:51.456315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:51.456347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:51.578072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:51.578214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:51.578250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:51.578276] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:51.581594] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=36.64%)
[2025-12-03T20:36:51.581875] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-03T20:36:51.582000] [INFO ] [sig       ] C: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:51.719056] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/C.txt
[2025-12-03T20:36:51.719202] [INFO ] [sig       ] [539/3516] Completed C in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.8m
[2025-12-03T20:36:51.719242] [INFO ] [sig       ] [540/3516] Forecasting CAAP...
[2025-12-03T20:36:51.719270] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-03T20:36:51.719298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-03T20:36:51.730759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-03T20:36:51.731129] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-03T20:36:51.731937] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-03T20:36:51.731988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:51.732020] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:51.732048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:51.732116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:51.788215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:51.788949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:51.789026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:51.789085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:51.908744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:51.908893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:51.908931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:51.908958] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:51.912269] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-12-03T20:36:51.912536] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-03T20:36:51.912677] [INFO ] [sig       ] CAAP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:52.051719] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CAAP.txt
[2025-12-03T20:36:52.051880] [INFO ] [sig       ] [540/3516] Completed CAAP in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.7m
[2025-12-03T20:36:52.051920] [INFO ] [sig       ] [541/3516] Forecasting CAAS...
[2025-12-03T20:36:52.051949] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-03T20:36:52.051978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-03T20:36:52.063441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-03T20:36:52.063826] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-03T20:36:52.064673] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-03T20:36:52.064726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:52.064758] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:52.064783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:52.064839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:52.121050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:52.121935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:52.122017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:52.122050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:52.229211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:52.229368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:52.229406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:52.229433] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:52.232746] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-12-03T20:36:52.233013] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-03T20:36:52.233139] [INFO ] [sig       ] CAAS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:52.372142] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CAAS.txt
[2025-12-03T20:36:52.372297] [INFO ] [sig       ] [541/3516] Completed CAAS in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.7m
[2025-12-03T20:36:52.372336] [INFO ] [sig       ] [542/3516] Forecasting CABA...
[2025-12-03T20:36:52.372364] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-03T20:36:52.372392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-03T20:36:52.383806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-03T20:36:52.384169] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-03T20:36:52.385024] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-03T20:36:52.385088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:52.385120] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:52.385146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:52.385200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:52.440332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:52.441092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:52.441170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:52.441203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:52.558447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:52.558603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:52.558642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:52.558670] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:52.561986] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-03T20:36:52.562252] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-03T20:36:52.562375] [INFO ] [sig       ] CABA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:52.705491] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CABA.txt
[2025-12-03T20:36:52.705638] [INFO ] [sig       ] [542/3516] Completed CABA in 0.3s | 2.96 sym/s | Total: 3.0m | ETA: 16.7m
[2025-12-03T20:36:52.705679] [INFO ] [sig       ] [543/3516] Forecasting CABO...
[2025-12-03T20:36:52.705708] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-03T20:36:52.705736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-03T20:36:52.717269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-03T20:36:52.717537] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-03T20:36:52.718369] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-03T20:36:52.718419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:52.718449] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:52.718475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:52.718529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:52.774556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:52.775192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:52.775267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:52.775298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:52.892450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:52.892605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:52.892643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:52.892670] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:52.895963] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=85.08%)
[2025-12-03T20:36:52.896270] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-03T20:36:52.896403] [INFO ] [sig       ] CABO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:53.032606] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CABO.txt
[2025-12-03T20:36:53.032797] [INFO ] [sig       ] [543/3516] Completed CABO in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:53.032837] [INFO ] [sig       ] [544/3516] Forecasting CAC...
[2025-12-03T20:36:53.032867] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-03T20:36:53.032896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-03T20:36:53.046556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-03T20:36:53.047096] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-03T20:36:53.048088] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-03T20:36:53.048142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:53.048177] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:53.048204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:53.048262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:53.107104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:53.108317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:53.108419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:53.108453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:53.232529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:53.232787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:53.232834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:53.232862] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:53.236836] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-12-03T20:36:53.237181] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-03T20:36:53.237331] [INFO ] [sig       ] CAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:53.381411] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CAC.txt
[2025-12-03T20:36:53.381638] [INFO ] [sig       ] [544/3516] Completed CAC in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:53.381683] [INFO ] [sig       ] [545/3516] Forecasting CACC...
[2025-12-03T20:36:53.381717] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-03T20:36:53.381749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-03T20:36:53.394742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-03T20:36:53.395293] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-03T20:36:53.396192] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-03T20:36:53.396245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:53.396276] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:53.396302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:53.396358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:53.454841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:53.455936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:53.456028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:53.456061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:53.575610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:53.575764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:53.575802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:53.575829] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:53.579212] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-03T20:36:53.579490] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-03T20:36:53.579634] [INFO ] [sig       ] CACC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:53.716403] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CACC.txt
[2025-12-03T20:36:53.716519] [INFO ] [sig       ] [545/3516] Completed CACC in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:53.716556] [INFO ] [sig       ] [546/3516] Forecasting CADE...
[2025-12-03T20:36:53.716604] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-03T20:36:53.716633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-03T20:36:53.728714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-03T20:36:53.729107] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-03T20:36:53.730118] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-03T20:36:53.730168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:53.730200] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:53.730225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:53.730280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:53.791173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:53.792201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:53.792298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:53.792331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:53.914087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:53.914258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:53.914297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:53.914326] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:53.917945] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-03T20:36:53.918291] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-03T20:36:53.918439] [INFO ] [sig       ] CADE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:54.057688] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CADE.txt
[2025-12-03T20:36:54.057856] [INFO ] [sig       ] [546/3516] Completed CADE in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:54.057895] [INFO ] [sig       ] [547/3516] Forecasting CADL...
[2025-12-03T20:36:54.057923] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-03T20:36:54.057952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-03T20:36:54.069433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-03T20:36:54.069883] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-03T20:36:54.070818] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-03T20:36:54.070874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:54.070935] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:54.070965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:54.071038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:54.129152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:54.130078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:54.130161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:54.130194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:54.252546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:54.252714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:54.252753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:54.252781] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:54.256281] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-03T20:36:54.256642] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-03T20:36:54.256781] [INFO ] [sig       ] CADL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:54.402277] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CADL.txt
[2025-12-03T20:36:54.402407] [INFO ] [sig       ] [547/3516] Completed CADL in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:54.402445] [INFO ] [sig       ] [548/3516] Forecasting CAE...
[2025-12-03T20:36:54.402475] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-03T20:36:54.402503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-03T20:36:54.413585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-03T20:36:54.413948] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-03T20:36:54.414772] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-03T20:36:54.414823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:54.414854] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:54.414879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:54.414938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:54.471906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:54.472751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:54.472832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:54.472865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:54.593844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:54.594019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:54.594071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:54.594100] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:54.597609] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=95.97%)
[2025-12-03T20:36:54.597934] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-03T20:36:54.598097] [INFO ] [sig       ] CAE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:54.737523] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CAE.txt
[2025-12-03T20:36:54.737703] [INFO ] [sig       ] [548/3516] Completed CAE in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:54.737743] [INFO ] [sig       ] [549/3516] Forecasting CAF...
[2025-12-03T20:36:54.737771] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-03T20:36:54.737798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-03T20:36:54.751263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-03T20:36:54.751921] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-03T20:36:54.752921] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-03T20:36:54.752979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:54.753014] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:54.753040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:54.753098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:54.810343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:54.811597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:54.811701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:54.811735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:54.928263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:54.928523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:54.928585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:54.928617] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:54.932421] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=47.22%)
[2025-12-03T20:36:54.932763] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-03T20:36:54.932916] [INFO ] [sig       ] CAF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:55.075932] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CAF.txt
[2025-12-03T20:36:55.076141] [INFO ] [sig       ] [549/3516] Completed CAF in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:55.076185] [INFO ] [sig       ] [550/3516] Forecasting CAG...
[2025-12-03T20:36:55.076215] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-03T20:36:55.076246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-03T20:36:55.089849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-03T20:36:55.090411] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-03T20:36:55.091330] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-03T20:36:55.091382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:55.091413] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:55.091438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:55.091494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:55.149237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:55.150388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:55.150490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:55.150522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:55.273809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:55.274061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:55.274112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:55.274143] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:55.278185] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=62.22%)
[2025-12-03T20:36:55.278498] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-03T20:36:55.278655] [INFO ] [sig       ] CAG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:55.418780] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CAG.txt
[2025-12-03T20:36:55.419022] [INFO ] [sig       ] [550/3516] Completed CAG in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:55.419067] [INFO ] [sig       ] [551/3516] Forecasting CAH...
[2025-12-03T20:36:55.419095] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-03T20:36:55.419124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-03T20:36:55.432138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-03T20:36:55.432596] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-03T20:36:55.433425] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-03T20:36:55.433476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:55.433508] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:55.433533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:55.433615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:55.489676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:55.490807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:55.490897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:55.490930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:55.610061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:55.610291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:55.610334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:55.610363] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:55.614281] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-12-03T20:36:55.614670] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-03T20:36:55.614821] [INFO ] [sig       ] CAH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:55.756165] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CAH.txt
[2025-12-03T20:36:55.756366] [INFO ] [sig       ] [551/3516] Completed CAH in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:55.756409] [INFO ] [sig       ] [552/3516] Forecasting CAKE...
[2025-12-03T20:36:55.756439] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-03T20:36:55.756469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-03T20:36:55.769520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-03T20:36:55.769962] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-03T20:36:55.770837] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-03T20:36:55.770887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:55.770919] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:55.770943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:55.771043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:55.826230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:55.827209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:55.827300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:55.827331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:55.948119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:55.948354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:55.948395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:55.948422] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:55.952183] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-12-03T20:36:55.952500] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-03T20:36:55.952659] [INFO ] [sig       ] CAKE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:56.103719] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CAKE.txt
[2025-12-03T20:36:56.103901] [INFO ] [sig       ] [552/3516] Completed CAKE in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:56.103966] [INFO ] [sig       ] [553/3516] Forecasting CAL...
[2025-12-03T20:36:56.103999] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-03T20:36:56.104029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-03T20:36:56.117169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-03T20:36:56.117935] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-03T20:36:56.118848] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-03T20:36:56.118898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:56.118947] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:56.118974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:56.119030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:56.182022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:56.183093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:56.183218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:56.183253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:56.302489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:56.302732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:56.302775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:56.302804] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:56.306808] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-03T20:36:56.307126] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-03T20:36:56.307281] [INFO ] [sig       ] CAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:56.445412] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CAL.txt
[2025-12-03T20:36:56.445622] [INFO ] [sig       ] [553/3516] Completed CAL in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:56.445666] [INFO ] [sig       ] [554/3516] Forecasting CALC...
[2025-12-03T20:36:56.445695] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-03T20:36:56.445724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-03T20:36:56.459800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-03T20:36:56.460344] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-03T20:36:56.461242] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-03T20:36:56.461292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:56.461323] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:56.461348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:56.461405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:56.517204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:56.518385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:56.518479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:56.518511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:56.641601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:56.641835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:56.641886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:56.641925] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:56.646284] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-12-03T20:36:56.646793] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-03T20:36:56.646963] [INFO ] [sig       ] CALC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:56.798646] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CALC.txt
[2025-12-03T20:36:56.798884] [INFO ] [sig       ] [554/3516] Completed CALC in 0.4s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:56.798935] [INFO ] [sig       ] [555/3516] Forecasting CALM...
[2025-12-03T20:36:56.798966] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-03T20:36:56.798997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-03T20:36:56.813114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-03T20:36:56.813751] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-03T20:36:56.814911] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-03T20:36:56.814973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:56.815014] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:56.815049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:56.815133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:56.878858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:56.880309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:56.880494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:56.880546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:57.009796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:57.010035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:57.010078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:57.010107] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:57.014183] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=67.93%)
[2025-12-03T20:36:57.014596] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-03T20:36:57.014766] [INFO ] [sig       ] CALM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:57.172922] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CALM.txt
[2025-12-03T20:36:57.173142] [INFO ] [sig       ] [555/3516] Completed CALM in 0.4s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:57.173185] [INFO ] [sig       ] [556/3516] Forecasting CALX...
[2025-12-03T20:36:57.173214] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-03T20:36:57.173245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-03T20:36:57.187312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-03T20:36:57.187939] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-03T20:36:57.189032] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-03T20:36:57.189091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:57.189124] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:57.189152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:57.189212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:57.247479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:57.248660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:57.248761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:57.248795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:57.374926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:57.375151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:57.375194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:57.375222] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:57.378952] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2025-12-03T20:36:57.379254] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-03T20:36:57.379393] [INFO ] [sig       ] CALX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:57.517720] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CALX.txt
[2025-12-03T20:36:57.517912] [INFO ] [sig       ] [556/3516] Completed CALX in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:57.517960] [INFO ] [sig       ] [557/3516] Forecasting CAPL...
[2025-12-03T20:36:57.518017] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-03T20:36:57.518050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-03T20:36:57.530796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-03T20:36:57.531281] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-03T20:36:57.532164] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-03T20:36:57.532215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:57.532246] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:57.532272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:57.532328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:57.589153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:57.590100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:57.590248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:57.590282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:57.715693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:57.715927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:57.715979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:57.716008] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:57.720140] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-03T20:36:57.720493] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-03T20:36:57.720657] [INFO ] [sig       ] CAPL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:57.860744] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CAPL.txt
[2025-12-03T20:36:57.860938] [INFO ] [sig       ] [557/3516] Completed CAPL in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:57.860979] [INFO ] [sig       ] [558/3516] Forecasting CARE...
[2025-12-03T20:36:57.861007] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-03T20:36:57.861038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-03T20:36:57.874184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-03T20:36:57.874634] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-03T20:36:57.875481] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-03T20:36:57.875539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:57.875596] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:57.875630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:57.875699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:57.932884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:57.933962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:57.934072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:57.934105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:58.054149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:58.054375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:58.054417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:58.054445] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:58.058369] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-03T20:36:58.058695] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-03T20:36:58.058862] [INFO ] [sig       ] CARE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:58.198223] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CARE.txt
[2025-12-03T20:36:58.198419] [INFO ] [sig       ] [558/3516] Completed CARE in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.7m
[2025-12-03T20:36:58.198458] [INFO ] [sig       ] [559/3516] Forecasting CARG...
[2025-12-03T20:36:58.198488] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-03T20:36:58.198519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-03T20:36:58.211597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-03T20:36:58.212042] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-03T20:36:58.212915] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-03T20:36:58.212965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:58.213025] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:58.213050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:58.213107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:58.269016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:58.270123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:58.270217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:58.270248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:58.394307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:58.394530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:58.394590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:58.394624] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:58.401489] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=49.16%)
[2025-12-03T20:36:58.401905] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-03T20:36:58.402072] [INFO ] [sig       ] CARG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:58.541698] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CARG.txt
[2025-12-03T20:36:58.541895] [INFO ] [sig       ] [559/3516] Completed CARG in 0.3s | 2.96 sym/s | Total: 3.1m | ETA: 16.6m
[2025-12-03T20:36:58.541936] [INFO ] [sig       ] [560/3516] Forecasting CARS...
[2025-12-03T20:36:58.541965] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-03T20:36:58.541996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-03T20:36:58.555001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-03T20:36:58.555468] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-03T20:36:58.556331] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-03T20:36:58.556382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:58.556414] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:58.556439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:58.556496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:58.613044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:58.614166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:58.614261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:58.614292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:58.733929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:58.734143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:58.734184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:58.734266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:58.738038] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-03T20:36:58.738356] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-03T20:36:58.738499] [INFO ] [sig       ] CARS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:36:58.877269] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CARS.txt
[2025-12-03T20:36:58.877547] [INFO ] [sig       ] [560/3516] Completed CARS in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:36:58.877615] [INFO ] [sig       ] [561/3516] Forecasting CASH...
[2025-12-03T20:36:58.877647] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-03T20:36:58.877676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-03T20:36:58.890497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-03T20:36:58.890934] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-03T20:36:58.891799] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-03T20:36:58.891848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:58.891879] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:58.891905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:58.891962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:58.947367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:58.948311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:58.948397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:58.948429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:59.067285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:59.067512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:59.067558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:59.067608] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:59.072113] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-03T20:36:59.072459] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-03T20:36:59.072634] [INFO ] [sig       ] CASH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:59.219299] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CASH.txt
[2025-12-03T20:36:59.219526] [INFO ] [sig       ] [561/3516] Completed CASH in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:36:59.219589] [INFO ] [sig       ] [562/3516] Forecasting CASS...
[2025-12-03T20:36:59.219625] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-03T20:36:59.219656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-03T20:36:59.232507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-03T20:36:59.232997] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-03T20:36:59.233923] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-03T20:36:59.233973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:59.234004] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:59.234030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:59.234086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:59.289691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:59.290811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:59.290951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:59.290984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:59.417848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:59.418152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:59.418201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:59.418229] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:59.422040] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-03T20:36:59.422347] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-03T20:36:59.422486] [INFO ] [sig       ] CASS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:59.565553] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CASS.txt
[2025-12-03T20:36:59.565778] [INFO ] [sig       ] [562/3516] Completed CASS in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:36:59.565821] [INFO ] [sig       ] [563/3516] Forecasting CASY...
[2025-12-03T20:36:59.565850] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-03T20:36:59.565881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-03T20:36:59.582623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-03T20:36:59.583066] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-03T20:36:59.583930] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-03T20:36:59.583979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:59.584011] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:59.584037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:59.584094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:59.641629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:59.642792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:59.642894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:59.642927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:36:59.764480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:36:59.764731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:36:59.764774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:36:59.764804] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:36:59.768700] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-03T20:36:59.769072] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-03T20:36:59.769241] [INFO ] [sig       ] CASY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:36:59.908659] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CASY.txt
[2025-12-03T20:36:59.908873] [INFO ] [sig       ] [563/3516] Completed CASY in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:36:59.908916] [INFO ] [sig       ] [564/3516] Forecasting CATH...
[2025-12-03T20:36:59.908945] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-03T20:36:59.908977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-03T20:36:59.922440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-03T20:36:59.922983] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-03T20:36:59.923884] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-03T20:36:59.923938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:36:59.924027] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:36:59.924068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:36:59.924148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:36:59.982698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:36:59.983698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:36:59.983793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:36:59.983826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:00.104741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:00.104920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:00.104965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:00.104994] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:00.108643] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-12-03T20:37:00.108971] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-03T20:37:00.109119] [INFO ] [sig       ] CATH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:00.253468] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CATH.txt
[2025-12-03T20:37:00.254529] [INFO ] [sig       ] [564/3516] Completed CATH in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:00.254605] [INFO ] [sig       ] [565/3516] Forecasting CATO...
[2025-12-03T20:37:00.254639] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-03T20:37:00.254670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-03T20:37:00.265844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-03T20:37:00.266239] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-03T20:37:00.267026] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-03T20:37:00.267077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:00.267108] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:00.267134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:00.267188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:00.325307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:00.326193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:00.326278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:00.326311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:00.445842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:00.446020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:00.446059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:00.446086] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:00.449678] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=18.46%)
[2025-12-03T20:37:00.450028] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-03T20:37:00.450165] [INFO ] [sig       ] CATO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:00.600989] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CATO.txt
[2025-12-03T20:37:00.601154] [INFO ] [sig       ] [565/3516] Completed CATO in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:00.601197] [INFO ] [sig       ] [566/3516] Forecasting CATY...
[2025-12-03T20:37:00.601227] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-03T20:37:00.601256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-03T20:37:00.613458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-03T20:37:00.613883] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-03T20:37:00.614666] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-03T20:37:00.614717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:00.614748] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:00.614774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:00.614829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:00.670810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:00.671705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:00.671809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:00.671842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:00.797008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:00.797195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:00.797234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:00.797261] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:00.800756] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=83.69%)
[2025-12-03T20:37:00.801060] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-03T20:37:00.801191] [INFO ] [sig       ] CATY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:00.941517] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CATY.txt
[2025-12-03T20:37:00.941705] [INFO ] [sig       ] [566/3516] Completed CATY in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:00.941747] [INFO ] [sig       ] [567/3516] Forecasting CAVA...
[2025-12-03T20:37:00.941774] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-03T20:37:00.941804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-03T20:37:00.954370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-03T20:37:00.954809] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-03T20:37:00.955640] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-03T20:37:00.955692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:00.955723] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:00.955749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:00.955804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:01.013983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:01.014871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:01.014962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:01.014995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:01.136961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:01.137129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:01.137166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:01.137251] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:01.140852] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-12-03T20:37:01.141189] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-03T20:37:01.141331] [INFO ] [sig       ] CAVA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:01.290904] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CAVA.txt
[2025-12-03T20:37:01.291076] [INFO ] [sig       ] [567/3516] Completed CAVA in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:01.291119] [INFO ] [sig       ] [568/3516] Forecasting CB...
[2025-12-03T20:37:01.291156] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-03T20:37:01.291186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-03T20:37:01.302630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-03T20:37:01.303036] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-03T20:37:01.303828] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-03T20:37:01.303878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:01.303909] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:01.303935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:01.303990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:01.360061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:01.360923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:01.361006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:01.361037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:01.481228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:01.481375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:01.481413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:01.481440] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:01.484735] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2025-12-03T20:37:01.485002] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-03T20:37:01.485124] [INFO ] [sig       ] CB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:01.626326] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CB.txt
[2025-12-03T20:37:01.626504] [INFO ] [sig       ] [568/3516] Completed CB in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:01.626544] [INFO ] [sig       ] [569/3516] Forecasting CBAN...
[2025-12-03T20:37:01.626594] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-03T20:37:01.626627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-03T20:37:01.642425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-03T20:37:01.643009] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-03T20:37:01.643994] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-03T20:37:01.644047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:01.644080] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:01.644106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:01.644167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:01.705589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:01.706748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:01.706851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:01.706894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:01.827143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:01.827301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:01.827340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:01.827367] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:01.830864] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-03T20:37:01.831150] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-03T20:37:01.831280] [INFO ] [sig       ] CBAN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:01.973306] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CBAN.txt
[2025-12-03T20:37:01.973502] [INFO ] [sig       ] [569/3516] Completed CBAN in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:01.973543] [INFO ] [sig       ] [570/3516] Forecasting CBL...
[2025-12-03T20:37:01.973593] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-03T20:37:01.973627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-03T20:37:01.986802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-03T20:37:01.987200] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-03T20:37:01.988205] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-03T20:37:01.988259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:01.988291] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:01.988316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:01.988373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:02.044245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:02.045417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:02.045526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:02.045558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:02.178293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:02.178533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:02.178595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:02.178627] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:02.182492] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=30.89%)
[2025-12-03T20:37:02.182865] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-03T20:37:02.183013] [INFO ] [sig       ] CBL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:02.323233] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CBL.txt
[2025-12-03T20:37:02.323444] [INFO ] [sig       ] [570/3516] Completed CBL in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:02.323487] [INFO ] [sig       ] [571/3516] Forecasting CBRE...
[2025-12-03T20:37:02.323515] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-03T20:37:02.323545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-03T20:37:02.337487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-03T20:37:02.338059] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-03T20:37:02.338997] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-03T20:37:02.339048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:02.339080] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:02.339105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:02.339162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:02.399799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:02.400972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:02.401073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:02.401106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:02.520889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:02.521122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:02.521168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:02.521251] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:02.525072] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=91.67%)
[2025-12-03T20:37:02.525396] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-03T20:37:02.525539] [INFO ] [sig       ] CBRE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:02.676687] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CBRE.txt
[2025-12-03T20:37:02.676917] [INFO ] [sig       ] [571/3516] Completed CBRE in 0.4s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:02.676965] [INFO ] [sig       ] [572/3516] Forecasting CBRL...
[2025-12-03T20:37:02.676995] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-03T20:37:02.677027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-03T20:37:02.691099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-03T20:37:02.691555] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-03T20:37:02.692499] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-03T20:37:02.692552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:02.692607] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:02.692635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:02.692692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:02.749901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:02.750790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:02.750885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:02.750916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:02.880104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:02.880327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:02.880371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:02.880399] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:02.884201] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-03T20:37:02.884511] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-03T20:37:02.884684] [INFO ] [sig       ] CBRL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:03.029466] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CBRL.txt
[2025-12-03T20:37:03.029680] [INFO ] [sig       ] [572/3516] Completed CBRL in 0.4s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:03.029725] [INFO ] [sig       ] [573/3516] Forecasting CBSH...
[2025-12-03T20:37:03.029754] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-03T20:37:03.029784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-03T20:37:03.042738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-03T20:37:03.043254] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-03T20:37:03.044217] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-03T20:37:03.044269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:03.044301] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:03.044326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:03.044382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:03.104565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:03.105816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:03.105926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:03.105991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:03.228348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:03.228608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:03.228656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:03.228687] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:03.232747] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2025-12-03T20:37:03.233071] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-03T20:37:03.233220] [INFO ] [sig       ] CBSH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:03.381653] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CBSH.txt
[2025-12-03T20:37:03.381878] [INFO ] [sig       ] [573/3516] Completed CBSH in 0.4s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:03.381922] [INFO ] [sig       ] [574/3516] Forecasting CBZ...
[2025-12-03T20:37:03.381953] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-03T20:37:03.381982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-03T20:37:03.394967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-03T20:37:03.395453] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-03T20:37:03.396376] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-03T20:37:03.396428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:03.396460] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:03.396489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:03.396548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:03.453296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:03.454395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:03.454547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:03.454601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:03.572436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:03.572686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:03.572731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:03.572759] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:03.576604] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=28.77%)
[2025-12-03T20:37:03.577028] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-03T20:37:03.577176] [INFO ] [sig       ] CBZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:03.716542] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CBZ.txt
[2025-12-03T20:37:03.716792] [INFO ] [sig       ] [574/3516] Completed CBZ in 0.3s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:03.716839] [INFO ] [sig       ] [575/3516] Forecasting CC...
[2025-12-03T20:37:03.716869] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-03T20:37:03.716900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-03T20:37:03.730883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-03T20:37:03.731433] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-03T20:37:03.732340] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-03T20:37:03.732392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:03.732424] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:03.732449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:03.732522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:03.788035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:03.789084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:03.789180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:03.789212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:03.916548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:03.916809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:03.916856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:03.916887] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:03.921216] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=75.52%)
[2025-12-03T20:37:03.921542] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-03T20:37:03.921708] [INFO ] [sig       ] CC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:04.074752] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CC.txt
[2025-12-03T20:37:04.074983] [INFO ] [sig       ] [575/3516] Completed CC in 0.4s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:04.075043] [INFO ] [sig       ] [576/3516] Forecasting CCAP...
[2025-12-03T20:37:04.075089] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-03T20:37:04.075128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-03T20:37:04.089443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-03T20:37:04.089925] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-03T20:37:04.090826] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-03T20:37:04.090877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:04.090909] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:04.090934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:04.090992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:04.149812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:04.150952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:04.151050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:04.151081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:04.275378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:04.275629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:04.275676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:04.275704] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:04.279625] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2025-12-03T20:37:04.279941] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-03T20:37:04.280088] [INFO ] [sig       ] CCAP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:04.426601] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCAP.txt
[2025-12-03T20:37:04.426827] [INFO ] [sig       ] [576/3516] Completed CCAP in 0.4s | 2.96 sym/s | Total: 3.2m | ETA: 16.6m
[2025-12-03T20:37:04.426870] [INFO ] [sig       ] [577/3516] Forecasting CCBG...
[2025-12-03T20:37:04.426902] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-03T20:37:04.426933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-03T20:37:04.440252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-03T20:37:04.440864] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-03T20:37:04.441800] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-03T20:37:04.441874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:04.441913] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:04.441943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:04.442004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:04.501077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:04.502203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:04.502298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:04.502332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:04.624854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:04.625089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:04.625133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:04.625162] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:04.629189] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-03T20:37:04.629543] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-03T20:37:04.629732] [INFO ] [sig       ] CCBG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:04.776142] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCBG.txt
[2025-12-03T20:37:04.776391] [INFO ] [sig       ] [577/3516] Completed CCBG in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.6m
[2025-12-03T20:37:04.776450] [INFO ] [sig       ] [578/3516] Forecasting CCCC...
[2025-12-03T20:37:04.776483] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-03T20:37:04.776514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-03T20:37:04.789507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-03T20:37:04.790041] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-03T20:37:04.790956] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-03T20:37:04.791007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:04.791037] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:04.791063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:04.791119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:04.849460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:04.850673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:04.850771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:04.850803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:04.974346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:04.974595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:04.974640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:04.974667] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:04.978567] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-03T20:37:04.978934] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-03T20:37:04.979088] [INFO ] [sig       ] CCCC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:05.118022] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCCC.txt
[2025-12-03T20:37:05.118256] [INFO ] [sig       ] [578/3516] Completed CCCC in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.6m
[2025-12-03T20:37:05.118301] [INFO ] [sig       ] [579/3516] Forecasting CCD...
[2025-12-03T20:37:05.118333] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-03T20:37:05.118364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-03T20:37:05.133137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-03T20:37:05.133758] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-03T20:37:05.134703] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-03T20:37:05.134755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:05.134787] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:05.134813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:05.134871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:05.210630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:05.211983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:05.212096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:05.212140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:05.335469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:05.335731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:05.335779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:05.335808] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:05.339926] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-03T20:37:05.340284] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-03T20:37:05.340434] [INFO ] [sig       ] CCD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:05.485446] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CCD.txt
[2025-12-03T20:37:05.485750] [INFO ] [sig       ] [579/3516] Completed CCD in 0.4s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:05.485812] [INFO ] [sig       ] [580/3516] Forecasting CCEC...
[2025-12-03T20:37:05.485850] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-03T20:37:05.485891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-03T20:37:05.499881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-03T20:37:05.500480] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-03T20:37:05.501436] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-03T20:37:05.501488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:05.501520] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:05.501545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:05.501621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:05.559316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:05.560472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:05.560619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:05.560654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:05.668218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:05.668448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:05.668489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:05.668517] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:05.672387] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=30.89%)
[2025-12-03T20:37:05.672727] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-03T20:37:05.672868] [INFO ] [sig       ] CCEC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:05.820517] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCEC.txt
[2025-12-03T20:37:05.820788] [INFO ] [sig       ] [580/3516] Completed CCEC in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:05.820837] [INFO ] [sig       ] [581/3516] Forecasting CCEP...
[2025-12-03T20:37:05.820866] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-03T20:37:05.820896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-03T20:37:05.834050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-03T20:37:05.834621] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-03T20:37:05.835621] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-03T20:37:05.835674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:05.835742] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:05.835769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:05.835826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:05.892409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:05.893521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:05.893628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:05.893663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:06.019523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:06.019771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:06.019814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:06.019842] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:06.023710] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-03T20:37:06.024034] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-03T20:37:06.024179] [INFO ] [sig       ] CCEP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:06.163823] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCEP.txt
[2025-12-03T20:37:06.164035] [INFO ] [sig       ] [581/3516] Completed CCEP in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:06.164079] [INFO ] [sig       ] [582/3516] Forecasting CCI...
[2025-12-03T20:37:06.164107] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-03T20:37:06.164137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-03T20:37:06.177116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-03T20:37:06.177617] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-03T20:37:06.178522] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-03T20:37:06.178597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:06.178635] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:06.178665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:06.178726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:06.235382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:06.236485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:06.236601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:06.236637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:06.357270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:06.357499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:06.357541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:06.357586] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:06.361235] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=47.45%)
[2025-12-03T20:37:06.361554] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-03T20:37:06.361707] [INFO ] [sig       ] CCI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:06.500390] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCI.txt
[2025-12-03T20:37:06.500593] [INFO ] [sig       ] [582/3516] Completed CCI in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:06.500637] [INFO ] [sig       ] [583/3516] Forecasting CCIF...
[2025-12-03T20:37:06.500665] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-03T20:37:06.500695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-03T20:37:06.513763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-03T20:37:06.514201] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-03T20:37:06.515133] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-03T20:37:06.515184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:06.515216] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:06.515241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:06.515299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:06.575640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:06.576857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:06.576960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:06.576994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:06.699584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:06.699813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:06.699854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:06.699881] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:06.703904] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-03T20:37:06.704253] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-03T20:37:06.704408] [INFO ] [sig       ] CCIF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:06.844903] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CCIF.txt
[2025-12-03T20:37:06.845114] [INFO ] [sig       ] [583/3516] Completed CCIF in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:06.845156] [INFO ] [sig       ] [584/3516] Forecasting CCJ...
[2025-12-03T20:37:06.845187] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-03T20:37:06.845219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-03T20:37:06.859107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-03T20:37:06.859665] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-03T20:37:06.860535] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-03T20:37:06.860606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:06.860640] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:06.860666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:06.860723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:06.917942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:06.919042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:06.919138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:06.919169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:07.043176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:07.043410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:07.043492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:07.043599] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:07.047620] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=73.98%)
[2025-12-03T20:37:07.047938] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-03T20:37:07.048097] [INFO ] [sig       ] CCJ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:07.189047] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CCJ.txt
[2025-12-03T20:37:07.189226] [INFO ] [sig       ] [584/3516] Completed CCJ in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:07.189267] [INFO ] [sig       ] [585/3516] Forecasting CCK...
[2025-12-03T20:37:07.189296] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-03T20:37:07.189326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-03T20:37:07.202131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-03T20:37:07.202541] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-03T20:37:07.203435] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-03T20:37:07.203487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:07.203520] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:07.203545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:07.203622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:07.259840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:07.260961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:07.261060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:07.261093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:07.391802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:07.392078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:07.392123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:07.392151] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:07.396367] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-12-03T20:37:07.396845] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-03T20:37:07.397037] [INFO ] [sig       ] CCK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:07.550276] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CCK.txt
[2025-12-03T20:37:07.550525] [INFO ] [sig       ] [585/3516] Completed CCK in 0.4s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:07.550589] [INFO ] [sig       ] [586/3516] Forecasting CCL...
[2025-12-03T20:37:07.550622] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-03T20:37:07.550653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-03T20:37:07.564097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-03T20:37:07.564542] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-03T20:37:07.565472] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-03T20:37:07.565523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:07.565556] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:07.565603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:07.565662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:07.623158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:07.624393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:07.624496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:07.624529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:07.755155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:07.755381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:07.755424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:07.755455] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:07.759236] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-03T20:37:07.759541] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-03T20:37:07.759696] [INFO ] [sig       ] CCL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:07.902505] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CCL.txt
[2025-12-03T20:37:07.902734] [INFO ] [sig       ] [586/3516] Completed CCL in 0.4s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:07.902778] [INFO ] [sig       ] [587/3516] Forecasting CCLD...
[2025-12-03T20:37:07.902807] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-03T20:37:07.902838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-03T20:37:07.915935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-03T20:37:07.916408] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-03T20:37:07.917225] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-03T20:37:07.917276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:07.917310] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:07.917335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:07.917389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:07.973738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:07.974658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:07.974743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:07.974774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:08.094622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:08.094780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:08.094818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:08.094845] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:08.098178] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-03T20:37:08.098458] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-03T20:37:08.098606] [INFO ] [sig       ] CCLD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:08.242049] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCLD.txt
[2025-12-03T20:37:08.242212] [INFO ] [sig       ] [587/3516] Completed CCLD in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:08.242268] [INFO ] [sig       ] [588/3516] Forecasting CCNE...
[2025-12-03T20:37:08.242302] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-03T20:37:08.242336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-03T20:37:08.254888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-03T20:37:08.255243] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-03T20:37:08.256033] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-03T20:37:08.256082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:08.256132] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:08.256160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:08.256215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:08.313651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:08.314494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:08.314599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:08.314633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:08.434303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:08.434462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:08.434501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:08.434527] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:08.438309] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=60.82%)
[2025-12-03T20:37:08.438633] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-03T20:37:08.438768] [INFO ] [sig       ] CCNE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:08.576426] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CCNE.txt
[2025-12-03T20:37:08.576550] [INFO ] [sig       ] [588/3516] Completed CCNE in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:08.576606] [INFO ] [sig       ] [589/3516] Forecasting CCO...
[2025-12-03T20:37:08.576635] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-03T20:37:08.576663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-03T20:37:08.588799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-03T20:37:08.589095] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-03T20:37:08.589863] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-03T20:37:08.589913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:08.589944] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:08.589970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:08.590025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:08.645706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:08.646295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:08.646371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:08.646402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:08.765423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:08.765544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:08.765595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:08.765624] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:08.768796] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-12-03T20:37:08.769060] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-03T20:37:08.769180] [INFO ] [sig       ] CCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:08.905585] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCO.txt
[2025-12-03T20:37:08.905699] [INFO ] [sig       ] [589/3516] Completed CCO in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:08.905735] [INFO ] [sig       ] [590/3516] Forecasting CCOI...
[2025-12-03T20:37:08.905763] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-03T20:37:08.905791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-03T20:37:08.918372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-03T20:37:08.918777] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-03T20:37:08.919645] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-03T20:37:08.919708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:08.919747] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:08.919778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:08.919834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:08.978869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:08.979741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:08.979833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:08.979864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:09.100720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:09.100880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:09.100922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:09.100949] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:09.104400] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-03T20:37:09.104715] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-03T20:37:09.104855] [INFO ] [sig       ] CCOI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:09.247269] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCOI.txt
[2025-12-03T20:37:09.247426] [INFO ] [sig       ] [590/3516] Completed CCOI in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:09.247468] [INFO ] [sig       ] [591/3516] Forecasting CCRN...
[2025-12-03T20:37:09.247512] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-03T20:37:09.247555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-03T20:37:09.259474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-03T20:37:09.259828] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-03T20:37:09.260626] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-03T20:37:09.260676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:09.260706] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:09.260732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:09.260788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:09.317914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:09.318703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:09.318813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:09.318847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:09.439433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:09.439604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:09.439646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:09.439673] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:09.443122] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-03T20:37:09.443414] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-03T20:37:09.443544] [INFO ] [sig       ] CCRN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:09.582352] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCRN.txt
[2025-12-03T20:37:09.582493] [INFO ] [sig       ] [591/3516] Completed CCRN in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:09.582533] [INFO ] [sig       ] [592/3516] Forecasting CCS...
[2025-12-03T20:37:09.582589] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-03T20:37:09.582624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-03T20:37:09.594598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-03T20:37:09.594930] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-03T20:37:09.595729] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-03T20:37:09.595781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:09.595811] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:09.595836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:09.595892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:09.652781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:09.653528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:09.653626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:09.653660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:09.774699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:09.774854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:09.774893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:09.774921] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:09.778348] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-12-03T20:37:09.778637] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-03T20:37:09.778762] [INFO ] [sig       ] CCS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:09.922049] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCS.txt
[2025-12-03T20:37:09.922225] [INFO ] [sig       ] [592/3516] Completed CCS in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:09.922264] [INFO ] [sig       ] [593/3516] Forecasting CCSI...
[2025-12-03T20:37:09.922294] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-03T20:37:09.922327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-03T20:37:09.934147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-03T20:37:09.934480] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-03T20:37:09.935302] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-03T20:37:09.935354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:09.935385] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:09.935410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:09.935465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:09.991627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:09.992370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:09.992458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:09.992497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:10.108549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:10.108717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:10.108756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:10.108783] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:10.112200] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2025-12-03T20:37:10.112506] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-03T20:37:10.112655] [INFO ] [sig       ] CCSI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:10.253022] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CCSI.txt
[2025-12-03T20:37:10.253175] [INFO ] [sig       ] [593/3516] Completed CCSI in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:10.253227] [INFO ] [sig       ] [594/3516] Forecasting CDC...
[2025-12-03T20:37:10.253258] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-03T20:37:10.253288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-03T20:37:10.264921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-03T20:37:10.265293] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-03T20:37:10.266150] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-03T20:37:10.266202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:10.266233] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:10.266258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:10.266314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:10.322984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:10.323726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:10.323804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:10.323835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:10.442630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:10.442789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:10.442827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:10.442854] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:10.446234] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-03T20:37:10.446507] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-03T20:37:10.446651] [INFO ] [sig       ] CDC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:10.581232] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CDC.txt
[2025-12-03T20:37:10.581406] [INFO ] [sig       ] [594/3516] Completed CDC in 0.3s | 2.96 sym/s | Total: 3.3m | ETA: 16.5m
[2025-12-03T20:37:10.581445] [INFO ] [sig       ] [595/3516] Forecasting CDE...
[2025-12-03T20:37:10.581474] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-03T20:37:10.581503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-03T20:37:10.592885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-03T20:37:10.593215] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-03T20:37:10.593983] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-03T20:37:10.594031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:10.594062] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:10.594086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:10.594140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:10.650282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:10.651080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:10.651160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:10.651193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:10.777507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:10.777683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:10.777722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:10.777773] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:10.781229] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-03T20:37:10.781497] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-03T20:37:10.781640] [INFO ] [sig       ] CDE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:10.919358] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CDE.txt
[2025-12-03T20:37:10.919497] [INFO ] [sig       ] [595/3516] Completed CDE in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.5m
[2025-12-03T20:37:10.919534] [INFO ] [sig       ] [596/3516] Forecasting CDIO...
[2025-12-03T20:37:10.919564] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-03T20:37:10.919611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-03T20:37:10.935170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-03T20:37:10.935709] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-03T20:37:10.936787] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-03T20:37:10.936849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:10.936891] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:10.936933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:10.937011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:11.000642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:11.001510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:11.001615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:11.001650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:11.124388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:11.124548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:11.124605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:11.124633] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:11.128132] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=67.68%)
[2025-12-03T20:37:11.128468] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-03T20:37:11.128625] [INFO ] [sig       ] CDIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:11.268472] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CDIO.txt
[2025-12-03T20:37:11.268650] [INFO ] [sig       ] [596/3516] Completed CDIO in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.5m
[2025-12-03T20:37:11.268695] [INFO ] [sig       ] [597/3516] Forecasting CDL...
[2025-12-03T20:37:11.268724] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-03T20:37:11.268753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-03T20:37:11.280300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-03T20:37:11.280740] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-03T20:37:11.281515] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-03T20:37:11.281564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:11.281614] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:11.281640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:11.281694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:11.338124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:11.338805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:11.338883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:11.338930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:11.444676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:11.444821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:11.444857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:11.444884] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:11.448300] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=39.48%)
[2025-12-03T20:37:11.448583] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-03T20:37:11.448708] [INFO ] [sig       ] CDL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:11.586669] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CDL.txt
[2025-12-03T20:37:11.586807] [INFO ] [sig       ] [597/3516] Completed CDL in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:11.586845] [INFO ] [sig       ] [598/3516] Forecasting CDNA...
[2025-12-03T20:37:11.586873] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-03T20:37:11.586901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-03T20:37:11.598875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-03T20:37:11.599181] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-03T20:37:11.599964] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-03T20:37:11.600013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:11.600069] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:11.600096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:11.600153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:11.658033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:11.658836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:11.658912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:11.658944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:11.783886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:11.784062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:11.784102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:11.784129] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:11.787837] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-03T20:37:11.788141] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-03T20:37:11.788269] [INFO ] [sig       ] CDNA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:11.926400] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CDNA.txt
[2025-12-03T20:37:11.926533] [INFO ] [sig       ] [598/3516] Completed CDNA in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:11.926587] [INFO ] [sig       ] [599/3516] Forecasting CDNS...
[2025-12-03T20:37:11.926620] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-03T20:37:11.926649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-03T20:37:11.938246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-03T20:37:11.938612] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-03T20:37:11.939372] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-03T20:37:11.939421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:11.939451] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:11.939488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:11.939544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:11.995331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:11.996182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:11.996263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:11.996295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:12.117353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:12.117510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:12.117549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:12.117595] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:12.120962] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-03T20:37:12.121236] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-03T20:37:12.121364] [INFO ] [sig       ] CDNS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:12.266301] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CDNS.txt
[2025-12-03T20:37:12.266500] [INFO ] [sig       ] [599/3516] Completed CDNS in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:12.266552] [INFO ] [sig       ] [600/3516] Forecasting CDP...
[2025-12-03T20:37:12.266615] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-03T20:37:12.266658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-03T20:37:12.281320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-03T20:37:12.281747] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-03T20:37:12.282744] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-03T20:37:12.282805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:12.282847] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:12.282883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:12.282962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:12.343777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:12.344691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:12.344773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:12.344807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:12.460761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:12.460913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:12.460951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:12.460978] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:12.464299] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-03T20:37:12.464602] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-03T20:37:12.464729] [INFO ] [sig       ] CDP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:12.610509] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CDP.txt
[2025-12-03T20:37:12.610698] [INFO ] [sig       ] [600/3516] Completed CDP in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:12.610739] [INFO ] [sig       ] [601/3516] Forecasting CDRE...
[2025-12-03T20:37:12.610768] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-03T20:37:12.610799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-03T20:37:12.622216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-03T20:37:12.622550] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-03T20:37:12.623367] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-03T20:37:12.623425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:12.623456] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:12.623480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:12.623536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:12.680620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:12.681400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:12.681481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:12.681514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:12.803671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:12.803826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:12.803865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:12.803926] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:12.807371] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2025-12-03T20:37:12.807696] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-03T20:37:12.807831] [INFO ] [sig       ] CDRE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:12.949584] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CDRE.txt
[2025-12-03T20:37:12.949732] [INFO ] [sig       ] [601/3516] Completed CDRE in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:12.949770] [INFO ] [sig       ] [602/3516] Forecasting CDRO...
[2025-12-03T20:37:12.949800] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-03T20:37:12.949831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-03T20:37:12.961951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-03T20:37:12.962332] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-03T20:37:12.963314] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-03T20:37:12.963372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:12.963404] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:12.963433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:12.963511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:13.023859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:13.024733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:13.024816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:13.024849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:13.135835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:13.135988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:13.136024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:13.136051] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:13.139404] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-03T20:37:13.139700] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-03T20:37:13.139829] [INFO ] [sig       ] CDRO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:13.274702] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CDRO.txt
[2025-12-03T20:37:13.274846] [INFO ] [sig       ] [602/3516] Completed CDRO in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:13.274883] [INFO ] [sig       ] [603/3516] Forecasting CDTX...
[2025-12-03T20:37:13.274911] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-03T20:37:13.274946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-03T20:37:13.286332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-03T20:37:13.286677] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-03T20:37:13.287440] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-03T20:37:13.287491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:13.287520] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:13.287546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:13.287623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:13.342172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:13.342875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:13.342951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:13.342982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:13.458552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:13.458708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:13.458745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:13.458773] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:13.462054] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=66.83%)
[2025-12-03T20:37:13.462326] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-03T20:37:13.462474] [INFO ] [sig       ] CDTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:13.599561] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CDTX.txt
[2025-12-03T20:37:13.599706] [INFO ] [sig       ] [603/3516] Completed CDTX in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:13.599744] [INFO ] [sig       ] [604/3516] Forecasting CDXS...
[2025-12-03T20:37:13.599772] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-03T20:37:13.599802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-03T20:37:13.611913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-03T20:37:13.612284] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-03T20:37:13.613082] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-03T20:37:13.613130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:13.613161] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:13.613186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:13.613240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:13.670058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:13.670963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:13.671044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:13.671075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:13.792054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:13.792155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:13.792191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:13.792218] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:13.795559] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-03T20:37:13.795879] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-03T20:37:13.796011] [INFO ] [sig       ] CDXS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:13.932064] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CDXS.txt
[2025-12-03T20:37:13.932203] [INFO ] [sig       ] [604/3516] Completed CDXS in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:13.932242] [INFO ] [sig       ] [605/3516] Forecasting CDZI...
[2025-12-03T20:37:13.932270] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-03T20:37:13.932298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-03T20:37:13.943820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-03T20:37:13.944124] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-03T20:37:13.944940] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-03T20:37:13.944991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:13.945024] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:13.945050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:13.945106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:14.000470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:14.001198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:14.001277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:14.001310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:14.125111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:14.125257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:14.125296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:14.125323] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:14.128616] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-03T20:37:14.128895] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-03T20:37:14.129023] [INFO ] [sig       ] CDZI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:14.264406] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CDZI.txt
[2025-12-03T20:37:14.264545] [INFO ] [sig       ] [605/3516] Completed CDZI in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:14.264600] [INFO ] [sig       ] [606/3516] Forecasting CECO...
[2025-12-03T20:37:14.264630] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-03T20:37:14.264660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-03T20:37:14.276611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-03T20:37:14.276919] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-03T20:37:14.277753] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-03T20:37:14.277804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:14.277836] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:14.277863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:14.277919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:14.333245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:14.333971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:14.334048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:14.334079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:14.448633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:14.448790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:14.448830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:14.448858] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:14.452459] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-03T20:37:14.452763] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-03T20:37:14.452896] [INFO ] [sig       ] CECO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:14.590516] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CECO.txt
[2025-12-03T20:37:14.590654] [INFO ] [sig       ] [606/3516] Completed CECO in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:14.590694] [INFO ] [sig       ] [607/3516] Forecasting CEG...
[2025-12-03T20:37:14.590722] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-03T20:37:14.590751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-03T20:37:14.602671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-03T20:37:14.602930] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-03T20:37:14.603699] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-03T20:37:14.603749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:14.603781] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:14.603807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:14.603861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:14.659148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:14.659902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:14.659984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:14.660016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:14.780827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:14.780983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:14.781021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:14.781047] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:14.784422] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-03T20:37:14.784709] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-03T20:37:14.784838] [INFO ] [sig       ] CEG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:14.922043] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CEG.txt
[2025-12-03T20:37:14.922170] [INFO ] [sig       ] [607/3516] Completed CEG in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:14.922206] [INFO ] [sig       ] [608/3516] Forecasting CELC...
[2025-12-03T20:37:14.922235] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-03T20:37:14.922264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-03T20:37:14.934022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-03T20:37:14.934303] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-03T20:37:14.935092] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-03T20:37:14.935141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:14.935172] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:14.935198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:14.935251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:14.991065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:14.991806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:14.991920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:14.991952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:15.106625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:15.106779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:15.106818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:15.106846] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:15.110077] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-12-03T20:37:15.110341] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-03T20:37:15.110462] [INFO ] [sig       ] CELC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:15.247248] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CELC.txt
[2025-12-03T20:37:15.247401] [INFO ] [sig       ] [608/3516] Completed CELC in 0.3s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:15.247440] [INFO ] [sig       ] [609/3516] Forecasting CELH...
[2025-12-03T20:37:15.247470] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-03T20:37:15.247499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-03T20:37:15.267091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-03T20:37:15.268053] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-03T20:37:15.269496] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-03T20:37:15.269567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:15.269849] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:15.269898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:15.269994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:15.339132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:15.340637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:15.340739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:15.340773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:15.479464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:15.479739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:15.479786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:15.479816] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:15.484872] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-03T20:37:15.485499] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-03T20:37:15.485906] [INFO ] [sig       ] CELH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:15.644409] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CELH.txt
[2025-12-03T20:37:15.644637] [INFO ] [sig       ] [609/3516] Completed CELH in 0.4s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:15.644682] [INFO ] [sig       ] [610/3516] Forecasting CELZ...
[2025-12-03T20:37:15.644713] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-03T20:37:15.644743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-03T20:37:15.660654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-03T20:37:15.661171] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-03T20:37:15.662415] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-03T20:37:15.662486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:15.662536] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:15.662615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:15.662714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:15.744066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:15.745184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:15.745299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:15.745346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:15.884958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:15.885115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:15.885154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:15.885183] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:15.888883] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-03T20:37:15.889224] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-03T20:37:15.889368] [INFO ] [sig       ] CELZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:16.034348] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CELZ.txt
[2025-12-03T20:37:16.034558] [INFO ] [sig       ] [610/3516] Completed CELZ in 0.4s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:16.034629] [INFO ] [sig       ] [611/3516] Forecasting CENTA...
[2025-12-03T20:37:16.034668] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-03T20:37:16.034708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-03T20:37:16.046810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-03T20:37:16.047221] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-03T20:37:16.048207] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-03T20:37:16.048269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:16.048312] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:16.048343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:16.048402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:16.107949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:16.108920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:16.109018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:16.109062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:16.240803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:16.240973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:16.241036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:16.241077] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:16.245291] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-03T20:37:16.245732] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-03T20:37:16.245891] [INFO ] [sig       ] CENTA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:16.409848] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CENTA.txt
[2025-12-03T20:37:16.410123] [INFO ] [sig       ] [611/3516] Completed CENTA in 0.4s | 2.96 sym/s | Total: 3.4m | ETA: 16.4m
[2025-12-03T20:37:16.410191] [INFO ] [sig       ] [612/3516] Forecasting CENX...
[2025-12-03T20:37:16.410239] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-03T20:37:16.410289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-03T20:37:16.426397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-03T20:37:16.426943] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-03T20:37:16.428141] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-03T20:37:16.428226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:16.428279] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:16.428324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:16.428414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:16.494822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:16.495720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:16.495804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:16.495838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:16.631658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:16.631815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:16.631853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:16.631880] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:16.635276] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-03T20:37:16.635611] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-03T20:37:16.635753] [INFO ] [sig       ] CENX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:16.783545] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CENX.txt
[2025-12-03T20:37:16.783731] [INFO ] [sig       ] [612/3516] Completed CENX in 0.4s | 2.96 sym/s | Total: 3.5m | ETA: 16.4m
[2025-12-03T20:37:16.783774] [INFO ] [sig       ] [613/3516] Forecasting CERS...
[2025-12-03T20:37:16.783803] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-03T20:37:16.783833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-03T20:37:16.795539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-03T20:37:16.795865] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-03T20:37:16.796804] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-03T20:37:16.796863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:16.796901] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:16.796937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:16.797011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:16.857047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:16.857894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:16.858007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:16.858045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:16.977014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:16.977167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:16.977206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:16.977235] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:16.980746] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-03T20:37:16.981028] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-03T20:37:16.981161] [INFO ] [sig       ] CERS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:17.122996] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CERS.txt
[2025-12-03T20:37:17.123202] [INFO ] [sig       ] [613/3516] Completed CERS in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.4m
[2025-12-03T20:37:17.123249] [INFO ] [sig       ] [614/3516] Forecasting CETY...
[2025-12-03T20:37:17.123279] [INFO ] [sig       ] Generating forecast for: CETY
[2025-12-03T20:37:17.123308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'.
[2025-12-03T20:37:17.134329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETY'.
[2025-12-03T20:37:17.134669] [INFO ] [FORECASTER] Starting predict_future for CETY
[2025-12-03T20:37:17.135453] [DEBUG] [LOCAL     ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt
[2025-12-03T20:37:17.135506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:17.135538] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:17.135563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:17.135641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:17.193413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:17.194302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:17.194390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:17.194425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:17.306059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:17.306231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:17.306282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:17.306318] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:17.309991] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-12-03T20:37:17.310280] [INFO ] [FORECASTER] Completed predict_future for CETY
[2025-12-03T20:37:17.310415] [INFO ] [sig       ] CETY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:17.470244] [INFO ] [LOCAL     ] Saved forecast: CETY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CETY.txt
[2025-12-03T20:37:17.470402] [INFO ] [sig       ] [614/3516] Completed CETY in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.4m
[2025-12-03T20:37:17.470442] [INFO ] [sig       ] [615/3516] Forecasting CEVA...
[2025-12-03T20:37:17.470478] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-03T20:37:17.470512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-03T20:37:17.482066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-03T20:37:17.482428] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-03T20:37:17.483240] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-03T20:37:17.483290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:17.483348] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:17.483375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:17.483431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:17.542487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:17.543390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:17.543478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:17.543512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:17.670408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:17.670563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:17.670619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:17.670647] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:17.674018] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-12-03T20:37:17.674303] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-03T20:37:17.674434] [INFO ] [sig       ] CEVA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:17.827128] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CEVA.txt
[2025-12-03T20:37:17.827285] [INFO ] [sig       ] [615/3516] Completed CEVA in 0.4s | 2.96 sym/s | Total: 3.5m | ETA: 16.4m
[2025-12-03T20:37:17.827331] [INFO ] [sig       ] [616/3516] Forecasting CFFN...
[2025-12-03T20:37:17.827361] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-03T20:37:17.827389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-03T20:37:17.839516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-03T20:37:17.839964] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-03T20:37:17.840775] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-03T20:37:17.840827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:17.840858] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:17.840884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:17.840939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:17.897263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:17.898177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:17.898265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:17.898297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:18.018807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:18.018967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:18.019007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:18.019034] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:18.022384] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-12-03T20:37:18.022702] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-03T20:37:18.022834] [INFO ] [sig       ] CFFN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:18.164084] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CFFN.txt
[2025-12-03T20:37:18.164243] [INFO ] [sig       ] [616/3516] Completed CFFN in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.4m
[2025-12-03T20:37:18.164284] [INFO ] [sig       ] [617/3516] Forecasting CFG...
[2025-12-03T20:37:18.164314] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-03T20:37:18.164344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-03T20:37:18.179168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-03T20:37:18.179652] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-03T20:37:18.180790] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-03T20:37:18.180861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:18.180913] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:18.180957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:18.181043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:18.242730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:18.243570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:18.243676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:18.243710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:18.361913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:18.362068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:18.362107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:18.362135] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:18.365483] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-03T20:37:18.365818] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-03T20:37:18.365953] [INFO ] [sig       ] CFG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:18.505002] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CFG.txt
[2025-12-03T20:37:18.505153] [INFO ] [sig       ] [617/3516] Completed CFG in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:18.505194] [INFO ] [sig       ] [618/3516] Forecasting CFO...
[2025-12-03T20:37:18.505222] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-03T20:37:18.505251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-03T20:37:18.516768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-03T20:37:18.517150] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-03T20:37:18.517931] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-03T20:37:18.518009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:18.518042] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:18.518068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:18.518123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:18.574507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:18.575350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:18.575433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:18.575464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:18.684176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:18.684333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:18.684371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:18.684445] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:18.689177] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-03T20:37:18.689559] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-03T20:37:18.689755] [INFO ] [sig       ] CFO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:18.832156] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CFO.txt
[2025-12-03T20:37:18.832312] [INFO ] [sig       ] [618/3516] Completed CFO in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:18.832353] [INFO ] [sig       ] [619/3516] Forecasting CGABL...
[2025-12-03T20:37:18.832382] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-03T20:37:18.832410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-03T20:37:18.843409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-03T20:37:18.843820] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-03T20:37:18.844623] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-03T20:37:18.844675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:18.844705] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:18.844731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:18.844785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:18.901821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:18.902683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:18.902766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:18.902797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:19.018255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:19.018400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:19.018454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:19.018487] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:19.021996] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=58.33%)
[2025-12-03T20:37:19.022327] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-03T20:37:19.022464] [INFO ] [sig       ] CGABL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:19.167767] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CGABL.txt
[2025-12-03T20:37:19.167894] [INFO ] [sig       ] [619/3516] Completed CGABL in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:19.167932] [INFO ] [sig       ] [620/3516] Forecasting CGBD...
[2025-12-03T20:37:19.167960] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-03T20:37:19.168016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-03T20:37:19.179498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-03T20:37:19.179808] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-03T20:37:19.180596] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-03T20:37:19.180657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:19.180688] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:19.180713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:19.180770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:19.237029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:19.237635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:19.237709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:19.237740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:19.355781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:19.355900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:19.355934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:19.355961] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:19.359126] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-03T20:37:19.359386] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-03T20:37:19.359513] [INFO ] [sig       ] CGBD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:19.503340] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CGBD.txt
[2025-12-03T20:37:19.503460] [INFO ] [sig       ] [620/3516] Completed CGBD in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:19.503505] [INFO ] [sig       ] [621/3516] Forecasting CGC...
[2025-12-03T20:37:19.503540] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-03T20:37:19.503597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-03T20:37:19.514566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-03T20:37:19.514872] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-03T20:37:19.515630] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-03T20:37:19.515679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:19.515710] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:19.515735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:19.515790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:19.571672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:19.572445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:19.572521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:19.572554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:19.693367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:19.693492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:19.693532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:19.693560] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:19.696852] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-12-03T20:37:19.697117] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-03T20:37:19.697239] [INFO ] [sig       ] CGC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:19.837483] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CGC.txt
[2025-12-03T20:37:19.837655] [INFO ] [sig       ] [621/3516] Completed CGC in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:19.837697] [INFO ] [sig       ] [622/3516] Forecasting CGEM...
[2025-12-03T20:37:19.837727] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-03T20:37:19.837755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-03T20:37:19.848103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-03T20:37:19.848384] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-03T20:37:19.849159] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-03T20:37:19.849208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:19.849239] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:19.849265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:19.849319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:19.904661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:19.905272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:19.905346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:19.905377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:20.020672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:20.020800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:20.020836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:20.020863] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:20.024107] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-03T20:37:20.024373] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-03T20:37:20.024494] [INFO ] [sig       ] CGEM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:20.161298] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CGEM.txt
[2025-12-03T20:37:20.161440] [INFO ] [sig       ] [622/3516] Completed CGEM in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:20.161480] [INFO ] [sig       ] [623/3516] Forecasting CGEN...
[2025-12-03T20:37:20.161507] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-03T20:37:20.161535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-03T20:37:20.172716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-03T20:37:20.173028] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-03T20:37:20.173791] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-03T20:37:20.173840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:20.173882] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:20.173909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:20.173964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:20.229258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:20.229893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:20.229968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:20.229999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:20.346632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:20.346767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:20.346802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:20.346829] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:20.350063] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-03T20:37:20.350331] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-03T20:37:20.350455] [INFO ] [sig       ] CGEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:20.488269] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CGEN.txt
[2025-12-03T20:37:20.488402] [INFO ] [sig       ] [623/3516] Completed CGEN in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:20.488440] [INFO ] [sig       ] [624/3516] Forecasting CGNX...
[2025-12-03T20:37:20.488469] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-03T20:37:20.488497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-03T20:37:20.499273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-03T20:37:20.499559] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-03T20:37:20.500331] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-03T20:37:20.500380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:20.500411] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:20.500436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:20.500528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:20.556037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:20.556638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:20.556710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:20.556741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:20.673343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:20.673493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:20.673529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:20.673557] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:20.676852] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=58.91%)
[2025-12-03T20:37:20.677115] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-03T20:37:20.677238] [INFO ] [sig       ] CGNX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:20.815166] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CGNX.txt
[2025-12-03T20:37:20.815293] [INFO ] [sig       ] [624/3516] Completed CGNX in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:20.815332] [INFO ] [sig       ] [625/3516] Forecasting CGO...
[2025-12-03T20:37:20.815360] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-03T20:37:20.815388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-03T20:37:20.826390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-03T20:37:20.826736] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-03T20:37:20.827502] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-03T20:37:20.827553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:20.827603] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:20.827632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:20.827688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:20.885287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:20.886067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:20.886177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:20.886210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:20.997184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:20.997309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:20.997344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:20.997371] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:21.000653] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-03T20:37:21.000923] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-03T20:37:21.001048] [INFO ] [sig       ] CGO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:21.140597] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CGO.txt
[2025-12-03T20:37:21.140724] [INFO ] [sig       ] [625/3516] Completed CGO in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:21.140760] [INFO ] [sig       ] [626/3516] Forecasting CGON...
[2025-12-03T20:37:21.140789] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-03T20:37:21.140819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-03T20:37:21.151631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-03T20:37:21.151901] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-03T20:37:21.152687] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-03T20:37:21.152736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:21.152766] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:21.152792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:21.152846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:21.209050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:21.209733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:21.209810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:21.209842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:21.332221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:21.332351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:21.332388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:21.332416] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:21.335822] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-03T20:37:21.336096] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-03T20:37:21.336254] [INFO ] [sig       ] CGON: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:21.475202] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CGON.txt
[2025-12-03T20:37:21.475334] [INFO ] [sig       ] [626/3516] Completed CGON in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:21.475370] [INFO ] [sig       ] [627/3516] Forecasting CHCI...
[2025-12-03T20:37:21.475406] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-03T20:37:21.475435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-03T20:37:21.487020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-03T20:37:21.487373] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-03T20:37:21.488212] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-03T20:37:21.488262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:21.488293] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:21.488319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:21.488373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:21.545820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:21.546517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:21.546616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:21.546650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:21.660283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:21.660418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:21.660455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:21.660481] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:21.663870] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-03T20:37:21.664179] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-03T20:37:21.664315] [INFO ] [sig       ] CHCI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:21.805751] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHCI.txt
[2025-12-03T20:37:21.805880] [INFO ] [sig       ] [627/3516] Completed CHCI in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:21.805917] [INFO ] [sig       ] [628/3516] Forecasting CHCO...
[2025-12-03T20:37:21.805947] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-03T20:37:21.805976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-03T20:37:21.820715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-03T20:37:21.821114] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-03T20:37:21.822207] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-03T20:37:21.822271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:21.822320] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:21.822365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:21.822449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:21.887730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:21.888434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:21.888513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:21.888551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:22.010327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:22.010464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:22.010500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:22.010529] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:22.013808] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-12-03T20:37:22.014077] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-03T20:37:22.014199] [INFO ] [sig       ] CHCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:22.152054] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHCO.txt
[2025-12-03T20:37:22.152211] [INFO ] [sig       ] [628/3516] Completed CHCO in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:22.152249] [INFO ] [sig       ] [629/3516] Forecasting CHD...
[2025-12-03T20:37:22.152278] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-03T20:37:22.152307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-03T20:37:22.163179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-03T20:37:22.163493] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-03T20:37:22.164254] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-03T20:37:22.164304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:22.164336] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:22.164362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:22.164417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:22.221729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:22.222709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:22.222791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:22.222823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:22.343712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:22.343865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:22.343902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:22.343929] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:22.347243] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=36.87%)
[2025-12-03T20:37:22.347517] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-03T20:37:22.347664] [INFO ] [sig       ] CHD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:22.484499] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHD.txt
[2025-12-03T20:37:22.484641] [INFO ] [sig       ] [629/3516] Completed CHD in 0.3s | 2.96 sym/s | Total: 3.5m | ETA: 16.3m
[2025-12-03T20:37:22.484682] [INFO ] [sig       ] [630/3516] Forecasting CHDN...
[2025-12-03T20:37:22.484710] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-03T20:37:22.484739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-03T20:37:22.497091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-03T20:37:22.497442] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-03T20:37:22.498280] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-03T20:37:22.498330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:22.498360] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:22.498384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:22.498439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:22.554326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:22.554991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:22.555068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:22.555098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:22.679353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:22.679503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:22.679541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:22.679618] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:22.682940] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=7.86%)
[2025-12-03T20:37:22.683209] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-03T20:37:22.683332] [INFO ] [sig       ] CHDN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:22.835743] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHDN.txt
[2025-12-03T20:37:22.835886] [INFO ] [sig       ] [630/3516] Completed CHDN in 0.4s | 2.96 sym/s | Total: 3.6m | ETA: 16.3m
[2025-12-03T20:37:22.835925] [INFO ] [sig       ] [631/3516] Forecasting CHE...
[2025-12-03T20:37:22.835953] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-03T20:37:22.835981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-03T20:37:22.847932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-03T20:37:22.848304] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-03T20:37:22.849141] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-03T20:37:22.849204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:22.849252] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:22.849296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:22.849377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:22.910699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:22.911470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:22.911552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:22.911610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:23.029747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:23.029876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:23.029915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:23.029945] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:23.033359] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-03T20:37:23.033648] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-03T20:37:23.033771] [INFO ] [sig       ] CHE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:23.181999] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHE.txt
[2025-12-03T20:37:23.182149] [INFO ] [sig       ] [631/3516] Completed CHE in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.3m
[2025-12-03T20:37:23.182190] [INFO ] [sig       ] [632/3516] Forecasting CHEF...
[2025-12-03T20:37:23.182219] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-03T20:37:23.182248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-03T20:37:23.194439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-03T20:37:23.194818] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-03T20:37:23.195617] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-03T20:37:23.195667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:23.195726] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:23.195754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:23.195812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:23.254482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:23.255289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:23.255370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:23.255421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:23.373177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:23.373336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:23.373381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:23.373409] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:23.376905] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-03T20:37:23.377180] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-03T20:37:23.377305] [INFO ] [sig       ] CHEF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:23.521092] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHEF.txt
[2025-12-03T20:37:23.521250] [INFO ] [sig       ] [632/3516] Completed CHEF in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.3m
[2025-12-03T20:37:23.521297] [INFO ] [sig       ] [633/3516] Forecasting CHH...
[2025-12-03T20:37:23.521326] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-03T20:37:23.521354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-03T20:37:23.533370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-03T20:37:23.533745] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-03T20:37:23.534559] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-03T20:37:23.534629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:23.534663] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:23.534689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:23.534745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:23.593174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:23.593913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:23.594001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:23.594036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:23.718022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:23.718175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:23.718214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:23.718241] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:23.721710] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-03T20:37:23.721992] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-03T20:37:23.722121] [INFO ] [sig       ] CHH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:23.861864] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CHH.txt
[2025-12-03T20:37:23.862008] [INFO ] [sig       ] [633/3516] Completed CHH in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.3m
[2025-12-03T20:37:23.862046] [INFO ] [sig       ] [634/3516] Forecasting CHI...
[2025-12-03T20:37:23.862076] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-03T20:37:23.862105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-03T20:37:23.873772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-03T20:37:23.874129] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-03T20:37:23.874907] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-03T20:37:23.874956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:23.874987] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:23.875025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:23.875081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:23.930558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:23.931262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:23.931338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:23.931369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:24.054416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:24.054587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:24.054626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:24.054653] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:24.057922] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=89.60%)
[2025-12-03T20:37:24.058215] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-03T20:37:24.058342] [INFO ] [sig       ] CHI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:24.206676] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CHI.txt
[2025-12-03T20:37:24.206816] [INFO ] [sig       ] [634/3516] Completed CHI in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:24.206855] [INFO ] [sig       ] [635/3516] Forecasting CHKP...
[2025-12-03T20:37:24.206882] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-03T20:37:24.206910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-03T20:37:24.218309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-03T20:37:24.218653] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-03T20:37:24.219397] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-03T20:37:24.219445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:24.219475] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:24.219500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:24.219553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:24.274042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:24.274815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:24.274892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:24.274923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:24.400412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:24.400565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:24.400625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:24.400686] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:24.404029] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=41.22%)
[2025-12-03T20:37:24.404302] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-03T20:37:24.404427] [INFO ] [sig       ] CHKP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:24.539684] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHKP.txt
[2025-12-03T20:37:24.539791] [INFO ] [sig       ] [635/3516] Completed CHKP in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:24.539828] [INFO ] [sig       ] [636/3516] Forecasting CHMI...
[2025-12-03T20:37:24.539856] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-03T20:37:24.539886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-03T20:37:24.552117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-03T20:37:24.552520] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-03T20:37:24.553350] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-03T20:37:24.553401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:24.553432] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:24.553457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:24.553512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:24.609701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:24.610628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:24.610723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:24.610757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:24.732867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:24.733030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:24.733070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:24.733098] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:24.736629] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=28.90%)
[2025-12-03T20:37:24.736962] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-03T20:37:24.737105] [INFO ] [sig       ] CHMI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:24.883336] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHMI.txt
[2025-12-03T20:37:24.883496] [INFO ] [sig       ] [636/3516] Completed CHMI in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:24.883537] [INFO ] [sig       ] [637/3516] Forecasting CHRD...
[2025-12-03T20:37:24.883564] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-03T20:37:24.883622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-03T20:37:24.894102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-03T20:37:24.894459] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-03T20:37:24.895242] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-03T20:37:24.895291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:24.895322] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:24.895347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:24.895403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:24.952885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:24.953842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:24.953924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:24.953956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:25.073511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:25.073678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:25.073716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:25.073745] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:25.077051] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=83.54%)
[2025-12-03T20:37:25.077316] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-03T20:37:25.077440] [INFO ] [sig       ] CHRD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:25.217036] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CHRD.txt
[2025-12-03T20:37:25.217168] [INFO ] [sig       ] [637/3516] Completed CHRD in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:25.217206] [INFO ] [sig       ] [638/3516] Forecasting CHRS...
[2025-12-03T20:37:25.217235] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-03T20:37:25.217270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-03T20:37:25.228704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-03T20:37:25.228999] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-03T20:37:25.229763] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-03T20:37:25.229813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:25.229843] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:25.229868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:25.229922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:25.284756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:25.285430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:25.285506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:25.285536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:25.410072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:25.410227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:25.410266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:25.410293] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:25.413685] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-12-03T20:37:25.413960] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-03T20:37:25.414087] [INFO ] [sig       ] CHRS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:25.552656] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHRS.txt
[2025-12-03T20:37:25.552805] [INFO ] [sig       ] [638/3516] Completed CHRS in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:25.552843] [INFO ] [sig       ] [639/3516] Forecasting CHSCL...
[2025-12-03T20:37:25.552871] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-03T20:37:25.552899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-03T20:37:25.564041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-03T20:37:25.564374] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-03T20:37:25.565172] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-03T20:37:25.565224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:25.565255] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:25.565281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:25.565336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:25.621421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:25.622117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:25.622194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:25.622226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:25.736287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:25.736452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:25.736490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:25.736518] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:25.739877] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-03T20:37:25.740144] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-03T20:37:25.740269] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:25.876227] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHSCL.txt
[2025-12-03T20:37:25.876367] [INFO ] [sig       ] [639/3516] Completed CHSCL in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:25.876407] [INFO ] [sig       ] [640/3516] Forecasting CHSCM...
[2025-12-03T20:37:25.876435] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-03T20:37:25.876463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-03T20:37:25.887873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-03T20:37:25.888239] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-03T20:37:25.889097] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-03T20:37:25.889148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:25.889180] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:25.889206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:25.889274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:25.946230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:25.946937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:25.947018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:25.947051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:26.060020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:26.060166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:26.060205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:26.060233] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:26.063607] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=44.75%)
[2025-12-03T20:37:26.063875] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-03T20:37:26.064001] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:26.201392] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHSCM.txt
[2025-12-03T20:37:26.201519] [INFO ] [sig       ] [640/3516] Completed CHSCM in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:26.201557] [INFO ] [sig       ] [641/3516] Forecasting CHSCN...
[2025-12-03T20:37:26.201604] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-03T20:37:26.201633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-03T20:37:26.212558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-03T20:37:26.212923] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-03T20:37:26.213798] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-03T20:37:26.213849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:26.213880] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:26.213906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:26.213965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:26.271981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:26.272664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:26.272744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:26.272776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:26.387450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:26.387602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:26.387640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:26.387684] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:26.391185] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=72.79%)
[2025-12-03T20:37:26.391462] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-03T20:37:26.391622] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:26.536374] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CHSCN.txt
[2025-12-03T20:37:26.536496] [INFO ] [sig       ] [641/3516] Completed CHSCN in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:26.536534] [INFO ] [sig       ] [642/3516] Forecasting CHSCO...
[2025-12-03T20:37:26.536562] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-03T20:37:26.536609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-03T20:37:26.547666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-03T20:37:26.548017] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-03T20:37:26.548833] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-03T20:37:26.548884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:26.548914] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:26.548942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:26.548997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:26.607400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:26.608234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:26.608316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:26.608349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:26.725663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:26.725819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:26.725858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:26.725886] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:26.729451] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=83.61%)
[2025-12-03T20:37:26.729831] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-03T20:37:26.729981] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:26.873533] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CHSCO.txt
[2025-12-03T20:37:26.873713] [INFO ] [sig       ] [642/3516] Completed CHSCO in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:26.873752] [INFO ] [sig       ] [643/3516] Forecasting CHSCP...
[2025-12-03T20:37:26.873782] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-03T20:37:26.873810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-03T20:37:26.888251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-03T20:37:26.888763] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-03T20:37:26.889863] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-03T20:37:26.889929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:26.889978] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:26.890021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:26.890104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:26.964391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:26.965309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:26.965397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:26.965474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:27.069209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:27.069359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:27.069397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:27.069423] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:27.072795] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-03T20:37:27.073062] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-03T20:37:27.073187] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:27.209940] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHSCP.txt
[2025-12-03T20:37:27.210071] [INFO ] [sig       ] [643/3516] Completed CHSCP in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:27.210110] [INFO ] [sig       ] [644/3516] Forecasting CHWY...
[2025-12-03T20:37:27.210141] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-03T20:37:27.210171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-03T20:37:27.221357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-03T20:37:27.221687] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-03T20:37:27.222449] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-03T20:37:27.222498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:27.222528] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:27.222552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:27.222631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:27.277622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:27.278240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:27.278315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:27.278347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:27.400222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:27.400393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:27.400431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:27.400457] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:27.403808] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-03T20:37:27.404102] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-03T20:37:27.404239] [INFO ] [sig       ] CHWY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:27.548036] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CHWY.txt
[2025-12-03T20:37:27.548201] [INFO ] [sig       ] [644/3516] Completed CHWY in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:27.548242] [INFO ] [sig       ] [645/3516] Forecasting CHY...
[2025-12-03T20:37:27.548270] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-03T20:37:27.548300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-03T20:37:27.560102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-03T20:37:27.560485] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-03T20:37:27.561300] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-03T20:37:27.561351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:27.561382] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:27.561407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:27.561477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:27.618238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:27.619119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:27.619206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:27.619238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:27.735655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:27.735812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:27.735849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:27.735878] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:27.739223] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=43.88%)
[2025-12-03T20:37:27.739519] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-03T20:37:27.739670] [INFO ] [sig       ] CHY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:27.881673] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CHY.txt
[2025-12-03T20:37:27.881827] [INFO ] [sig       ] [645/3516] Completed CHY in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:27.881866] [INFO ] [sig       ] [646/3516] Forecasting CI...
[2025-12-03T20:37:27.881896] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-03T20:37:27.881925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-03T20:37:27.893459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-03T20:37:27.893879] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-03T20:37:27.894741] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-03T20:37:27.894795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:27.894827] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:27.894853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:27.894911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:27.954025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:27.955103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:27.955207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:27.955252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:28.077760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:28.077910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:28.077949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:28.077995] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:28.081437] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-03T20:37:28.081747] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-03T20:37:28.081886] [INFO ] [sig       ] CI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:28.229134] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CI.txt
[2025-12-03T20:37:28.229287] [INFO ] [sig       ] [646/3516] Completed CI in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:28.229326] [INFO ] [sig       ] [647/3516] Forecasting CIA...
[2025-12-03T20:37:28.229354] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-03T20:37:28.229384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-03T20:37:28.240839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-03T20:37:28.241354] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-03T20:37:28.242123] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-03T20:37:28.242183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:28.242215] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:28.242240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:28.242294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:28.299904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:28.300742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:28.300838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:28.300880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:28.423182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:28.423332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:28.423371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:28.423399] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:28.426868] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-12-03T20:37:28.427157] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-03T20:37:28.427287] [INFO ] [sig       ] CIA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:28.571388] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CIA.txt
[2025-12-03T20:37:28.571509] [INFO ] [sig       ] [647/3516] Completed CIA in 0.3s | 2.96 sym/s | Total: 3.6m | ETA: 16.2m
[2025-12-03T20:37:28.571546] [INFO ] [sig       ] [648/3516] Forecasting CIB...
[2025-12-03T20:37:28.571591] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-03T20:37:28.571622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-03T20:37:28.582885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-03T20:37:28.583172] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-03T20:37:28.584009] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-03T20:37:28.584060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:28.584092] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:28.584118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:28.584175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:28.642484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:28.643219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:28.643296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:28.643329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:28.770367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:28.770500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:28.770537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:28.770564] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:28.773813] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-03T20:37:28.774077] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-03T20:37:28.774198] [INFO ] [sig       ] CIB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:28.922307] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CIB.txt
[2025-12-03T20:37:28.922452] [INFO ] [sig       ] [648/3516] Completed CIB in 0.4s | 2.96 sym/s | Total: 3.7m | ETA: 16.2m
[2025-12-03T20:37:28.922493] [INFO ] [sig       ] [649/3516] Forecasting CIEN...
[2025-12-03T20:37:28.922523] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-03T20:37:28.922554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-03T20:37:28.933613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-03T20:37:28.933928] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-03T20:37:28.934723] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-03T20:37:28.934800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:28.934833] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:28.934859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:28.934916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:28.993292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:28.993975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:28.994053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:28.994085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:29.118801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:29.118963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:29.119016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:29.119047] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:29.122477] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-03T20:37:29.122770] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-03T20:37:29.122899] [INFO ] [sig       ] CIEN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:29.266304] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CIEN.txt
[2025-12-03T20:37:29.266519] [INFO ] [sig       ] [649/3516] Completed CIEN in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.2m
[2025-12-03T20:37:29.266590] [INFO ] [sig       ] [650/3516] Forecasting CIF...
[2025-12-03T20:37:29.266633] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-03T20:37:29.266671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-03T20:37:29.281288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-03T20:37:29.281653] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-03T20:37:29.282622] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-03T20:37:29.282681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:29.282720] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:29.282753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:29.282835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:29.349990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:29.350734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:29.350812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:29.350843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:29.457065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:29.457214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:29.457250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:29.457279] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:29.461669] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-12-03T20:37:29.462014] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-03T20:37:29.462174] [INFO ] [sig       ] CIF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:29.602231] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CIF.txt
[2025-12-03T20:37:29.602370] [INFO ] [sig       ] [650/3516] Completed CIF in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.2m
[2025-12-03T20:37:29.602409] [INFO ] [sig       ] [651/3516] Forecasting CIG...
[2025-12-03T20:37:29.602439] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-03T20:37:29.602474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-03T20:37:29.614066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-03T20:37:29.614395] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-03T20:37:29.615247] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-03T20:37:29.615297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:29.615329] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:29.615356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:29.615411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:29.674797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:29.675847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:29.675968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:29.676014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:29.799358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:29.799506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:29.799544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:29.799590] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:29.802937] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-12-03T20:37:29.803211] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-03T20:37:29.803340] [INFO ] [sig       ] CIG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:29.942117] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CIG.txt
[2025-12-03T20:37:29.942253] [INFO ] [sig       ] [651/3516] Completed CIG in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.2m
[2025-12-03T20:37:29.942290] [INFO ] [sig       ] [652/3516] Forecasting CIGI...
[2025-12-03T20:37:29.942320] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-03T20:37:29.942349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-03T20:37:29.953537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-03T20:37:29.953854] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-03T20:37:29.954685] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-03T20:37:29.954736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:29.954766] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:29.954792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:29.954847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:30.011455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:30.012125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:30.012202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:30.012234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:30.129446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:30.129622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:30.129695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:30.129724] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:30.134119] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-03T20:37:30.134418] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-03T20:37:30.134553] [INFO ] [sig       ] CIGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:30.276789] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CIGI.txt
[2025-12-03T20:37:30.276934] [INFO ] [sig       ] [652/3516] Completed CIGI in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:30.276971] [INFO ] [sig       ] [653/3516] Forecasting CII...
[2025-12-03T20:37:30.277001] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-03T20:37:30.277029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-03T20:37:30.292305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-03T20:37:30.292626] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-03T20:37:30.293378] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-03T20:37:30.293426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:30.293457] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:30.293482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:30.293537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:30.348276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:30.349002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:30.349077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:30.349108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:30.469390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:30.469532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:30.469585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:30.469614] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:30.472913] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=86.53%)
[2025-12-03T20:37:30.473178] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-03T20:37:30.473304] [INFO ] [sig       ] CII: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:30.652618] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CII.txt
[2025-12-03T20:37:30.652768] [INFO ] [sig       ] [653/3516] Completed CII in 0.4s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:30.652805] [INFO ] [sig       ] [654/3516] Forecasting CIM...
[2025-12-03T20:37:30.652837] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-03T20:37:30.652867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-03T20:37:30.664232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-03T20:37:30.664538] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-03T20:37:30.665321] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-03T20:37:30.665371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:30.665400] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:30.665426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:30.665481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:30.720645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:30.721363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:30.721441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:30.721473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:30.843062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:30.843220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:30.843276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:30.843305] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:30.846617] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=23.27%)
[2025-12-03T20:37:30.846883] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-03T20:37:30.847008] [INFO ] [sig       ] CIM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:30.983800] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CIM.txt
[2025-12-03T20:37:30.983932] [INFO ] [sig       ] [654/3516] Completed CIM in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:30.983970] [INFO ] [sig       ] [655/3516] Forecasting CING...
[2025-12-03T20:37:30.983999] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-03T20:37:30.984027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-03T20:37:30.994922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-03T20:37:30.995192] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-03T20:37:30.995996] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-03T20:37:30.996046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:30.996077] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:30.996103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:30.996157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:31.052365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:31.053017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:31.053093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:31.053126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:31.169293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:31.169413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:31.169450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:31.169477] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:31.172861] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=30.98%)
[2025-12-03T20:37:31.173126] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-03T20:37:31.173251] [INFO ] [sig       ] CING: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:31.311248] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CING.txt
[2025-12-03T20:37:31.311390] [INFO ] [sig       ] [655/3516] Completed CING in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:31.311428] [INFO ] [sig       ] [656/3516] Forecasting CIO...
[2025-12-03T20:37:31.311456] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-03T20:37:31.311512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-03T20:37:31.322827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-03T20:37:31.323130] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-03T20:37:31.323913] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-03T20:37:31.323963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:31.323994] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:31.324020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:31.324075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:31.380596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:31.381238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:31.381316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:31.381346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:31.499321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:31.499451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:31.499486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:31.499512] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:31.502818] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=42.40%)
[2025-12-03T20:37:31.503087] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-03T20:37:31.503210] [INFO ] [sig       ] CIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:31.646376] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CIO.txt
[2025-12-03T20:37:31.646515] [INFO ] [sig       ] [656/3516] Completed CIO in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:31.646552] [INFO ] [sig       ] [657/3516] Forecasting CION...
[2025-12-03T20:37:31.646597] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-03T20:37:31.646628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-03T20:37:31.658127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-03T20:37:31.658457] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-03T20:37:31.659276] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-03T20:37:31.659326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:31.659356] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:31.659381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:31.659436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:31.717270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:31.717940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:31.718033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:31.718070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:31.845672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:31.845791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:31.845828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:31.845856] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:31.849155] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2025-12-03T20:37:31.849421] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-03T20:37:31.849545] [INFO ] [sig       ] CION: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:31.995666] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CION.txt
[2025-12-03T20:37:31.995790] [INFO ] [sig       ] [657/3516] Completed CION in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:31.995826] [INFO ] [sig       ] [658/3516] Forecasting CISS...
[2025-12-03T20:37:31.995855] [INFO ] [sig       ] Generating forecast for: CISS
[2025-12-03T20:37:31.995883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-12-03T20:37:32.006829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-12-03T20:37:32.007094] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-12-03T20:37:32.007903] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-12-03T20:37:32.007953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:32.008017] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:32.008046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:32.008101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:32.065299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:32.066023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:32.066103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:32.066135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:32.183017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:32.183157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:32.183193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:32.183221] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:32.186563] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=47.37%)
[2025-12-03T20:37:32.186856] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-12-03T20:37:32.186981] [INFO ] [sig       ] CISS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:32.325231] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CISS.txt
[2025-12-03T20:37:32.325363] [INFO ] [sig       ] [658/3516] Completed CISS in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:32.325398] [INFO ] [sig       ] [659/3516] Forecasting CIVB...
[2025-12-03T20:37:32.325426] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-03T20:37:32.325455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-03T20:37:32.337015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-03T20:37:32.337307] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-03T20:37:32.338114] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-03T20:37:32.338165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:32.338197] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:32.338222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:32.338277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:32.398629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:32.399342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:32.399419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:32.399451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:32.519687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:32.519808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:32.519845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:32.519876] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:32.523343] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=12.21%)
[2025-12-03T20:37:32.523643] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-03T20:37:32.523778] [INFO ] [sig       ] CIVB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:32.661886] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CIVB.txt
[2025-12-03T20:37:32.662010] [INFO ] [sig       ] [659/3516] Completed CIVB in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:32.662047] [INFO ] [sig       ] [660/3516] Forecasting CIVI...
[2025-12-03T20:37:32.662075] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-03T20:37:32.662103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-03T20:37:32.673521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-03T20:37:32.673841] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-03T20:37:32.674652] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-03T20:37:32.674702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:32.674733] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:32.674758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:32.674813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:32.731094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:32.731746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:32.731821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:32.731860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:32.848252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:32.848390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:32.848427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:32.848454] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:32.851785] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-03T20:37:32.852093] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-03T20:37:32.852215] [INFO ] [sig       ] CIVI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:32.990611] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CIVI.txt
[2025-12-03T20:37:32.990765] [INFO ] [sig       ] [660/3516] Completed CIVI in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:32.990803] [INFO ] [sig       ] [661/3516] Forecasting CLB...
[2025-12-03T20:37:32.990835] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-03T20:37:32.990867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-03T20:37:33.001892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-03T20:37:33.002156] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-03T20:37:33.002925] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-03T20:37:33.002975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:33.003005] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:33.003031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:33.003085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:33.061201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:33.061981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:33.062060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:33.062094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:33.177183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:33.177329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:33.177366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:33.177393] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:33.180682] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2025-12-03T20:37:33.180949] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-03T20:37:33.181074] [INFO ] [sig       ] CLB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:33.321890] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CLB.txt
[2025-12-03T20:37:33.322023] [INFO ] [sig       ] [661/3516] Completed CLB in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:33.322061] [INFO ] [sig       ] [662/3516] Forecasting CLBK...
[2025-12-03T20:37:33.322095] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-03T20:37:33.322123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-03T20:37:33.333740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-03T20:37:33.334058] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-03T20:37:33.334839] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-03T20:37:33.334889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:33.334920] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:33.334946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:33.335001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:33.389436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:33.390124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:33.390209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:33.390241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:33.506191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:33.506332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:33.506369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:33.506395] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:33.509755] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2025-12-03T20:37:33.510061] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-03T20:37:33.510213] [INFO ] [sig       ] CLBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:33.647801] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CLBK.txt
[2025-12-03T20:37:33.647968] [INFO ] [sig       ] [662/3516] Completed CLBK in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:33.648035] [INFO ] [sig       ] [663/3516] Forecasting CLCO...
[2025-12-03T20:37:33.648064] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-03T20:37:33.648092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-03T20:37:33.659062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-03T20:37:33.659386] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-03T20:37:33.660193] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-03T20:37:33.660243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:33.660273] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:33.660299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:33.660353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:33.715904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:33.716622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:33.716700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:33.716731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:33.837235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:33.837377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:33.837413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:33.837441] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:33.840813] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-03T20:37:33.841082] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-03T20:37:33.841205] [INFO ] [sig       ] CLCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:33.977688] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CLCO.txt
[2025-12-03T20:37:33.977823] [INFO ] [sig       ] [663/3516] Completed CLCO in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:33.977862] [INFO ] [sig       ] [664/3516] Forecasting CLDX...
[2025-12-03T20:37:33.977891] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-03T20:37:33.977919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-03T20:37:33.989250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-03T20:37:33.989563] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-03T20:37:33.990337] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-03T20:37:33.990386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:33.990416] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:33.990440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:33.990493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:34.045565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:34.046280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:34.046358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:34.046389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:34.168393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:34.168543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:34.168595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:34.168624] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:34.171958] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-03T20:37:34.172233] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-03T20:37:34.172356] [INFO ] [sig       ] CLDX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:34.311996] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CLDX.txt
[2025-12-03T20:37:34.312135] [INFO ] [sig       ] [664/3516] Completed CLDX in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:34.312173] [INFO ] [sig       ] [665/3516] Forecasting CLF...
[2025-12-03T20:37:34.312202] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-03T20:37:34.312231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-03T20:37:34.323638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-03T20:37:34.323924] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-03T20:37:34.324707] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-03T20:37:34.324757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:34.324788] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:34.324815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:34.324868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:34.382743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:34.383496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:34.383618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:34.383687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:34.508289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:34.508427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:34.508465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:34.508508] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:34.511878] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-03T20:37:34.512160] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-03T20:37:34.512291] [INFO ] [sig       ] CLF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:34.651852] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CLF.txt
[2025-12-03T20:37:34.651987] [INFO ] [sig       ] [665/3516] Completed CLF in 0.3s | 2.96 sym/s | Total: 3.7m | ETA: 16.1m
[2025-12-03T20:37:34.652025] [INFO ] [sig       ] [666/3516] Forecasting CLFD...
[2025-12-03T20:37:34.652054] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-03T20:37:34.652083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-03T20:37:34.663018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-03T20:37:34.663335] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-03T20:37:34.664409] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-03T20:37:34.664472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:34.664517] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:34.664557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:34.664668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:34.722342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:34.723181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:34.723263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:34.723296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:34.846410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:34.846538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:34.846589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:34.846619] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:34.849964] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-03T20:37:34.850242] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-03T20:37:34.850367] [INFO ] [sig       ] CLFD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:34.996638] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CLFD.txt
[2025-12-03T20:37:34.996771] [INFO ] [sig       ] [666/3516] Completed CLFD in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.1m
[2025-12-03T20:37:34.996809] [INFO ] [sig       ] [667/3516] Forecasting CLH...
[2025-12-03T20:37:34.996838] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-03T20:37:34.996867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-03T20:37:35.007969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-03T20:37:35.008301] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-03T20:37:35.009138] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-03T20:37:35.009190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:35.009222] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:35.009250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:35.009306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:35.069861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:35.070735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:35.070830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:35.070882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:35.192266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:35.192408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:35.192448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:35.192476] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:35.195924] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=62.49%)
[2025-12-03T20:37:35.196201] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-03T20:37:35.196331] [INFO ] [sig       ] CLH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:35.339920] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CLH.txt
[2025-12-03T20:37:35.340052] [INFO ] [sig       ] [667/3516] Completed CLH in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.1m
[2025-12-03T20:37:35.340090] [INFO ] [sig       ] [668/3516] Forecasting CLLS...
[2025-12-03T20:37:35.340118] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-03T20:37:35.340146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-03T20:37:35.351141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-03T20:37:35.351470] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-03T20:37:35.352246] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-03T20:37:35.352296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:35.352326] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:35.352351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:35.352406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:35.407927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:35.408643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:35.408718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:35.408750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:35.532714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:35.532846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:35.532883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:35.532910] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:35.536373] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-12-03T20:37:35.536654] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-03T20:37:35.536777] [INFO ] [sig       ] CLLS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:35.675665] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CLLS.txt
[2025-12-03T20:37:35.675792] [INFO ] [sig       ] [668/3516] Completed CLLS in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.1m
[2025-12-03T20:37:35.675829] [INFO ] [sig       ] [669/3516] Forecasting CLMB...
[2025-12-03T20:37:35.675857] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-03T20:37:35.675889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-03T20:37:35.687396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-03T20:37:35.687689] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-03T20:37:35.688475] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-03T20:37:35.688524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:35.688553] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:35.688611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:35.688669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:35.745751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:35.746392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:35.746469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:35.746501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:35.865900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:35.866059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:35.866098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:35.866126] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:35.869549] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=76.75%)
[2025-12-03T20:37:35.869835] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-03T20:37:35.869960] [INFO ] [sig       ] CLMB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:36.009629] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CLMB.txt
[2025-12-03T20:37:36.009752] [INFO ] [sig       ] [669/3516] Completed CLMB in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:36.009789] [INFO ] [sig       ] [670/3516] Forecasting CLOA...
[2025-12-03T20:37:36.009817] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-03T20:37:36.009845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-03T20:37:36.021301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-03T20:37:36.021632] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-03T20:37:36.022406] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-03T20:37:36.022457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:36.022489] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:36.022516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:36.022597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:36.081791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:36.082492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:36.082596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:36.082631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:36.179947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:36.180076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:36.180111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:36.180138] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:36.183306] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-03T20:37:36.183588] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-03T20:37:36.183708] [INFO ] [sig       ] CLOA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:36.326986] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CLOA.txt
[2025-12-03T20:37:36.327116] [INFO ] [sig       ] [670/3516] Completed CLOA in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:36.327162] [INFO ] [sig       ] [671/3516] Forecasting CLRB...
[2025-12-03T20:37:36.327193] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-03T20:37:36.327222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-03T20:37:36.337778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-03T20:37:36.338121] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-03T20:37:36.338915] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-03T20:37:36.338965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:36.338996] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:36.339022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:36.339076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:36.395094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:36.396055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:36.396156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:36.396190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:36.511507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:36.511625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:36.511660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:36.511685] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:36.514740] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-03T20:37:36.515009] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-03T20:37:36.515132] [INFO ] [sig       ] CLRB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:36.649990] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CLRB.txt
[2025-12-03T20:37:36.650099] [INFO ] [sig       ] [671/3516] Completed CLRB in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:36.650136] [INFO ] [sig       ] [672/3516] Forecasting CLRO...
[2025-12-03T20:37:36.650162] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-03T20:37:36.650191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-03T20:37:36.660979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-03T20:37:36.661284] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-03T20:37:36.662057] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-03T20:37:36.662106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:36.662136] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:36.662161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:36.662215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:36.716865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:36.717445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:36.717522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:36.717552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:36.828245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:36.828378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:36.828414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:36.828440] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:36.831665] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=30.35%)
[2025-12-03T20:37:36.831930] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-03T20:37:36.832055] [INFO ] [sig       ] CLRO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:36.967012] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CLRO.txt
[2025-12-03T20:37:36.967118] [INFO ] [sig       ] [672/3516] Completed CLRO in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:36.967179] [INFO ] [sig       ] [673/3516] Forecasting CLS...
[2025-12-03T20:37:36.967209] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-03T20:37:36.967243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-03T20:37:36.979252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-03T20:37:36.979615] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-03T20:37:36.980439] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-03T20:37:36.980489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:36.980521] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:36.980546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:36.980615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:37.035344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:37.035986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:37.036066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:37.036096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:37.157626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:37.157768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:37.157805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:37.157832] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:37.161186] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=89.56%)
[2025-12-03T20:37:37.161457] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-03T20:37:37.161598] [INFO ] [sig       ] CLS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:37.297562] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CLS.txt
[2025-12-03T20:37:37.297706] [INFO ] [sig       ] [673/3516] Completed CLS in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:37.297743] [INFO ] [sig       ] [674/3516] Forecasting CLX...
[2025-12-03T20:37:37.297771] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-03T20:37:37.297799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-03T20:37:37.309858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-03T20:37:37.310149] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-03T20:37:37.310924] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-03T20:37:37.310978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:37.311009] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:37.311033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:37.311089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:37.367918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:37.368650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:37.368730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:37.368762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:37.490790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:37.490915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:37.490952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:37.490982] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:37.494263] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-03T20:37:37.494525] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-03T20:37:37.494679] [INFO ] [sig       ] CLX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:37.631039] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CLX.txt
[2025-12-03T20:37:37.631168] [INFO ] [sig       ] [674/3516] Completed CLX in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:37.631217] [INFO ] [sig       ] [675/3516] Forecasting CM...
[2025-12-03T20:37:37.631257] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-03T20:37:37.631293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-03T20:37:37.642299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-03T20:37:37.642621] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-03T20:37:37.643390] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-03T20:37:37.643440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:37.643471] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:37.643497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:37.643551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:37.699719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:37.700388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:37.700468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:37.700500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:37.820416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:37.820544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:37.820598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:37.820627] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:37.823908] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-03T20:37:37.824171] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-03T20:37:37.824293] [INFO ] [sig       ] CM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:37.967858] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CM.txt
[2025-12-03T20:37:37.968022] [INFO ] [sig       ] [675/3516] Completed CM in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:37.968070] [INFO ] [sig       ] [676/3516] Forecasting CMA...
[2025-12-03T20:37:37.968098] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-03T20:37:37.968127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-03T20:37:37.978803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-03T20:37:37.979116] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-03T20:37:37.979891] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-03T20:37:37.979940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:37.979973] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:37.979999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:37.980080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:38.035298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:38.035917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:38.035996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:38.036027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:38.155074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:38.155197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:38.155234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:38.155262] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:38.158546] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=39.18%)
[2025-12-03T20:37:38.158830] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-03T20:37:38.158958] [INFO ] [sig       ] CMA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:38.299635] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CMA.txt
[2025-12-03T20:37:38.299766] [INFO ] [sig       ] [676/3516] Completed CMA in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:38.299804] [INFO ] [sig       ] [677/3516] Forecasting CMC...
[2025-12-03T20:37:38.299832] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-03T20:37:38.299862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-03T20:37:38.310805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-03T20:37:38.311082] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-03T20:37:38.311865] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-03T20:37:38.311914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:38.311944] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:38.311972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:38.312027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:38.368040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:38.368744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:38.368822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:38.368853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:38.489507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:38.489665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:38.489704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:38.489733] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:38.493058] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-03T20:37:38.493332] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-03T20:37:38.493458] [INFO ] [sig       ] CMC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:38.632474] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMC.txt
[2025-12-03T20:37:38.632618] [INFO ] [sig       ] [677/3516] Completed CMC in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:38.632657] [INFO ] [sig       ] [678/3516] Forecasting CMCM...
[2025-12-03T20:37:38.632685] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-03T20:37:38.632716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-03T20:37:38.643244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-03T20:37:38.643588] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-03T20:37:38.644419] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-03T20:37:38.644471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:38.644502] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:38.644528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:38.644602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:38.702567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:38.703267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:38.703352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:38.703416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:38.814798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:38.814970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:38.815008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:38.815037] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:38.818406] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=83.97%)
[2025-12-03T20:37:38.818702] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-03T20:37:38.818836] [INFO ] [sig       ] CMCM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:38.955817] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMCM.txt
[2025-12-03T20:37:38.955948] [INFO ] [sig       ] [678/3516] Completed CMCM in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:38.955986] [INFO ] [sig       ] [679/3516] Forecasting CMCO...
[2025-12-03T20:37:38.956014] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-03T20:37:38.956043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-03T20:37:38.966986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-03T20:37:38.967274] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-03T20:37:38.968071] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-03T20:37:38.968122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:38.968154] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:38.968179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:38.968235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:39.025813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:39.026533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:39.026630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:39.026665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:39.146169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:39.146319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:39.146359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:39.146386] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:39.149863] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=60.61%)
[2025-12-03T20:37:39.150172] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-03T20:37:39.150303] [INFO ] [sig       ] CMCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:39.287554] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMCO.txt
[2025-12-03T20:37:39.287700] [INFO ] [sig       ] [679/3516] Completed CMCO in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:39.287738] [INFO ] [sig       ] [680/3516] Forecasting CMCSA...
[2025-12-03T20:37:39.287766] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-03T20:37:39.287796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-03T20:37:39.298925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-03T20:37:39.299218] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-03T20:37:39.300001] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-03T20:37:39.300051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:39.300081] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:39.300106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:39.300161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:39.356292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:39.356948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:39.357024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:39.357057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:39.477872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:39.478044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:39.478103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:39.478134] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:39.481676] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-03T20:37:39.481979] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-03T20:37:39.482123] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:39.623553] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CMCSA.txt
[2025-12-03T20:37:39.623698] [INFO ] [sig       ] [680/3516] Completed CMCSA in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:39.623734] [INFO ] [sig       ] [681/3516] Forecasting CME...
[2025-12-03T20:37:39.623767] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-03T20:37:39.623803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-03T20:37:39.634775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-03T20:37:39.635073] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-03T20:37:39.635869] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-03T20:37:39.635919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:39.635950] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:39.635975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:39.636029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:39.692224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:39.692975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:39.693068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:39.693102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:39.811329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:39.811460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:39.811496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:39.811523] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:39.814809] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2025-12-03T20:37:39.815073] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-03T20:37:39.815195] [INFO ] [sig       ] CME: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:39.952867] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CME.txt
[2025-12-03T20:37:39.953000] [INFO ] [sig       ] [681/3516] Completed CME in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:39.953037] [INFO ] [sig       ] [682/3516] Forecasting CMG...
[2025-12-03T20:37:39.953065] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-03T20:37:39.953094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-03T20:37:39.963913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-03T20:37:39.964214] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-03T20:37:39.964975] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-03T20:37:39.965024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:39.965066] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:39.965092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:39.965147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:40.021984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:40.022844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:40.022928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:40.022959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:40.145907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:40.146060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:40.146098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:40.146125] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:40.149637] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-03T20:37:40.149907] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-03T20:37:40.150040] [INFO ] [sig       ] CMG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:40.287686] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMG.txt
[2025-12-03T20:37:40.287832] [INFO ] [sig       ] [682/3516] Completed CMG in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:40.287870] [INFO ] [sig       ] [683/3516] Forecasting CMI...
[2025-12-03T20:37:40.287898] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-03T20:37:40.287929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-03T20:37:40.299140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-03T20:37:40.299479] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-03T20:37:40.300310] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-03T20:37:40.300362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:40.300396] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:40.300425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:40.300481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:40.359179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:40.359909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:40.359993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:40.360035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:40.482615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:40.482763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:40.482803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:40.482832] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:40.486316] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=44.44%)
[2025-12-03T20:37:40.486615] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-03T20:37:40.486745] [INFO ] [sig       ] CMI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:40.625229] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CMI.txt
[2025-12-03T20:37:40.625367] [INFO ] [sig       ] [683/3516] Completed CMI in 0.3s | 2.96 sym/s | Total: 3.8m | ETA: 16.0m
[2025-12-03T20:37:40.625404] [INFO ] [sig       ] [684/3516] Forecasting CMMB...
[2025-12-03T20:37:40.625434] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-03T20:37:40.625462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-03T20:37:40.636712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-03T20:37:40.637008] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-03T20:37:40.637798] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-03T20:37:40.637849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:40.637880] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:40.637905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:40.637960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:40.696208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:40.696984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:40.697076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:40.697115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:40.812390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:40.812533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:40.812585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:40.812617] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:40.816020] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=76.00%)
[2025-12-03T20:37:40.816318] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-03T20:37:40.816449] [INFO ] [sig       ] CMMB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:40.955761] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMMB.txt
[2025-12-03T20:37:40.955904] [INFO ] [sig       ] [684/3516] Completed CMMB in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 16.0m
[2025-12-03T20:37:40.955941] [INFO ] [sig       ] [685/3516] Forecasting CMP...
[2025-12-03T20:37:40.955970] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-03T20:37:40.955998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-03T20:37:40.966871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-03T20:37:40.967160] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-03T20:37:40.967940] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-03T20:37:40.968014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:40.968047] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:40.968072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:40.968126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:41.026429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:41.027250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:41.027329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:41.027360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:41.151332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:41.151497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:41.151541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:41.151586] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:41.155029] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=26.99%)
[2025-12-03T20:37:41.155300] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-03T20:37:41.155422] [INFO ] [sig       ] CMP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:41.293168] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CMP.txt
[2025-12-03T20:37:41.293291] [INFO ] [sig       ] [685/3516] Completed CMP in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:41.293344] [INFO ] [sig       ] [686/3516] Forecasting CMPO...
[2025-12-03T20:37:41.293379] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-03T20:37:41.293408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-03T20:37:41.304376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-03T20:37:41.304672] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-03T20:37:41.305420] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-03T20:37:41.305469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:41.305499] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:41.305524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:41.305597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:41.362920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:41.363652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:41.363729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:41.363760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:41.488702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:41.488850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:41.488889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:41.488917] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:41.492308] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2025-12-03T20:37:41.492600] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-03T20:37:41.492729] [INFO ] [sig       ] CMPO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:41.631591] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMPO.txt
[2025-12-03T20:37:41.631719] [INFO ] [sig       ] [686/3516] Completed CMPO in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:41.631756] [INFO ] [sig       ] [687/3516] Forecasting CMPS...
[2025-12-03T20:37:41.631783] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-03T20:37:41.631812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-03T20:37:41.644308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-03T20:37:41.644667] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-03T20:37:41.645452] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-03T20:37:41.645503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:41.645535] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:41.645562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:41.645648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:41.703927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:41.704701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:41.704781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:41.704814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:41.828424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:41.828562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:41.828616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:41.828644] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:41.831909] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-03T20:37:41.832172] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-03T20:37:41.832312] [INFO ] [sig       ] CMPS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:41.979218] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMPS.txt
[2025-12-03T20:37:41.979350] [INFO ] [sig       ] [687/3516] Completed CMPS in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:41.979390] [INFO ] [sig       ] [688/3516] Forecasting CMPX...
[2025-12-03T20:37:41.979419] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-03T20:37:41.979450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-03T20:37:41.990676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-03T20:37:41.990992] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-03T20:37:41.991811] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-03T20:37:41.991862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:41.991894] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:41.991921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:41.991976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:42.049623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:42.050337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:42.050416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:42.050448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:42.167427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:42.167602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:42.167664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:42.167692] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:42.171382] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2025-12-03T20:37:42.171691] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-03T20:37:42.171820] [INFO ] [sig       ] CMPX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:42.314602] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CMPX.txt
[2025-12-03T20:37:42.314728] [INFO ] [sig       ] [688/3516] Completed CMPX in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:42.314777] [INFO ] [sig       ] [689/3516] Forecasting CMRE...
[2025-12-03T20:37:42.314806] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-03T20:37:42.314835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-03T20:37:42.325954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-03T20:37:42.326227] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-03T20:37:42.326989] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-03T20:37:42.327038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:42.327069] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:42.327094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:42.327150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:42.384647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:42.385321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:42.385401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:42.385433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:42.506104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:42.506248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:42.506302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:42.506331] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:42.509776] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-03T20:37:42.510052] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-03T20:37:42.510223] [INFO ] [sig       ] CMRE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:42.650586] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMRE.txt
[2025-12-03T20:37:42.650721] [INFO ] [sig       ] [689/3516] Completed CMRE in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:42.650787] [INFO ] [sig       ] [690/3516] Forecasting CMS...
[2025-12-03T20:37:42.650817] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-03T20:37:42.650846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-03T20:37:42.661831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-03T20:37:42.662143] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-03T20:37:42.662918] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-03T20:37:42.662967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:42.662997] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:42.663022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:42.663079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:42.721120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:42.721796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:42.721873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:42.721905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:42.848968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:42.849121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:42.849166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:42.849199] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:42.852642] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=70.43%)
[2025-12-03T20:37:42.852920] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-03T20:37:42.853047] [INFO ] [sig       ] CMS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:42.994341] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMS.txt
[2025-12-03T20:37:42.994494] [INFO ] [sig       ] [690/3516] Completed CMS in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:42.994532] [INFO ] [sig       ] [691/3516] Forecasting CMSA...
[2025-12-03T20:37:42.994561] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-03T20:37:42.994607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-03T20:37:43.005321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-03T20:37:43.005645] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-03T20:37:43.006385] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-03T20:37:43.006434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:43.006464] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:43.006489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:43.006544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:43.063140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:43.063805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:43.063895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:43.063928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:43.177247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:43.177398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:43.177436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:43.177463] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:43.180824] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-03T20:37:43.181104] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-03T20:37:43.181230] [INFO ] [sig       ] CMSA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:43.317778] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CMSA.txt
[2025-12-03T20:37:43.317903] [INFO ] [sig       ] [691/3516] Completed CMSA in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:43.317940] [INFO ] [sig       ] [692/3516] Forecasting CMSC...
[2025-12-03T20:37:43.317969] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-03T20:37:43.318011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-03T20:37:43.328518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-03T20:37:43.328808] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-03T20:37:43.329545] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-03T20:37:43.329612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:43.329644] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:43.329670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:43.329725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:43.387529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:43.388282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:43.388360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:43.388392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:43.500124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:43.500266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:43.500303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:43.500331] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:43.503744] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-03T20:37:43.504010] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-03T20:37:43.504133] [INFO ] [sig       ] CMSC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:43.640069] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CMSC.txt
[2025-12-03T20:37:43.640203] [INFO ] [sig       ] [692/3516] Completed CMSC in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:43.640241] [INFO ] [sig       ] [693/3516] Forecasting CMSD...
[2025-12-03T20:37:43.640269] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-03T20:37:43.640297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-03T20:37:43.651469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-03T20:37:43.651823] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-03T20:37:43.652611] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-03T20:37:43.652661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:43.652705] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:43.652759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:43.652819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:43.710920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:43.711597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:43.711677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:43.711717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:43.829150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:43.829288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:43.829325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:43.829351] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:43.832659] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=16.03%)
[2025-12-03T20:37:43.832924] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-03T20:37:43.833051] [INFO ] [sig       ] CMSD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:43.971544] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CMSD.txt
[2025-12-03T20:37:43.971705] [INFO ] [sig       ] [693/3516] Completed CMSD in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:43.971743] [INFO ] [sig       ] [694/3516] Forecasting CMTG...
[2025-12-03T20:37:43.971772] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-03T20:37:43.971801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-03T20:37:43.982473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-03T20:37:43.982803] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-03T20:37:43.983552] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-03T20:37:43.983622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:43.983654] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:43.983679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:43.983734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:44.041249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:44.042054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:44.042134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:44.042167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:44.157706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:44.157850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:44.157887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:44.157914] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:44.161269] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=17.72%)
[2025-12-03T20:37:44.161535] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-03T20:37:44.161677] [INFO ] [sig       ] CMTG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:44.299118] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CMTG.txt
[2025-12-03T20:37:44.299252] [INFO ] [sig       ] [694/3516] Completed CMTG in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:44.299291] [INFO ] [sig       ] [695/3516] Forecasting CMTL...
[2025-12-03T20:37:44.299319] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-03T20:37:44.299347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-03T20:37:44.310418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-03T20:37:44.310747] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-03T20:37:44.311504] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-03T20:37:44.311556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:44.311607] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:44.311639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:44.311695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:44.367690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:44.368381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:44.368458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:44.368489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:44.490907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:44.491040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:44.491078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:44.491106] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:44.494520] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=30.89%)
[2025-12-03T20:37:44.494841] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-03T20:37:44.494975] [INFO ] [sig       ] CMTL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:44.634655] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CMTL.txt
[2025-12-03T20:37:44.634829] [INFO ] [sig       ] [695/3516] Completed CMTL in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:44.634869] [INFO ] [sig       ] [696/3516] Forecasting CNA...
[2025-12-03T20:37:44.634898] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-03T20:37:44.634928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-03T20:37:44.646919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-03T20:37:44.647350] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-03T20:37:44.648197] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-03T20:37:44.648248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:44.648280] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:44.648305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:44.648360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:44.705857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:44.706598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:44.706677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:44.706710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:44.826874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:44.827018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:44.827056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:44.827083] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:44.830665] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=19.98%)
[2025-12-03T20:37:44.830932] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-03T20:37:44.831057] [INFO ] [sig       ] CNA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:44.967903] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CNA.txt
[2025-12-03T20:37:44.968061] [INFO ] [sig       ] [696/3516] Completed CNA in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:44.968104] [INFO ] [sig       ] [697/3516] Forecasting CNC...
[2025-12-03T20:37:44.968141] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-03T20:37:44.968176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-03T20:37:44.980065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-03T20:37:44.980386] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-03T20:37:44.981174] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-03T20:37:44.981223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:44.981254] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:44.981279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:44.981333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:45.038372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:45.039252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:45.039334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:45.039366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:45.160611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:45.160765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:45.160803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:45.160830] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:45.164187] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=36.74%)
[2025-12-03T20:37:45.164459] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-03T20:37:45.164602] [INFO ] [sig       ] CNC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:45.303996] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CNC.txt
[2025-12-03T20:37:45.304151] [INFO ] [sig       ] [697/3516] Completed CNC in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:45.304190] [INFO ] [sig       ] [698/3516] Forecasting CNEY...
[2025-12-03T20:37:45.304221] [INFO ] [sig       ] Generating forecast for: CNEY
[2025-12-03T20:37:45.304252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNEY' from 'https://tdm.silogroup.org/data/derivative_storage/CNEY.csv'.
[2025-12-03T20:37:45.316091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNEY'.
[2025-12-03T20:37:45.316434] [INFO ] [FORECASTER] Starting predict_future for CNEY
[2025-12-03T20:37:45.317243] [DEBUG] [LOCAL     ] No optimal features file found for CNEY: ./output/feature-sets/CNEY.txt
[2025-12-03T20:37:45.317294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:45.317326] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:45.317352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:45.317409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:45.373049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:45.373720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:45.373797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:45.373828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:45.490922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:45.491075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:45.491113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:45.491144] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:45.494526] [DEBUG] [FORECASTER] CNEY: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-03T20:37:45.494810] [INFO ] [FORECASTER] Completed predict_future for CNEY
[2025-12-03T20:37:45.494938] [INFO ] [sig       ] CNEY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:45.632867] [INFO ] [LOCAL     ] Saved forecast: CNEY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CNEY.txt
[2025-12-03T20:37:45.633020] [INFO ] [sig       ] [698/3516] Completed CNEY in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:45.633059] [INFO ] [sig       ] [699/3516] Forecasting CNF...
[2025-12-03T20:37:45.633089] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-03T20:37:45.633118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-03T20:37:45.644348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-03T20:37:45.644680] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-03T20:37:45.645428] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-03T20:37:45.645477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:45.645507] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:45.645532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:45.645606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:45.702257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:45.703119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:45.703205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:45.703239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:45.808702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:45.808852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:45.808888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:45.808914] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:45.812186] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=92.61%)
[2025-12-03T20:37:45.812448] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-03T20:37:45.812567] [INFO ] [sig       ] CNF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:45.955937] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNF.txt
[2025-12-03T20:37:45.956127] [INFO ] [sig       ] [699/3516] Completed CNF in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:45.956172] [INFO ] [sig       ] [700/3516] Forecasting CNI...
[2025-12-03T20:37:45.956202] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-03T20:37:45.956235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-03T20:37:45.968188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-03T20:37:45.968605] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-03T20:37:45.969428] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-03T20:37:45.969479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:45.969510] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:45.969536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:45.969623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:46.029156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:46.030022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:46.030108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:46.030142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:46.155081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:46.155235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:46.155273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:46.155317] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:46.158708] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-03T20:37:46.158981] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-03T20:37:46.159113] [INFO ] [sig       ] CNI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:46.297086] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CNI.txt
[2025-12-03T20:37:46.297243] [INFO ] [sig       ] [700/3516] Completed CNI in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:46.297283] [INFO ] [sig       ] [701/3516] Forecasting CNK...
[2025-12-03T20:37:46.297310] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-03T20:37:46.297339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-03T20:37:46.309393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-03T20:37:46.309870] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-03T20:37:46.310743] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-03T20:37:46.310794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:46.310824] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:46.310849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:46.310903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:46.369986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:46.370860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:46.370944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:46.370976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:46.492914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:46.493065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:46.493102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:46.493130] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:46.496426] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=81.55%)
[2025-12-03T20:37:46.496725] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-03T20:37:46.496855] [INFO ] [sig       ] CNK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:46.636821] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNK.txt
[2025-12-03T20:37:46.636961] [INFO ] [sig       ] [701/3516] Completed CNK in 0.3s | 2.96 sym/s | Total: 3.9m | ETA: 15.9m
[2025-12-03T20:37:46.636998] [INFO ] [sig       ] [702/3516] Forecasting CNM...
[2025-12-03T20:37:46.637027] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-03T20:37:46.637057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-03T20:37:46.648278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-03T20:37:46.648622] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-03T20:37:46.649421] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-03T20:37:46.649471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:46.649502] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:46.649528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:46.649601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:46.707321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:46.708088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:46.708168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:46.708200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:46.833330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:46.833475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:46.833512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:46.833539] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:46.836798] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-03T20:37:46.837065] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-03T20:37:46.837188] [INFO ] [sig       ] CNM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:46.979293] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNM.txt
[2025-12-03T20:37:46.979437] [INFO ] [sig       ] [702/3516] Completed CNM in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.9m
[2025-12-03T20:37:46.979476] [INFO ] [sig       ] [703/3516] Forecasting CNMD...
[2025-12-03T20:37:46.979506] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-03T20:37:46.979537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-03T20:37:46.990405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-03T20:37:46.990727] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-03T20:37:46.991536] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-03T20:37:46.991607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:46.991641] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:46.991668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:46.991725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:47.048693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:47.049650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:47.049764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:47.049797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:47.172494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:47.172662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:47.172702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:47.172730] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:47.176087] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=82.22%)
[2025-12-03T20:37:47.176364] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-03T20:37:47.176489] [INFO ] [sig       ] CNMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:47.315487] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNMD.txt
[2025-12-03T20:37:47.315664] [INFO ] [sig       ] [703/3516] Completed CNMD in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:47.315707] [INFO ] [sig       ] [704/3516] Forecasting CNNE...
[2025-12-03T20:37:47.315736] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-03T20:37:47.315765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-03T20:37:47.328192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-03T20:37:47.328606] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-03T20:37:47.329417] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-03T20:37:47.329467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:47.329498] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:47.329524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:47.329596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:47.386291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:47.387152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:47.387234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:47.387266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:47.510453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:47.510624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:47.510663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:47.510690] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:47.514012] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-03T20:37:47.514284] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-03T20:37:47.514408] [INFO ] [sig       ] CNNE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:47.655158] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNNE.txt
[2025-12-03T20:37:47.655314] [INFO ] [sig       ] [704/3516] Completed CNNE in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:47.655353] [INFO ] [sig       ] [705/3516] Forecasting CNO...
[2025-12-03T20:37:47.655380] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-03T20:37:47.655408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-03T20:37:47.666357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-03T20:37:47.666670] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-03T20:37:47.667412] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-03T20:37:47.667460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:47.667491] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:47.667516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:47.667591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:47.723700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:47.724332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:47.724409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:47.724442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:47.846639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:47.846775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:47.846817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:47.846844] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:47.850139] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=72.96%)
[2025-12-03T20:37:47.850412] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-03T20:37:47.850538] [INFO ] [sig       ] CNO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:47.986332] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNO.txt
[2025-12-03T20:37:47.986458] [INFO ] [sig       ] [705/3516] Completed CNO in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:47.986494] [INFO ] [sig       ] [706/3516] Forecasting CNOB...
[2025-12-03T20:37:47.986522] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-03T20:37:47.986550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-03T20:37:47.997541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-03T20:37:47.997847] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-03T20:37:47.998636] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-03T20:37:47.998703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:47.998734] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:47.998760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:47.998814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:48.053963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:48.054631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:48.054708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:48.054738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:48.174306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:48.174465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:48.174508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:48.174537] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:48.177955] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-03T20:37:48.178262] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-03T20:37:48.178386] [INFO ] [sig       ] CNOB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:48.317059] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNOB.txt
[2025-12-03T20:37:48.317214] [INFO ] [sig       ] [706/3516] Completed CNOB in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:48.317257] [INFO ] [sig       ] [707/3516] Forecasting CNP...
[2025-12-03T20:37:48.317285] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-03T20:37:48.317314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-03T20:37:48.328447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-03T20:37:48.328758] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-03T20:37:48.329504] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-03T20:37:48.329553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:48.329603] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:48.329633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:48.329689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:48.385950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:48.386638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:48.386728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:48.386761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:48.507629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:48.507775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:48.507812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:48.507838] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:48.511126] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-12-03T20:37:48.511389] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-03T20:37:48.511520] [INFO ] [sig       ] CNP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:48.647021] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNP.txt
[2025-12-03T20:37:48.647145] [INFO ] [sig       ] [707/3516] Completed CNP in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:48.647183] [INFO ] [sig       ] [708/3516] Forecasting CNQ...
[2025-12-03T20:37:48.647211] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-03T20:37:48.647240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-03T20:37:48.658782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-03T20:37:48.659087] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-03T20:37:48.659852] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-03T20:37:48.659901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:48.659931] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:48.659957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:48.660011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:48.716876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:48.717560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:48.717657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:48.717689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:48.840087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:48.840222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:48.840260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:48.840286] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:48.843530] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-03T20:37:48.843811] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-03T20:37:48.843933] [INFO ] [sig       ] CNQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:48.983682] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CNQ.txt
[2025-12-03T20:37:48.983826] [INFO ] [sig       ] [708/3516] Completed CNQ in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:48.983866] [INFO ] [sig       ] [709/3516] Forecasting CNS...
[2025-12-03T20:37:48.983897] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-03T20:37:48.983927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-03T20:37:48.995036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-03T20:37:48.995318] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-03T20:37:48.996096] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-03T20:37:48.996146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:48.996179] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:48.996206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:48.996261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:49.051539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:49.052257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:49.052337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:49.052369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:49.168934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:49.169088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:49.169130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:49.169160] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:49.172599] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-03T20:37:49.172873] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-03T20:37:49.173001] [INFO ] [sig       ] CNS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:49.309316] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNS.txt
[2025-12-03T20:37:49.309445] [INFO ] [sig       ] [709/3516] Completed CNS in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:49.309492] [INFO ] [sig       ] [710/3516] Forecasting CNSP...
[2025-12-03T20:37:49.309522] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-03T20:37:49.309552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-03T20:37:49.322066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-03T20:37:49.322480] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-03T20:37:49.323296] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-03T20:37:49.323346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:49.323407] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:49.323434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:49.323488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:49.379158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:49.380072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:49.380155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:49.380185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:49.501939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:49.502095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:49.502133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:49.502161] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:49.505488] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2025-12-03T20:37:49.505791] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-03T20:37:49.505925] [INFO ] [sig       ] CNSP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:49.645385] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNSP.txt
[2025-12-03T20:37:49.645536] [INFO ] [sig       ] [710/3516] Completed CNSP in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:49.645595] [INFO ] [sig       ] [711/3516] Forecasting CNTA...
[2025-12-03T20:37:49.645626] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-03T20:37:49.645655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-03T20:37:49.657555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-03T20:37:49.657928] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-03T20:37:49.658729] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-03T20:37:49.658779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:49.658809] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:49.658835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:49.658889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:49.715726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:49.716540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:49.716641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:49.716674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:49.833121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:49.833275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:49.833315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:49.833341] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:49.836715] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=43.54%)
[2025-12-03T20:37:49.836987] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-03T20:37:49.837133] [INFO ] [sig       ] CNTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:49.992201] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CNTA.txt
[2025-12-03T20:37:49.992346] [INFO ] [sig       ] [711/3516] Completed CNTA in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:49.992386] [INFO ] [sig       ] [712/3516] Forecasting CNTY...
[2025-12-03T20:37:49.992415] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-03T20:37:49.992444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-03T20:37:50.003544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-03T20:37:50.003933] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-03T20:37:50.004708] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-03T20:37:50.004757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:50.004789] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:50.004815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:50.004870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:50.062938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:50.063787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:50.063871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:50.063904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:50.190415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:50.190569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:50.190628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:50.190655] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:50.194037] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=22.16%)
[2025-12-03T20:37:50.194326] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-03T20:37:50.194454] [INFO ] [sig       ] CNTY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:50.334415] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CNTY.txt
[2025-12-03T20:37:50.334589] [INFO ] [sig       ] [712/3516] Completed CNTY in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:50.334633] [INFO ] [sig       ] [713/3516] Forecasting CNVS...
[2025-12-03T20:37:50.334663] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-03T20:37:50.334692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-03T20:37:50.347586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-03T20:37:50.347947] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-03T20:37:50.348952] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-03T20:37:50.349002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:50.349032] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:50.349057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:50.349111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:50.415018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:50.416000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:50.416099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:50.416145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:50.535678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:50.535830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:50.535886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:50.535945] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:50.539320] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2025-12-03T20:37:50.539620] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-03T20:37:50.539751] [INFO ] [sig       ] CNVS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:50.686376] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNVS.txt
[2025-12-03T20:37:50.686641] [INFO ] [sig       ] [713/3516] Completed CNVS in 0.4s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:50.686697] [INFO ] [sig       ] [714/3516] Forecasting CNX...
[2025-12-03T20:37:50.686727] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-03T20:37:50.686757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-03T20:37:50.699853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-03T20:37:50.700321] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-03T20:37:50.701219] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-03T20:37:50.701270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:50.701303] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:50.701329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:50.701385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:50.758772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:50.759951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:50.760050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:50.760083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:50.885443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:50.885691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:50.885737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:50.885764] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:50.889541] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-12-03T20:37:50.889858] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-03T20:37:50.889997] [INFO ] [sig       ] CNX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:51.036336] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CNX.txt
[2025-12-03T20:37:51.036507] [INFO ] [sig       ] [714/3516] Completed CNX in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:51.036546] [INFO ] [sig       ] [715/3516] Forecasting CNXC...
[2025-12-03T20:37:51.036596] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-03T20:37:51.036627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-03T20:37:51.048558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-03T20:37:51.048891] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-03T20:37:51.049698] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-03T20:37:51.049749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:51.049780] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:51.049806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:51.049862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:51.107546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:51.108315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:51.108398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:51.108430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:51.239875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:51.240118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:51.240162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:51.240190] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:51.244106] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2025-12-03T20:37:51.244457] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-03T20:37:51.244627] [INFO ] [sig       ] CNXC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:51.388468] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNXC.txt
[2025-12-03T20:37:51.388661] [INFO ] [sig       ] [715/3516] Completed CNXC in 0.4s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:51.388705] [INFO ] [sig       ] [716/3516] Forecasting CNXN...
[2025-12-03T20:37:51.388733] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-03T20:37:51.388763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-03T20:37:51.399947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-03T20:37:51.400349] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-03T20:37:51.401161] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-03T20:37:51.401212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:51.401243] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:51.401268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:51.401323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:51.460898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:51.461811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:51.461891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:51.461922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:51.579877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:51.580033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:51.580070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:51.580100] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:51.583499] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=73.06%)
[2025-12-03T20:37:51.583795] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-03T20:37:51.583924] [INFO ] [sig       ] CNXN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:51.720015] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CNXN.txt
[2025-12-03T20:37:51.720140] [INFO ] [sig       ] [716/3516] Completed CNXN in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:51.720177] [INFO ] [sig       ] [717/3516] Forecasting COCO...
[2025-12-03T20:37:51.720205] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-03T20:37:51.720233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-03T20:37:51.731093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-03T20:37:51.731375] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-03T20:37:51.732146] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-03T20:37:51.732196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:51.732238] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:51.732265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:51.732324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:51.787262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:51.787882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:51.787957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:51.788013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:51.908793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:51.908909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:51.908945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:51.908973] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:51.912191] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=71.78%)
[2025-12-03T20:37:51.912460] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-03T20:37:51.912610] [INFO ] [sig       ] COCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:52.050154] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/COCO.txt
[2025-12-03T20:37:52.050262] [INFO ] [sig       ] [717/3516] Completed COCO in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:52.050302] [INFO ] [sig       ] [718/3516] Forecasting CODA...
[2025-12-03T20:37:52.050331] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-03T20:37:52.050359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-03T20:37:52.061074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-03T20:37:52.061342] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-03T20:37:52.062103] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-03T20:37:52.062152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:52.062182] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:52.062207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:52.062261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:52.117962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:52.118586] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:52.118663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:52.118696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:52.228741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:52.228866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:52.228902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:52.228931] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:52.232148] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-03T20:37:52.232419] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-03T20:37:52.232545] [INFO ] [sig       ] CODA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:52.373987] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CODA.txt
[2025-12-03T20:37:52.374099] [INFO ] [sig       ] [718/3516] Completed CODA in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:52.374136] [INFO ] [sig       ] [719/3516] Forecasting CODI...
[2025-12-03T20:37:52.374164] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-03T20:37:52.374192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-03T20:37:52.385277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-03T20:37:52.385564] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-03T20:37:52.386356] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-03T20:37:52.386406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:52.386436] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:52.386462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:52.386517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:52.443639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:52.444238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:52.444315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:52.444347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:52.563096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:52.563230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:52.563270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:52.563307] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:52.566692] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=42.42%)
[2025-12-03T20:37:52.566961] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-03T20:37:52.567092] [INFO ] [sig       ] CODI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:52.715778] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CODI.txt
[2025-12-03T20:37:52.715936] [INFO ] [sig       ] [719/3516] Completed CODI in 0.3s | 2.96 sym/s | Total: 4.0m | ETA: 15.8m
[2025-12-03T20:37:52.715974] [INFO ] [sig       ] [720/3516] Forecasting COEP...
[2025-12-03T20:37:52.716005] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-03T20:37:52.716033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-03T20:37:52.727089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-03T20:37:52.727374] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-03T20:37:52.728210] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-03T20:37:52.728262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:52.728293] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:52.728319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:52.728373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:52.786700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:52.787331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:52.787443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:52.787484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:52.910567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:52.910712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:52.910748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:52.910775] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:52.913983] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=61.70%)
[2025-12-03T20:37:52.914248] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-03T20:37:52.914370] [INFO ] [sig       ] COEP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:53.051473] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/COEP.txt
[2025-12-03T20:37:53.051631] [INFO ] [sig       ] [720/3516] Completed COEP in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:53.051671] [INFO ] [sig       ] [721/3516] Forecasting COF...
[2025-12-03T20:37:53.051707] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-03T20:37:53.051737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-03T20:37:53.062899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-03T20:37:53.063202] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-03T20:37:53.064053] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-03T20:37:53.064105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:53.064138] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:53.064164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:53.064220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:53.121010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:53.121789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:53.121866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:53.121898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:53.244716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:53.244865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:53.244902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:53.244931] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:53.248286] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-03T20:37:53.248553] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-03T20:37:53.248697] [INFO ] [sig       ] COF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:53.385191] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/COF.txt
[2025-12-03T20:37:53.385318] [INFO ] [sig       ] [721/3516] Completed COF in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:53.385358] [INFO ] [sig       ] [722/3516] Forecasting COFS...
[2025-12-03T20:37:53.385388] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-03T20:37:53.385416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-03T20:37:53.396604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-03T20:37:53.396913] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-03T20:37:53.397730] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-03T20:37:53.397781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:53.397813] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:53.397840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:53.397896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:53.456125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:53.456908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:53.456991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:53.457034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:53.573543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:53.573712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:53.573754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:53.573782] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:53.577961] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=20.97%)
[2025-12-03T20:37:53.578277] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-03T20:37:53.578407] [INFO ] [sig       ] COFS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:53.719063] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/COFS.txt
[2025-12-03T20:37:53.719220] [INFO ] [sig       ] [722/3516] Completed COFS in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:53.719260] [INFO ] [sig       ] [723/3516] Forecasting COKE...
[2025-12-03T20:37:53.719300] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-03T20:37:53.719344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-03T20:37:53.731208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-03T20:37:53.731530] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-03T20:37:53.732308] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-03T20:37:53.732357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:53.732387] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:53.732412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:53.732466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:53.789271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:53.790067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:53.790148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:53.790181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:53.912186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:53.912336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:53.912374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:53.912402] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:53.915795] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=10.49%)
[2025-12-03T20:37:53.916099] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-03T20:37:53.916254] [INFO ] [sig       ] COKE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:54.057204] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/COKE.txt
[2025-12-03T20:37:54.057365] [INFO ] [sig       ] [723/3516] Completed COKE in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:54.057404] [INFO ] [sig       ] [724/3516] Forecasting COLB...
[2025-12-03T20:37:54.057434] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-03T20:37:54.057462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-03T20:37:54.069838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-03T20:37:54.070137] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-03T20:37:54.070916] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-03T20:37:54.070966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:54.070996] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:54.071021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:54.071076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:54.127948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:54.128734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:54.128815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:54.128847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:54.248203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:54.248359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:54.248397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:54.248443] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:54.252186] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=71.87%)
[2025-12-03T20:37:54.252458] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-03T20:37:54.252622] [INFO ] [sig       ] COLB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:54.396655] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/COLB.txt
[2025-12-03T20:37:54.396830] [INFO ] [sig       ] [724/3516] Completed COLB in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:54.396876] [INFO ] [sig       ] [725/3516] Forecasting COLD...
[2025-12-03T20:37:54.396905] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-03T20:37:54.396933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-03T20:37:54.408969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-03T20:37:54.409378] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-03T20:37:54.410209] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-03T20:37:54.410262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:54.410294] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:54.410320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:54.410380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:54.467331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:54.468234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:54.468322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:54.468353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:54.591552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:54.591747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:54.591801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:54.591831] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:54.595430] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=70.33%)
[2025-12-03T20:37:54.595729] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-03T20:37:54.595886] [INFO ] [sig       ] COLD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:54.735714] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/COLD.txt
[2025-12-03T20:37:54.735860] [INFO ] [sig       ] [725/3516] Completed COLD in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:54.735916] [INFO ] [sig       ] [726/3516] Forecasting COLL...
[2025-12-03T20:37:54.735945] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-03T20:37:54.735974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-03T20:37:54.747514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-03T20:37:54.747843] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-03T20:37:54.748665] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-03T20:37:54.748715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:54.748746] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:54.748771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:54.748825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:54.804956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:54.805609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:54.805688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:54.805733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:54.930626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:54.930770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:54.930808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:54.930836] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:54.934238] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2025-12-03T20:37:54.934516] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-03T20:37:54.934659] [INFO ] [sig       ] COLL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:55.073366] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/COLL.txt
[2025-12-03T20:37:55.073506] [INFO ] [sig       ] [726/3516] Completed COLL in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:55.073543] [INFO ] [sig       ] [727/3516] Forecasting COLM...
[2025-12-03T20:37:55.073588] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-03T20:37:55.073619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-03T20:37:55.084873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-03T20:37:55.085173] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-03T20:37:55.085965] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-03T20:37:55.086015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:55.086071] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:55.086098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:55.086155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:55.142608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:55.143373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:55.143453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:55.143484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:55.260051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:55.260199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:55.260236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:55.260263] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:55.263589] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-12-03T20:37:55.263866] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-03T20:37:55.263994] [INFO ] [sig       ] COLM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:55.400923] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/COLM.txt
[2025-12-03T20:37:55.401053] [INFO ] [sig       ] [727/3516] Completed COLM in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:55.401091] [INFO ] [sig       ] [728/3516] Forecasting COMM...
[2025-12-03T20:37:55.401120] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-03T20:37:55.401148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-03T20:37:55.412699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-03T20:37:55.413004] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-03T20:37:55.413838] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-03T20:37:55.413889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:55.413920] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:55.413957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:55.414012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:55.470988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:55.471986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:55.472069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:55.472100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:55.592272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:55.592417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:55.592456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:55.592483] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:55.595854] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-03T20:37:55.596129] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-03T20:37:55.596261] [INFO ] [sig       ] COMM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:55.735961] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/COMM.txt
[2025-12-03T20:37:55.736090] [INFO ] [sig       ] [728/3516] Completed COMM in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:55.736129] [INFO ] [sig       ] [729/3516] Forecasting COMP...
[2025-12-03T20:37:55.736158] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-03T20:37:55.736186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-03T20:37:55.748094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-03T20:37:55.748454] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-03T20:37:55.749271] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-03T20:37:55.749321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:55.749353] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:55.749379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:55.749435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:55.807764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:55.808597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:55.808681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:55.808713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:55.932880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:55.933029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:55.933066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:55.933092] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:55.936392] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-12-03T20:37:55.936675] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-03T20:37:55.936800] [INFO ] [sig       ] COMP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:56.075832] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/COMP.txt
[2025-12-03T20:37:56.076015] [INFO ] [sig       ] [729/3516] Completed COMP in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:56.076060] [INFO ] [sig       ] [730/3516] Forecasting CONL...
[2025-12-03T20:37:56.076091] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-03T20:37:56.076120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-03T20:37:56.087951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-03T20:37:56.088332] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-03T20:37:56.089158] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-03T20:37:56.089209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:56.089240] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:56.089265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:56.089320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:56.146482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:56.147358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:56.147440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:56.147473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:56.270390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:56.270558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:56.270617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:56.270677] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:56.274366] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-03T20:37:56.274678] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-03T20:37:56.274812] [INFO ] [sig       ] CONL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:56.414356] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CONL.txt
[2025-12-03T20:37:56.414542] [INFO ] [sig       ] [730/3516] Completed CONL in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:56.414605] [INFO ] [sig       ] [731/3516] Forecasting COO...
[2025-12-03T20:37:56.414643] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-03T20:37:56.414673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-03T20:37:56.426563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-03T20:37:56.426943] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-03T20:37:56.427786] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-03T20:37:56.427835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:56.427866] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:56.427890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:56.427944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:56.484502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:56.485442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:56.485526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:56.485558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:56.609225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:56.609374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:56.609411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:56.609438] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:56.612765] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=73.87%)
[2025-12-03T20:37:56.613041] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-03T20:37:56.613166] [INFO ] [sig       ] COO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:56.750029] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/COO.txt
[2025-12-03T20:37:56.750169] [INFO ] [sig       ] [731/3516] Completed COO in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:56.750208] [INFO ] [sig       ] [732/3516] Forecasting COP...
[2025-12-03T20:37:56.750237] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-03T20:37:56.750272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-03T20:37:56.761902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-03T20:37:56.762211] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-03T20:37:56.762984] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-03T20:37:56.763033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:56.763062] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:56.763087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:56.763141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:56.819923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:56.820696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:56.820777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:56.820809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:56.938107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:56.938257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:56.938294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:56.938321] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:56.941589] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-03T20:37:56.941856] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-03T20:37:56.941978] [INFO ] [sig       ] COP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:57.079189] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/COP.txt
[2025-12-03T20:37:57.079324] [INFO ] [sig       ] [732/3516] Completed COP in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:57.079364] [INFO ] [sig       ] [733/3516] Forecasting COPP...
[2025-12-03T20:37:57.079399] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-03T20:37:57.079434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-03T20:37:57.090846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-03T20:37:57.091185] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-03T20:37:57.091982] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-03T20:37:57.092033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:57.092065] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:57.092092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:57.092148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:57.149595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:57.150351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:57.150430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:57.150464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:57.267361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:57.267497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:57.267533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:57.267560] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:57.270917] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-12-03T20:37:57.271189] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-03T20:37:57.271316] [INFO ] [sig       ] COPP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:57.408724] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/COPP.txt
[2025-12-03T20:37:57.408858] [INFO ] [sig       ] [733/3516] Completed COPP in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:57.408896] [INFO ] [sig       ] [734/3516] Forecasting CORZ...
[2025-12-03T20:37:57.408924] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-03T20:37:57.408953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-03T20:37:57.420523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-03T20:37:57.420834] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-03T20:37:57.421685] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-03T20:37:57.421736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:57.421767] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:57.421793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:57.421848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:57.478258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:57.479041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:57.479120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:57.479152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:57.612404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:57.612607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:57.612659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:57.612697] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:57.617399] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=72.20%)
[2025-12-03T20:37:57.617833] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-03T20:37:57.618034] [INFO ] [sig       ] CORZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:57.759072] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CORZ.txt
[2025-12-03T20:37:57.759226] [INFO ] [sig       ] [734/3516] Completed CORZ in 0.4s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:57.759269] [INFO ] [sig       ] [735/3516] Forecasting CORZZ...
[2025-12-03T20:37:57.759297] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-03T20:37:57.759326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-03T20:37:57.770505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-03T20:37:57.770840] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-03T20:37:57.771662] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-03T20:37:57.771713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:57.771745] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:57.771771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:57.771828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:57.828340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:57.829064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:57.829146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:57.829178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:57.942409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:57.942562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:57.942621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:57.942650] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:57.946055] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=72.11%)
[2025-12-03T20:37:57.946331] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-03T20:37:57.946459] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:58.083076] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CORZZ.txt
[2025-12-03T20:37:58.083215] [INFO ] [sig       ] [735/3516] Completed CORZZ in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:58.083252] [INFO ] [sig       ] [736/3516] Forecasting COTY...
[2025-12-03T20:37:58.083281] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-03T20:37:58.083309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-03T20:37:58.095383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-03T20:37:58.095736] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-03T20:37:58.096502] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-03T20:37:58.096551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:58.096606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:58.096634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:58.096690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:58.153235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:58.153920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:58.153998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:58.154030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:58.278470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:58.278640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:58.278679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:58.278708] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:58.282095] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-03T20:37:58.282369] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-03T20:37:58.282501] [INFO ] [sig       ] COTY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:58.431274] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/COTY.txt
[2025-12-03T20:37:58.431429] [INFO ] [sig       ] [736/3516] Completed COTY in 0.3s | 2.96 sym/s | Total: 4.1m | ETA: 15.7m
[2025-12-03T20:37:58.431473] [INFO ] [sig       ] [737/3516] Forecasting COWG...
[2025-12-03T20:37:58.431502] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-03T20:37:58.431530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-03T20:37:58.443227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-03T20:37:58.443609] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-03T20:37:58.444426] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-03T20:37:58.444477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:58.444509] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:58.444535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:58.444607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:58.504044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:58.504878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:58.504992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:58.505025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:58.623535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:58.623701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:58.623739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:58.623767] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:58.627074] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-03T20:37:58.627343] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-03T20:37:58.627470] [INFO ] [sig       ] COWG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:37:58.771326] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/COWG.txt
[2025-12-03T20:37:58.771463] [INFO ] [sig       ] [737/3516] Completed COWG in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.7m
[2025-12-03T20:37:58.771499] [INFO ] [sig       ] [738/3516] Forecasting COYA...
[2025-12-03T20:37:58.771529] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-03T20:37:58.771557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-03T20:37:58.783810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-03T20:37:58.784316] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-03T20:37:58.785314] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-03T20:37:58.785371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:58.785402] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:58.785428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:58.785488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:58.842050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:58.842903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:58.842984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:58.843016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:58.962665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:58.962823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:58.962861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:58.962888] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:58.966589] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=95.66%)
[2025-12-03T20:37:58.966860] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-03T20:37:58.966984] [INFO ] [sig       ] COYA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:59.118380] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/COYA.txt
[2025-12-03T20:37:59.118532] [INFO ] [sig       ] [738/3516] Completed COYA in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:37:59.118587] [INFO ] [sig       ] [739/3516] Forecasting CP...
[2025-12-03T20:37:59.118621] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-03T20:37:59.118650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-03T20:37:59.129145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-03T20:37:59.129444] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-03T20:37:59.130261] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-03T20:37:59.130311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:59.130341] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:59.130366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:59.130420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:59.185638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:59.186250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:59.186325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:59.186356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:59.306143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:59.306294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:59.306332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:59.306359] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:59.309781] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=51.08%)
[2025-12-03T20:37:59.310067] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-03T20:37:59.310202] [INFO ] [sig       ] CP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:59.446076] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CP.txt
[2025-12-03T20:37:59.446216] [INFO ] [sig       ] [739/3516] Completed CP in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:37:59.446254] [INFO ] [sig       ] [740/3516] Forecasting CPA...
[2025-12-03T20:37:59.446281] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-03T20:37:59.446311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-03T20:37:59.457730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-03T20:37:59.458060] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-03T20:37:59.458836] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-03T20:37:59.458885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:59.458915] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:59.458941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:59.458995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:59.514306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:59.515046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:59.515125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:59.515156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:59.633251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:59.633404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:59.633442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:59.633470] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:59.636963] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-03T20:37:59.637256] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-03T20:37:59.637387] [INFO ] [sig       ] CPA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:37:59.778474] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CPA.txt
[2025-12-03T20:37:59.778696] [INFO ] [sig       ] [740/3516] Completed CPA in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:37:59.778738] [INFO ] [sig       ] [741/3516] Forecasting CPB...
[2025-12-03T20:37:59.778767] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-03T20:37:59.778795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-03T20:37:59.790150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-03T20:37:59.790437] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-03T20:37:59.791240] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-03T20:37:59.791301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:37:59.791333] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:37:59.791359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:37:59.791413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:37:59.850999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:37:59.851703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:37:59.851783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:37:59.851815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:37:59.966698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:37:59.966851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:37:59.966890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:37:59.966918] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:37:59.970270] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=94.11%)
[2025-12-03T20:37:59.970566] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-03T20:37:59.970720] [INFO ] [sig       ] CPB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:00.112010] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CPB.txt
[2025-12-03T20:38:00.112135] [INFO ] [sig       ] [741/3516] Completed CPB in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:00.112172] [INFO ] [sig       ] [742/3516] Forecasting CPF...
[2025-12-03T20:38:00.112201] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-03T20:38:00.112230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-03T20:38:00.123482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-03T20:38:00.124072] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-03T20:38:00.125004] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-03T20:38:00.125054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:00.125084] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:00.125109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:00.125164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:00.183389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:00.184217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:00.184297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:00.184329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:00.297203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:00.297352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:00.297389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:00.297416] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:00.300701] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-03T20:38:00.300966] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-03T20:38:00.301088] [INFO ] [sig       ] CPF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:00.451007] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CPF.txt
[2025-12-03T20:38:00.451137] [INFO ] [sig       ] [742/3516] Completed CPF in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:00.451174] [INFO ] [sig       ] [743/3516] Forecasting CPIX...
[2025-12-03T20:38:00.451204] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-03T20:38:00.451232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-03T20:38:00.462018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-03T20:38:00.462271] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-03T20:38:00.463029] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-03T20:38:00.463079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:00.463109] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:00.463135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:00.463189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:00.518777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:00.519419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:00.519495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:00.519526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:00.643983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:00.644169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:00.644212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:00.644243] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:00.647835] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-03T20:38:00.648152] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-03T20:38:00.648286] [INFO ] [sig       ] CPIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:00.797321] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CPIX.txt
[2025-12-03T20:38:00.797457] [INFO ] [sig       ] [743/3516] Completed CPIX in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:00.797496] [INFO ] [sig       ] [744/3516] Forecasting CPK...
[2025-12-03T20:38:00.797524] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-03T20:38:00.797553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-03T20:38:00.809110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-03T20:38:00.809441] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-03T20:38:00.810207] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-03T20:38:00.810257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:00.810314] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:00.810342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:00.810397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:00.866373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:00.867224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:00.867304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:00.867339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:00.982714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:00.982864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:00.982902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:00.982929] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:00.986207] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=90.00%)
[2025-12-03T20:38:00.986476] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-03T20:38:00.986627] [INFO ] [sig       ] CPK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:01.129964] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CPK.txt
[2025-12-03T20:38:01.130124] [INFO ] [sig       ] [744/3516] Completed CPK in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:01.130170] [INFO ] [sig       ] [745/3516] Forecasting CPNG...
[2025-12-03T20:38:01.130200] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-03T20:38:01.130229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-03T20:38:01.142859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-03T20:38:01.143308] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-03T20:38:01.144365] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-03T20:38:01.144430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:01.144474] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:01.144507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:01.144609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:01.200090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:01.200861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:01.200961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:01.200993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:01.324342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:01.324492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:01.324534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:01.324561] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:01.327922] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-03T20:38:01.328226] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-03T20:38:01.328355] [INFO ] [sig       ] CPNG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:01.477017] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CPNG.txt
[2025-12-03T20:38:01.477145] [INFO ] [sig       ] [745/3516] Completed CPNG in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:01.477183] [INFO ] [sig       ] [746/3516] Forecasting CPRI...
[2025-12-03T20:38:01.477210] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-03T20:38:01.477238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-03T20:38:01.493927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-03T20:38:01.494303] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-03T20:38:01.495092] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-03T20:38:01.495143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:01.495175] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:01.495200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:01.495256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:01.553724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:01.554694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:01.554790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:01.554824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:01.678836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:01.679016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:01.679892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:01.679926] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:01.683560] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-03T20:38:01.683941] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-03T20:38:01.684112] [INFO ] [sig       ] CPRI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:01.826806] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CPRI.txt
[2025-12-03T20:38:01.826973] [INFO ] [sig       ] [746/3516] Completed CPRI in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:01.827012] [INFO ] [sig       ] [747/3516] Forecasting CPRX...
[2025-12-03T20:38:01.827042] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-03T20:38:01.827070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-03T20:38:01.838516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-03T20:38:01.838901] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-03T20:38:01.839684] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-03T20:38:01.839734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:01.839764] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:01.839790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:01.839845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:01.896817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:01.897726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:01.897814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:01.897847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:02.020082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:02.020240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:02.020277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:02.020339] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:02.023691] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-12-03T20:38:02.024143] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-03T20:38:02.024267] [INFO ] [sig       ] CPRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:02.166307] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CPRX.txt
[2025-12-03T20:38:02.166471] [INFO ] [sig       ] [747/3516] Completed CPRX in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:02.166513] [INFO ] [sig       ] [748/3516] Forecasting CPS...
[2025-12-03T20:38:02.166543] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-03T20:38:02.166597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-03T20:38:02.181819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-03T20:38:02.182389] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-03T20:38:02.183416] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-03T20:38:02.183476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:02.183513] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:02.183541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:02.183621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:02.241676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:02.242810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:02.242907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:02.242940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:02.370199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:02.370429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:02.370498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:02.370527] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:02.374628] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-12-03T20:38:02.375012] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-03T20:38:02.375175] [INFO ] [sig       ] CPS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:02.518760] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CPS.txt
[2025-12-03T20:38:02.518971] [INFO ] [sig       ] [748/3516] Completed CPS in 0.4s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:02.519013] [INFO ] [sig       ] [749/3516] Forecasting CPSH...
[2025-12-03T20:38:02.519044] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-03T20:38:02.519077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-03T20:38:02.532519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-03T20:38:02.532940] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-03T20:38:02.533855] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-03T20:38:02.533907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:02.533941] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:02.533969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:02.534030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:02.592247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:02.593340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:02.593439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:02.593474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:02.718987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:02.719213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:02.719258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:02.719288] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:02.723056] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-03T20:38:02.723365] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-03T20:38:02.723504] [INFO ] [sig       ] CPSH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:02.866602] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CPSH.txt
[2025-12-03T20:38:02.866855] [INFO ] [sig       ] [749/3516] Completed CPSH in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:02.866909] [INFO ] [sig       ] [750/3516] Forecasting CPSS...
[2025-12-03T20:38:02.866941] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-03T20:38:02.866973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-03T20:38:02.880620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-03T20:38:02.881177] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-03T20:38:02.882138] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-03T20:38:02.882197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:02.882232] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:02.882260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:02.882326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:02.942482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:02.943727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:02.943902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:02.943938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:03.056260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:03.056487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:03.056531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:03.056560] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:03.060699] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: DOWN (p=31.77%)
[2025-12-03T20:38:03.061115] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-03T20:38:03.061283] [INFO ] [sig       ] CPSS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:03.209309] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CPSS.txt
[2025-12-03T20:38:03.209522] [INFO ] [sig       ] [750/3516] Completed CPSS in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:03.209567] [INFO ] [sig       ] [751/3516] Forecasting CPZ...
[2025-12-03T20:38:03.209621] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-03T20:38:03.209652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-03T20:38:03.223236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-03T20:38:03.223731] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-03T20:38:03.224775] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-03T20:38:03.224829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:03.224863] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:03.224890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:03.224951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:03.282058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:03.283248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:03.283353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:03.283387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:03.410205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:03.410431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:03.410474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:03.410501] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:03.414514] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-12-03T20:38:03.415042] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-03T20:38:03.415189] [INFO ] [sig       ] CPZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:03.554726] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CPZ.txt
[2025-12-03T20:38:03.554942] [INFO ] [sig       ] [751/3516] Completed CPZ in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:03.554985] [INFO ] [sig       ] [752/3516] Forecasting CQP...
[2025-12-03T20:38:03.555017] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-03T20:38:03.555047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-03T20:38:03.569026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-03T20:38:03.569507] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-03T20:38:03.570520] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-03T20:38:03.570589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:03.570635] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:03.570662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:03.570716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:03.626341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:03.627262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:03.627344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:03.627376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:03.746301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:03.746462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:03.746500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:03.746527] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:03.749935] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-03T20:38:03.750211] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-03T20:38:03.750336] [INFO ] [sig       ] CQP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:03.893287] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CQP.txt
[2025-12-03T20:38:03.893445] [INFO ] [sig       ] [752/3516] Completed CQP in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:03.893485] [INFO ] [sig       ] [753/3516] Forecasting CRAI...
[2025-12-03T20:38:03.893514] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-03T20:38:03.893542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-03T20:38:03.907245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-03T20:38:03.907778] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-03T20:38:03.908747] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-03T20:38:03.908800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:03.908835] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:03.908862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:03.908921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:03.966068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:03.967163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:03.967257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:03.967292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:04.086858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:04.087140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:04.087183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:04.087211] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:04.091093] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-12-03T20:38:04.091425] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-03T20:38:04.091591] [INFO ] [sig       ] CRAI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:04.232260] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRAI.txt
[2025-12-03T20:38:04.232473] [INFO ] [sig       ] [753/3516] Completed CRAI in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:04.232517] [INFO ] [sig       ] [754/3516] Forecasting CRBG...
[2025-12-03T20:38:04.232545] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-03T20:38:04.232594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-03T20:38:04.246046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-03T20:38:04.246520] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-03T20:38:04.247420] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-03T20:38:04.247471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:04.247503] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:04.247530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:04.247603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:04.305730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:04.306883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:04.307027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:04.307063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:04.428264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:04.428531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:04.428594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:04.428628] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:04.432786] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-03T20:38:04.433097] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-03T20:38:04.433245] [INFO ] [sig       ] CRBG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:04.574892] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRBG.txt
[2025-12-03T20:38:04.575086] [INFO ] [sig       ] [754/3516] Completed CRBG in 0.3s | 2.96 sym/s | Total: 4.2m | ETA: 15.6m
[2025-12-03T20:38:04.575130] [INFO ] [sig       ] [755/3516] Forecasting CRBP...
[2025-12-03T20:38:04.575159] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-03T20:38:04.575190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-03T20:38:04.589414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-03T20:38:04.589944] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-03T20:38:04.590848] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-03T20:38:04.590898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:04.590931] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:04.590957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:04.591014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:04.646506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:04.647639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:04.647739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:04.647772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:04.772060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:04.772291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:04.772334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:04.772361] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:04.776075] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-03T20:38:04.776369] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-03T20:38:04.776504] [INFO ] [sig       ] CRBP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:04.915925] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRBP.txt
[2025-12-03T20:38:04.916128] [INFO ] [sig       ] [755/3516] Completed CRBP in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.6m
[2025-12-03T20:38:04.916169] [INFO ] [sig       ] [756/3516] Forecasting CRC...
[2025-12-03T20:38:04.916198] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-03T20:38:04.916238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-03T20:38:04.930676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-03T20:38:04.931168] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-03T20:38:04.932152] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-03T20:38:04.932205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:04.932238] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:04.932264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:04.932321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:04.992042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:04.993174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:04.993272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:04.993303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:05.117381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:05.117640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:05.117685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:05.117713] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:05.121606] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=36.27%)
[2025-12-03T20:38:05.121924] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-03T20:38:05.122070] [INFO ] [sig       ] CRC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:05.263498] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CRC.txt
[2025-12-03T20:38:05.263733] [INFO ] [sig       ] [756/3516] Completed CRC in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:05.263775] [INFO ] [sig       ] [757/3516] Forecasting CRDF...
[2025-12-03T20:38:05.263805] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-03T20:38:05.263835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-03T20:38:05.278663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-03T20:38:05.279193] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-03T20:38:05.280154] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-03T20:38:05.280208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:05.280242] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:05.280269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:05.280328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:05.338137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:05.339340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:05.339446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:05.339484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:05.460586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:05.460819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:05.460862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:05.460893] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:05.464850] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=31.46%)
[2025-12-03T20:38:05.465214] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-03T20:38:05.465362] [INFO ] [sig       ] CRDF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:05.609730] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CRDF.txt
[2025-12-03T20:38:05.610044] [INFO ] [sig       ] [757/3516] Completed CRDF in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:05.610092] [INFO ] [sig       ] [758/3516] Forecasting CRDO...
[2025-12-03T20:38:05.610122] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-03T20:38:05.610154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-03T20:38:05.623442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-03T20:38:05.624068] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-03T20:38:05.625007] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-03T20:38:05.625060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:05.625092] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:05.625119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:05.625177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:05.682849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:05.683964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:05.684065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:05.684097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:05.806042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:05.806267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:05.806310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:05.806337] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:05.810354] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-12-03T20:38:05.810746] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-03T20:38:05.810902] [INFO ] [sig       ] CRDO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:05.950134] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRDO.txt
[2025-12-03T20:38:05.950343] [INFO ] [sig       ] [758/3516] Completed CRDO in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:05.950386] [INFO ] [sig       ] [759/3516] Forecasting CREG...
[2025-12-03T20:38:05.950416] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-03T20:38:05.950447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-03T20:38:05.963369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-03T20:38:05.963828] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-03T20:38:05.964659] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-03T20:38:05.964708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:05.964740] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:05.964766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:05.964820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:06.023272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:06.024200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:06.024285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:06.024317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:06.128321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:06.128483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:06.128521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:06.128566] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:06.131921] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-03T20:38:06.132186] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-03T20:38:06.132311] [INFO ] [sig       ] CREG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:06.269894] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CREG.txt
[2025-12-03T20:38:06.270048] [INFO ] [sig       ] [759/3516] Completed CREG in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:06.270087] [INFO ] [sig       ] [760/3516] Forecasting CRESY...
[2025-12-03T20:38:06.270116] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-03T20:38:06.270144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-03T20:38:06.281716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-03T20:38:06.282096] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-03T20:38:06.282883] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-03T20:38:06.282933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:06.282963] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:06.282989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:06.283044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:06.339096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:06.339966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:06.340050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:06.340082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:06.460931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:06.461096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:06.461133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:06.461161] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:06.464540] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-03T20:38:06.464828] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-03T20:38:06.464953] [INFO ] [sig       ] CRESY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:06.602951] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRESY.txt
[2025-12-03T20:38:06.603102] [INFO ] [sig       ] [760/3516] Completed CRESY in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:06.603140] [INFO ] [sig       ] [761/3516] Forecasting CREX...
[2025-12-03T20:38:06.603169] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-03T20:38:06.603198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-03T20:38:06.616737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-03T20:38:06.617317] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-03T20:38:06.618296] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-03T20:38:06.618349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:06.618420] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:06.618449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:06.618508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:06.677772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:06.678766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:06.678855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:06.678906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:06.800546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:06.800728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:06.800766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:06.800792] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:06.804151] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-03T20:38:06.804482] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-03T20:38:06.804638] [INFO ] [sig       ] CREX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:06.940392] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CREX.txt
[2025-12-03T20:38:06.940547] [INFO ] [sig       ] [761/3516] Completed CREX in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:06.940605] [INFO ] [sig       ] [762/3516] Forecasting CRGO...
[2025-12-03T20:38:06.940636] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-03T20:38:06.940665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-03T20:38:06.953200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-03T20:38:06.953551] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-03T20:38:06.954336] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-03T20:38:06.954385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:06.954415] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:06.954441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:06.954496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:07.012318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:07.013208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:07.013300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:07.013331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:07.134836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:07.135078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:07.135125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:07.135155] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:07.139318] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=82.00%)
[2025-12-03T20:38:07.139696] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-03T20:38:07.139853] [INFO ] [sig       ] CRGO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:07.296271] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRGO.txt
[2025-12-03T20:38:07.296491] [INFO ] [sig       ] [762/3516] Completed CRGO in 0.4s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:07.296536] [INFO ] [sig       ] [763/3516] Forecasting CRGY...
[2025-12-03T20:38:07.296584] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-03T20:38:07.296623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-03T20:38:07.312019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-03T20:38:07.312522] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-03T20:38:07.313396] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-03T20:38:07.313448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:07.313481] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:07.313507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:07.313597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:07.373864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:07.374801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:07.374887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:07.374921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:07.500867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:07.501029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:07.501066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:07.501093] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:07.504430] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-12-03T20:38:07.504715] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-03T20:38:07.504840] [INFO ] [sig       ] CRGY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:07.641613] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CRGY.txt
[2025-12-03T20:38:07.641745] [INFO ] [sig       ] [763/3516] Completed CRGY in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:07.641784] [INFO ] [sig       ] [764/3516] Forecasting CRH...
[2025-12-03T20:38:07.641811] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-03T20:38:07.641841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-03T20:38:07.653996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-03T20:38:07.654368] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-03T20:38:07.655154] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-03T20:38:07.655204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:07.655235] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:07.655260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:07.655314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:07.711643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:07.712518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:07.712621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:07.712657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:07.835487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:07.835661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:07.835705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:07.835764] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:07.839100] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=45.11%)
[2025-12-03T20:38:07.839379] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-03T20:38:07.839507] [INFO ] [sig       ] CRH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:07.977673] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CRH.txt
[2025-12-03T20:38:07.977833] [INFO ] [sig       ] [764/3516] Completed CRH in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:07.977870] [INFO ] [sig       ] [765/3516] Forecasting CRI...
[2025-12-03T20:38:07.977898] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-03T20:38:07.977929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-03T20:38:07.992432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-03T20:38:07.993039] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-03T20:38:07.994127] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-03T20:38:07.994206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:07.994240] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:07.994267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:07.994326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:08.052568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:08.053783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:08.053885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:08.053918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:08.179915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:08.180159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:08.180204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:08.180231] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:08.184130] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-03T20:38:08.184488] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-03T20:38:08.184679] [INFO ] [sig       ] CRI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:08.326204] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CRI.txt
[2025-12-03T20:38:08.326402] [INFO ] [sig       ] [765/3516] Completed CRI in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:08.326444] [INFO ] [sig       ] [766/3516] Forecasting CRIS...
[2025-12-03T20:38:08.326474] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-03T20:38:08.326506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-03T20:38:08.339538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-03T20:38:08.340091] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-03T20:38:08.341072] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-03T20:38:08.341122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:08.341154] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:08.341179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:08.341236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:08.398756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:08.399822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:08.399918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:08.399950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:08.524005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:08.524240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:08.524285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:08.524314] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:08.528341] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=79.64%)
[2025-12-03T20:38:08.528745] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-03T20:38:08.528908] [INFO ] [sig       ] CRIS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:08.674391] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRIS.txt
[2025-12-03T20:38:08.674633] [INFO ] [sig       ] [766/3516] Completed CRIS in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:08.674682] [INFO ] [sig       ] [767/3516] Forecasting CRK...
[2025-12-03T20:38:08.674713] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-03T20:38:08.674746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-03T20:38:08.687818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-03T20:38:08.688325] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-03T20:38:08.689324] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-03T20:38:08.689376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:08.689410] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:08.689446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:08.689514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:08.747061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:08.748294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:08.748395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:08.748427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:08.872443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:08.872722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:08.872768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:08.872797] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:08.877202] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2025-12-03T20:38:08.877554] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-03T20:38:08.877733] [INFO ] [sig       ] CRK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:09.025859] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CRK.txt
[2025-12-03T20:38:09.026054] [INFO ] [sig       ] [767/3516] Completed CRK in 0.4s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:09.026101] [INFO ] [sig       ] [768/3516] Forecasting CRL...
[2025-12-03T20:38:09.026133] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-03T20:38:09.026164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-03T20:38:09.038789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-03T20:38:09.039186] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-03T20:38:09.040268] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-03T20:38:09.040325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:09.040368] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:09.040408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:09.040493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:09.103807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:09.104718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:09.104805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:09.104839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:09.231875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:09.232043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:09.232083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:09.232113] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:09.235658] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-03T20:38:09.235949] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-03T20:38:09.236111] [INFO ] [sig       ] CRL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:09.375899] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRL.txt
[2025-12-03T20:38:09.376053] [INFO ] [sig       ] [768/3516] Completed CRL in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:09.376092] [INFO ] [sig       ] [769/3516] Forecasting CRMD...
[2025-12-03T20:38:09.376123] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-03T20:38:09.376152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-03T20:38:09.388411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-03T20:38:09.388754] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-03T20:38:09.389517] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-03T20:38:09.389567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:09.389616] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:09.389642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:09.389697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:09.444247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:09.445197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:09.445288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:09.445319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:09.559888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:09.560055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:09.560092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:09.560118] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:09.563682] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2025-12-03T20:38:09.563972] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-03T20:38:09.564101] [INFO ] [sig       ] CRMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:09.699711] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRMD.txt
[2025-12-03T20:38:09.699841] [INFO ] [sig       ] [769/3516] Completed CRMD in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:09.699878] [INFO ] [sig       ] [770/3516] Forecasting CRML...
[2025-12-03T20:38:09.699906] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-03T20:38:09.699935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-03T20:38:09.710997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-03T20:38:09.711267] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-03T20:38:09.712208] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-03T20:38:09.712259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:09.712289] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:09.712315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:09.712370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:09.768482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:09.769068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:09.769140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:09.769170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:09.886119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:09.886237] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:38:09.886271] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:09.886297] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:09.889457] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-12-03T20:38:09.889762] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-03T20:38:09.889888] [INFO ] [sig       ] CRML: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:10.028960] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CRML.txt
[2025-12-03T20:38:10.029125] [INFO ] [sig       ] [770/3516] Completed CRML in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:10.029163] [INFO ] [sig       ] [771/3516] Forecasting CRNC...
[2025-12-03T20:38:10.029190] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-03T20:38:10.029220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-03T20:38:10.040908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-03T20:38:10.041295] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-03T20:38:10.042166] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-03T20:38:10.042218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:10.042248] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:10.042275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:10.042331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:10.099788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:10.100691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:10.100811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:10.100844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:10.220262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:10.220413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:10.220452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:10.220483] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:10.223927] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=78.94%)
[2025-12-03T20:38:10.224244] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-03T20:38:10.224388] [INFO ] [sig       ] CRNC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:10.365619] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRNC.txt
[2025-12-03T20:38:10.365808] [INFO ] [sig       ] [771/3516] Completed CRNC in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:10.365850] [INFO ] [sig       ] [772/3516] Forecasting CRNX...
[2025-12-03T20:38:10.365880] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-03T20:38:10.365921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-03T20:38:10.380851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-03T20:38:10.381313] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-03T20:38:10.382459] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-03T20:38:10.382530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:10.382601] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:10.382647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:10.382739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:10.445222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:10.446085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:10.446172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:10.446204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:10.568244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:10.568398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:10.568436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:10.568462] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:10.571799] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=58.33%)
[2025-12-03T20:38:10.572062] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-03T20:38:10.572185] [INFO ] [sig       ] CRNX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:10.707709] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRNX.txt
[2025-12-03T20:38:10.707822] [INFO ] [sig       ] [772/3516] Completed CRNX in 0.3s | 2.96 sym/s | Total: 4.3m | ETA: 15.5m
[2025-12-03T20:38:10.707859] [INFO ] [sig       ] [773/3516] Forecasting CRON...
[2025-12-03T20:38:10.707888] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-03T20:38:10.707916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-03T20:38:10.719273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-03T20:38:10.719557] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-03T20:38:10.720342] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-03T20:38:10.720392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:10.720423] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:10.720449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:10.720504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:10.777857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:10.778503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:10.778596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:10.778630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:10.901989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:10.902264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:10.902333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:10.902381] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:10.906805] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=78.25%)
[2025-12-03T20:38:10.907151] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-03T20:38:10.907318] [INFO ] [sig       ] CRON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:11.052701] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRON.txt
[2025-12-03T20:38:11.052932] [INFO ] [sig       ] [773/3516] Completed CRON in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.5m
[2025-12-03T20:38:11.052978] [INFO ] [sig       ] [774/3516] Forecasting CROX...
[2025-12-03T20:38:11.053009] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-03T20:38:11.053040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-03T20:38:11.066511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-03T20:38:11.067089] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-03T20:38:11.068184] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-03T20:38:11.068241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:11.068275] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:11.068302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:11.068370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:11.128606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:11.129779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:11.129880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:11.129915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:11.254098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:11.254331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:11.254373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:11.254403] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:11.258401] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=68.28%)
[2025-12-03T20:38:11.258752] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-03T20:38:11.258898] [INFO ] [sig       ] CROX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:11.398919] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CROX.txt
[2025-12-03T20:38:11.399158] [INFO ] [sig       ] [774/3516] Completed CROX in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:11.399201] [INFO ] [sig       ] [775/3516] Forecasting CRS...
[2025-12-03T20:38:11.399233] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-03T20:38:11.399263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-03T20:38:11.413486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-03T20:38:11.414020] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-03T20:38:11.414882] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-03T20:38:11.414934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:11.414966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:11.414993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:11.415049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:11.473662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:11.474556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:11.474660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:11.474693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:11.592185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:11.592310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:11.592346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:11.592372] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:11.595546] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-03T20:38:11.595827] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-03T20:38:11.595951] [INFO ] [sig       ] CRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:11.731155] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRS.txt
[2025-12-03T20:38:11.731265] [INFO ] [sig       ] [775/3516] Completed CRS in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:11.731302] [INFO ] [sig       ] [776/3516] Forecasting CRSP...
[2025-12-03T20:38:11.731331] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-03T20:38:11.731360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-03T20:38:11.742344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-03T20:38:11.742637] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-03T20:38:11.743393] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-03T20:38:11.743442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:11.743482] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:11.743508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:11.743562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:11.798110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:11.798712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:11.798788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:11.798820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:11.914235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:11.914352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:11.914386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:11.914412] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:11.917531] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2025-12-03T20:38:11.917806] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-03T20:38:11.917928] [INFO ] [sig       ] CRSP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:12.053067] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CRSP.txt
[2025-12-03T20:38:12.053187] [INFO ] [sig       ] [776/3516] Completed CRSP in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:12.053224] [INFO ] [sig       ] [777/3516] Forecasting CRTO...
[2025-12-03T20:38:12.053252] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-03T20:38:12.053280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-03T20:38:12.064367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-03T20:38:12.064678] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-03T20:38:12.065479] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-03T20:38:12.065529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:12.065561] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:12.065617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:12.065679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:12.122065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:12.122687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:12.122763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:12.122794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:12.244322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:12.244431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:12.244465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:12.244492] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:12.247557] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-03T20:38:12.247832] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-03T20:38:12.247953] [INFO ] [sig       ] CRTO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:12.383109] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRTO.txt
[2025-12-03T20:38:12.383218] [INFO ] [sig       ] [777/3516] Completed CRTO in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:12.383254] [INFO ] [sig       ] [778/3516] Forecasting CRUS...
[2025-12-03T20:38:12.383282] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-03T20:38:12.383312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-03T20:38:12.394612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-03T20:38:12.394900] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-03T20:38:12.395772] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-03T20:38:12.395823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:12.395887] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:12.395924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:12.396003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:12.451864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:12.452460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:12.452533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:12.452564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:12.570936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:12.571061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:12.571097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:12.571123] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:12.574339] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=77.39%)
[2025-12-03T20:38:12.574617] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-03T20:38:12.574742] [INFO ] [sig       ] CRUS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:12.712120] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRUS.txt
[2025-12-03T20:38:12.712283] [INFO ] [sig       ] [778/3516] Completed CRUS in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:12.712321] [INFO ] [sig       ] [779/3516] Forecasting CRVL...
[2025-12-03T20:38:12.712350] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-03T20:38:12.712378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-03T20:38:12.723943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-03T20:38:12.724298] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-03T20:38:12.725076] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-03T20:38:12.725125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:12.725156] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:12.725182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:12.725237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:12.782999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:12.783902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:12.783982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:12.784014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:12.901922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:12.902041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:12.902076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:12.902103] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:12.905258] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-03T20:38:12.905519] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-03T20:38:12.905658] [INFO ] [sig       ] CRVL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:13.042981] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRVL.txt
[2025-12-03T20:38:13.043108] [INFO ] [sig       ] [779/3516] Completed CRVL in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:13.043153] [INFO ] [sig       ] [780/3516] Forecasting CRVO...
[2025-12-03T20:38:13.043181] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-03T20:38:13.043209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-03T20:38:13.054776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-03T20:38:13.055040] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-03T20:38:13.055826] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-03T20:38:13.055876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:13.055907] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:13.055933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:13.055987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:13.110894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:13.111468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:13.111541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:13.111588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:13.229004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:13.229151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:13.229188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:13.229214] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:13.232528] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=67.92%)
[2025-12-03T20:38:13.232831] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-03T20:38:13.232963] [INFO ] [sig       ] CRVO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:13.369054] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRVO.txt
[2025-12-03T20:38:13.369179] [INFO ] [sig       ] [780/3516] Completed CRVO in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:13.369217] [INFO ] [sig       ] [781/3516] Forecasting CRVS...
[2025-12-03T20:38:13.369246] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-03T20:38:13.369276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-03T20:38:13.380360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-03T20:38:13.380686] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-03T20:38:13.381474] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-03T20:38:13.381525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:13.381558] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:13.381609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:13.381670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:13.439506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:13.440129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:13.440206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:13.440238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:13.564351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:13.564473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:13.564509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:13.564581] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:13.569041] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=90.46%)
[2025-12-03T20:38:13.569309] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-03T20:38:13.569452] [INFO ] [sig       ] CRVS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:13.706416] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRVS.txt
[2025-12-03T20:38:13.706526] [INFO ] [sig       ] [781/3516] Completed CRVS in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:13.706563] [INFO ] [sig       ] [782/3516] Forecasting CRWD...
[2025-12-03T20:38:13.706609] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-03T20:38:13.706640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-03T20:38:13.718071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-03T20:38:13.718361] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-03T20:38:13.719192] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-03T20:38:13.719243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:13.719275] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:13.719302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:13.719357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:13.777497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:13.778156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:13.778234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:13.778267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:13.902084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:13.902238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:13.902276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:13.902303] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:13.905658] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=51.95%)
[2025-12-03T20:38:13.905929] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-03T20:38:13.906058] [INFO ] [sig       ] CRWD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:14.044603] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CRWD.txt
[2025-12-03T20:38:14.044761] [INFO ] [sig       ] [782/3516] Completed CRWD in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:14.044819] [INFO ] [sig       ] [783/3516] Forecasting CRWS...
[2025-12-03T20:38:14.044850] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-03T20:38:14.044879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-03T20:38:14.055217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-03T20:38:14.055487] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-03T20:38:14.056284] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-03T20:38:14.056333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:14.056364] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:14.056389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:14.056444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:14.114034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:14.114907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:14.114991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:14.115025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:14.225227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:14.225337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:14.225387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:14.225416] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:14.228785] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=22.64%)
[2025-12-03T20:38:14.229077] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-03T20:38:14.229200] [INFO ] [sig       ] CRWS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:14.369053] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CRWS.txt
[2025-12-03T20:38:14.369180] [INFO ] [sig       ] [783/3516] Completed CRWS in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:14.369216] [INFO ] [sig       ] [784/3516] Forecasting CSAN...
[2025-12-03T20:38:14.369244] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-03T20:38:14.369273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-03T20:38:14.380011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-03T20:38:14.380288] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-03T20:38:14.381082] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-03T20:38:14.381133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:14.381166] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:14.381192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:14.381249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:14.439848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:14.440462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:14.440538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:14.440587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:14.556158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:14.556280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:14.556317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:14.556344] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:14.559673] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-03T20:38:14.559969] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-03T20:38:14.560091] [INFO ] [sig       ] CSAN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:14.742633] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CSAN.txt
[2025-12-03T20:38:14.742769] [INFO ] [sig       ] [784/3516] Completed CSAN in 0.4s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:14.742812] [INFO ] [sig       ] [785/3516] Forecasting CSB...
[2025-12-03T20:38:14.742848] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-03T20:38:14.742882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-03T20:38:14.753534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-03T20:38:14.753827] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-03T20:38:14.754593] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-03T20:38:14.754644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:14.754675] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:14.754701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:14.754756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:14.811390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:14.811995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:14.812082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:14.812114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:14.919646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:14.919763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:14.919798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:14.919826] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:14.922946] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-03T20:38:14.923207] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-03T20:38:14.923328] [INFO ] [sig       ] CSB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:15.060565] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CSB.txt
[2025-12-03T20:38:15.060746] [INFO ] [sig       ] [785/3516] Completed CSB in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:15.060787] [INFO ] [sig       ] [786/3516] Forecasting CSCO...
[2025-12-03T20:38:15.060817] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-03T20:38:15.060846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-03T20:38:15.071769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-03T20:38:15.072051] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-03T20:38:15.072818] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-03T20:38:15.072868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:15.072898] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:15.072923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:15.072978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:15.130227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:15.130842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:15.130919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:15.130951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:15.257125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:15.257292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:15.257334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:15.257361] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:15.261053] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-03T20:38:15.261350] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-03T20:38:15.261488] [INFO ] [sig       ] CSCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:15.401244] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CSCO.txt
[2025-12-03T20:38:15.401393] [INFO ] [sig       ] [786/3516] Completed CSCO in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:15.401431] [INFO ] [sig       ] [787/3516] Forecasting CSGP...
[2025-12-03T20:38:15.401460] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-03T20:38:15.401489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-03T20:38:15.413176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-03T20:38:15.413483] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-03T20:38:15.414282] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-03T20:38:15.414331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:15.414373] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:15.414398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:15.414452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:15.469696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:15.470287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:15.470363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:15.470394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:15.588555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:15.588705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:15.588743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:15.588768] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:15.591990] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-12-03T20:38:15.592255] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-03T20:38:15.592379] [INFO ] [sig       ] CSGP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:15.744097] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CSGP.txt
[2025-12-03T20:38:15.744254] [INFO ] [sig       ] [787/3516] Completed CSGP in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:15.744295] [INFO ] [sig       ] [788/3516] Forecasting CSGS...
[2025-12-03T20:38:15.744323] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-03T20:38:15.744352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-03T20:38:15.755465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-03T20:38:15.755852] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-03T20:38:15.756639] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-03T20:38:15.756688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:15.756718] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:15.756743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:15.756800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:15.824126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:15.825110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:15.825232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:15.825265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:15.945786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:15.945934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:15.945973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:15.945999] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:15.949333] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=18.46%)
[2025-12-03T20:38:15.949632] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-03T20:38:15.949760] [INFO ] [sig       ] CSGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:16.089335] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CSGS.txt
[2025-12-03T20:38:16.089480] [INFO ] [sig       ] [788/3516] Completed CSGS in 0.3s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:16.089518] [INFO ] [sig       ] [789/3516] Forecasting CSIQ...
[2025-12-03T20:38:16.089546] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-03T20:38:16.089590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-03T20:38:16.101623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-03T20:38:16.101943] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-03T20:38:16.102709] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-03T20:38:16.102758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:16.102789] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:16.102814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:16.102868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:16.166864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:16.167900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:16.168035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:16.168084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:16.305512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:16.305685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:16.305724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:16.305753] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:16.309203] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2025-12-03T20:38:16.309537] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-03T20:38:16.309696] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:16.449292] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CSIQ.txt
[2025-12-03T20:38:16.449442] [INFO ] [sig       ] [789/3516] Completed CSIQ in 0.4s | 2.96 sym/s | Total: 4.4m | ETA: 15.4m
[2025-12-03T20:38:16.449482] [INFO ] [sig       ] [790/3516] Forecasting CSPI...
[2025-12-03T20:38:16.449512] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-03T20:38:16.449540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-03T20:38:16.462189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-03T20:38:16.462545] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-03T20:38:16.463359] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-03T20:38:16.463411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:16.463444] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:16.463471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:16.463526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:16.522845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:16.523712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:16.523798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:16.523832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:16.643029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:16.643187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:16.643229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:16.643269] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:16.646812] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-03T20:38:16.647107] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-03T20:38:16.647244] [INFO ] [sig       ] CSPI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:16.789052] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CSPI.txt
[2025-12-03T20:38:16.789201] [INFO ] [sig       ] [790/3516] Completed CSPI in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.4m
[2025-12-03T20:38:16.789241] [INFO ] [sig       ] [791/3516] Forecasting CSQ...
[2025-12-03T20:38:16.789279] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-03T20:38:16.789310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-03T20:38:16.801939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-03T20:38:16.802313] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-03T20:38:16.803092] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-03T20:38:16.803143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:16.803174] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:16.803199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:16.803254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:16.859790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:16.860679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:16.860763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:16.860796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:16.978469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:16.978632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:16.978675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:16.978703] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:16.982061] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2025-12-03T20:38:16.982327] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-03T20:38:16.982449] [INFO ] [sig       ] CSQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:17.129768] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CSQ.txt
[2025-12-03T20:38:17.129963] [INFO ] [sig       ] [791/3516] Completed CSQ in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.4m
[2025-12-03T20:38:17.130002] [INFO ] [sig       ] [792/3516] Forecasting CSTL...
[2025-12-03T20:38:17.130032] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-03T20:38:17.130060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-03T20:38:17.142406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-03T20:38:17.142833] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-03T20:38:17.143653] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-03T20:38:17.143706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:17.143737] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:17.143761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:17.143816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:17.199531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:17.200444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:17.200529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:17.200561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:17.328373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:17.328481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:17.328518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:17.328545] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:17.331862] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-12-03T20:38:17.332126] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-03T20:38:17.332251] [INFO ] [sig       ] CSTL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:17.469937] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CSTL.txt
[2025-12-03T20:38:17.470096] [INFO ] [sig       ] [792/3516] Completed CSTL in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:17.470133] [INFO ] [sig       ] [793/3516] Forecasting CSTM...
[2025-12-03T20:38:17.470162] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-03T20:38:17.470191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-03T20:38:17.481596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-03T20:38:17.481965] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-03T20:38:17.482751] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-03T20:38:17.482801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:17.482831] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:17.482858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:17.482914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:17.538420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:17.539263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:17.539342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:17.539373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:17.660010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:17.660163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:17.660201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:17.660228] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:17.663557] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-03T20:38:17.663844] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-03T20:38:17.663998] [INFO ] [sig       ] CSTM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:17.802210] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CSTM.txt
[2025-12-03T20:38:17.802332] [INFO ] [sig       ] [793/3516] Completed CSTM in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:17.802369] [INFO ] [sig       ] [794/3516] Forecasting CSWC...
[2025-12-03T20:38:17.802397] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-03T20:38:17.802425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-03T20:38:17.813520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-03T20:38:17.813850] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-03T20:38:17.814694] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-03T20:38:17.814745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:17.814778] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:17.814805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:17.814860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:17.873973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:17.874625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:17.874704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:17.874736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:17.991921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:17.992061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:17.992097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:17.992140] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:17.995380] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-03T20:38:17.995669] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-03T20:38:17.995792] [INFO ] [sig       ] CSWC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:18.135974] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CSWC.txt
[2025-12-03T20:38:18.136094] [INFO ] [sig       ] [794/3516] Completed CSWC in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:18.136131] [INFO ] [sig       ] [795/3516] Forecasting CSX...
[2025-12-03T20:38:18.136159] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-03T20:38:18.136187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-03T20:38:18.147723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-03T20:38:18.148067] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-03T20:38:18.148898] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-03T20:38:18.148960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:18.149029] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:18.149061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:18.149118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:18.207843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:18.208734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:18.208820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:18.208853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:18.327729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:18.327883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:18.327925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:18.327953] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:18.331273] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-12-03T20:38:18.331542] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-03T20:38:18.331689] [INFO ] [sig       ] CSX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:18.468304] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CSX.txt
[2025-12-03T20:38:18.468451] [INFO ] [sig       ] [795/3516] Completed CSX in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:18.468489] [INFO ] [sig       ] [796/3516] Forecasting CTAS...
[2025-12-03T20:38:18.468521] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-03T20:38:18.468550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-03T20:38:18.480949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-03T20:38:18.481435] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-03T20:38:18.482352] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-03T20:38:18.482403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:18.482433] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:18.482459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:18.482513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:18.541490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:18.542353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:18.542442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:18.542474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:18.657346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:18.657493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:18.657533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:18.657559] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:18.660878] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-03T20:38:18.661145] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-03T20:38:18.661266] [INFO ] [sig       ] CTAS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:18.798923] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTAS.txt
[2025-12-03T20:38:18.799082] [INFO ] [sig       ] [796/3516] Completed CTAS in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:18.799120] [INFO ] [sig       ] [797/3516] Forecasting CTBB...
[2025-12-03T20:38:18.799150] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-03T20:38:18.799180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-03T20:38:18.810219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-03T20:38:18.810601] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-03T20:38:18.811381] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-03T20:38:18.811432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:18.811465] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:18.811490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:18.811546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:18.867214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:18.868070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:18.868151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:18.868182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:18.982076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:18.982224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:18.982262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:18.982289] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:18.985678] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: DOWN (p=35.74%)
[2025-12-03T20:38:18.985971] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-03T20:38:18.986100] [INFO ] [sig       ] CTBB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:19.127436] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTBB.txt
[2025-12-03T20:38:19.127592] [INFO ] [sig       ] [797/3516] Completed CTBB in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:19.127638] [INFO ] [sig       ] [798/3516] Forecasting CTBI...
[2025-12-03T20:38:19.127668] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-03T20:38:19.127698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-03T20:38:19.138709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-03T20:38:19.138971] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-03T20:38:19.139756] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-03T20:38:19.139805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:19.139835] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:19.139860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:19.139925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:19.195823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:19.196630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:19.196710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:19.196741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:19.316821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:19.316967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:19.317004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:19.317061] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:19.320366] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-12-03T20:38:19.320652] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-03T20:38:19.320778] [INFO ] [sig       ] CTBI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:19.456149] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CTBI.txt
[2025-12-03T20:38:19.456260] [INFO ] [sig       ] [798/3516] Completed CTBI in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:19.456296] [INFO ] [sig       ] [799/3516] Forecasting CTDD...
[2025-12-03T20:38:19.456323] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-03T20:38:19.456352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-03T20:38:19.468445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-03T20:38:19.468737] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-03T20:38:19.469525] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-03T20:38:19.469591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:19.469624] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:19.469649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:19.469703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:19.536699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:19.537590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:19.537672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:19.537706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:19.653427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:19.653614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:19.653657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:19.653687] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:19.657383] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-03T20:38:19.657698] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-03T20:38:19.657839] [INFO ] [sig       ] CTDD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:19.798381] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CTDD.txt
[2025-12-03T20:38:19.798522] [INFO ] [sig       ] [799/3516] Completed CTDD in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:19.798561] [INFO ] [sig       ] [800/3516] Forecasting CTKB...
[2025-12-03T20:38:19.798609] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-03T20:38:19.798638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-03T20:38:19.809823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-03T20:38:19.810122] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-03T20:38:19.810923] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-03T20:38:19.810987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:19.811019] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:19.811045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:19.811101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:19.865339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:19.866022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:19.866101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:19.866132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:19.981178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:19.981330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:19.981367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:19.981394] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:19.984709] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-03T20:38:19.984978] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-03T20:38:19.985104] [INFO ] [sig       ] CTKB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:20.120128] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTKB.txt
[2025-12-03T20:38:20.120263] [INFO ] [sig       ] [800/3516] Completed CTKB in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:20.120302] [INFO ] [sig       ] [801/3516] Forecasting CTLP...
[2025-12-03T20:38:20.120330] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-03T20:38:20.120359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-03T20:38:20.132378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-03T20:38:20.132732] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-03T20:38:20.133502] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-03T20:38:20.133551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:20.133597] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:20.133625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:20.133678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:20.190440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:20.191241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:20.191335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:20.191382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:20.316387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:20.316487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:20.316525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:20.316552] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:20.319878] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=77.51%)
[2025-12-03T20:38:20.320145] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-03T20:38:20.320271] [INFO ] [sig       ] CTLP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:20.459470] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CTLP.txt
[2025-12-03T20:38:20.459617] [INFO ] [sig       ] [801/3516] Completed CTLP in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:20.459658] [INFO ] [sig       ] [802/3516] Forecasting CTMX...
[2025-12-03T20:38:20.459687] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-03T20:38:20.459715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-03T20:38:20.470886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-03T20:38:20.471169] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-03T20:38:20.471939] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-03T20:38:20.471987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:20.472019] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:20.472045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:20.472105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:20.528692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:20.529294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:20.529371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:20.529403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:20.649271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:20.649419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:20.649456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:20.649483] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:20.652780] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-03T20:38:20.653058] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-03T20:38:20.653188] [INFO ] [sig       ] CTMX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:20.790282] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTMX.txt
[2025-12-03T20:38:20.790404] [INFO ] [sig       ] [802/3516] Completed CTMX in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:20.790442] [INFO ] [sig       ] [803/3516] Forecasting CTNM...
[2025-12-03T20:38:20.790470] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-03T20:38:20.790498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-03T20:38:20.803972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-03T20:38:20.804535] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-03T20:38:20.805497] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-03T20:38:20.805553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:20.805608] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:20.805638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:20.805697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:20.864657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:20.865782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:20.865881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:20.865914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:20.988088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:20.988346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:20.988394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:20.988422] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:20.992211] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-03T20:38:20.992514] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-03T20:38:20.992674] [INFO ] [sig       ] CTNM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:21.131557] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CTNM.txt
[2025-12-03T20:38:21.131793] [INFO ] [sig       ] [803/3516] Completed CTNM in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:21.131835] [INFO ] [sig       ] [804/3516] Forecasting CTO...
[2025-12-03T20:38:21.131864] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-03T20:38:21.131895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-03T20:38:21.145522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-03T20:38:21.146000] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-03T20:38:21.146830] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-03T20:38:21.146881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:21.146911] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:21.146936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:21.146990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:21.204317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:21.205245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:21.205333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:21.205367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:21.327317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:21.327478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:21.327517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:21.327544] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:21.331040] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=74.93%)
[2025-12-03T20:38:21.331327] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-03T20:38:21.331461] [INFO ] [sig       ] CTO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:21.475370] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CTO.txt
[2025-12-03T20:38:21.475528] [INFO ] [sig       ] [804/3516] Completed CTO in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:21.475593] [INFO ] [sig       ] [805/3516] Forecasting CTRA...
[2025-12-03T20:38:21.475625] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-03T20:38:21.475656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-03T20:38:21.487404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-03T20:38:21.487890] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-03T20:38:21.488916] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-03T20:38:21.488969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:21.488999] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:21.489025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:21.489080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:21.544171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:21.545043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:21.545181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:21.545215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:21.658265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:21.658419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:21.658457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:21.658484] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:21.661836] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-03T20:38:21.662136] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-03T20:38:21.662269] [INFO ] [sig       ] CTRA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:21.799826] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTRA.txt
[2025-12-03T20:38:21.799982] [INFO ] [sig       ] [805/3516] Completed CTRA in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:21.800023] [INFO ] [sig       ] [806/3516] Forecasting CTRE...
[2025-12-03T20:38:21.800054] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-03T20:38:21.800083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-03T20:38:21.811110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-03T20:38:21.811405] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-03T20:38:21.812168] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-03T20:38:21.812218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:21.812248] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:21.812274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:21.812330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:21.867637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:21.868368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:21.868445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:21.868477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:21.989323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:21.989468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:21.989503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:21.989530] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:21.992806] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-03T20:38:21.993070] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-03T20:38:21.993192] [INFO ] [sig       ] CTRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:22.131529] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTRE.txt
[2025-12-03T20:38:22.131699] [INFO ] [sig       ] [806/3516] Completed CTRE in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:22.131737] [INFO ] [sig       ] [807/3516] Forecasting CTRM...
[2025-12-03T20:38:22.131765] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-03T20:38:22.131794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-03T20:38:22.143036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-03T20:38:22.143395] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-03T20:38:22.144192] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-03T20:38:22.144243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:22.144275] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:22.144301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:22.144358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:22.201680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:22.202392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:22.202488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:22.202523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:22.317360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:22.317535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:22.317590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:22.317621] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:22.321050] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-03T20:38:22.321323] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-03T20:38:22.321447] [INFO ] [sig       ] CTRM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:22.459045] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTRM.txt
[2025-12-03T20:38:22.459181] [INFO ] [sig       ] [807/3516] Completed CTRM in 0.3s | 2.96 sym/s | Total: 4.5m | ETA: 15.3m
[2025-12-03T20:38:22.459220] [INFO ] [sig       ] [808/3516] Forecasting CTRN...
[2025-12-03T20:38:22.459248] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-03T20:38:22.459276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-03T20:38:22.470494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-03T20:38:22.470807] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-03T20:38:22.471552] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-03T20:38:22.471617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:22.471649] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:22.471675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:22.471729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:22.527027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:22.527736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:22.527811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:22.527842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:22.649971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:22.650144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:22.650199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:22.650241] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:22.654937] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-03T20:38:22.655411] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-03T20:38:22.655634] [INFO ] [sig       ] CTRN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:22.810848] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTRN.txt
[2025-12-03T20:38:22.811035] [INFO ] [sig       ] [808/3516] Completed CTRN in 0.4s | 2.96 sym/s | Total: 4.6m | ETA: 15.3m
[2025-12-03T20:38:22.811075] [INFO ] [sig       ] [809/3516] Forecasting CTS...
[2025-12-03T20:38:22.811104] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-03T20:38:22.811133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-03T20:38:22.821963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-03T20:38:22.822334] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-03T20:38:22.823134] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-03T20:38:22.823185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:22.823216] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:22.823242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:22.823296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:22.881965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:22.882948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:22.883042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:22.883075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:23.002845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:23.003004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:23.003042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:23.003069] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:23.006422] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-03T20:38:23.006752] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-03T20:38:23.006890] [INFO ] [sig       ] CTS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:23.146280] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTS.txt
[2025-12-03T20:38:23.146438] [INFO ] [sig       ] [809/3516] Completed CTS in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:23.146475] [INFO ] [sig       ] [810/3516] Forecasting CTSH...
[2025-12-03T20:38:23.146504] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-03T20:38:23.146533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-03T20:38:23.159539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-03T20:38:23.159961] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-03T20:38:23.160767] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-03T20:38:23.160816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:23.160846] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:23.160870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:23.160924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:23.217899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:23.218783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:23.218869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:23.218900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:23.339120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:23.339255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:23.339295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:23.339322] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:23.342711] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=37.67%)
[2025-12-03T20:38:23.342982] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-03T20:38:23.343109] [INFO ] [sig       ] CTSH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:23.481270] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CTSH.txt
[2025-12-03T20:38:23.481407] [INFO ] [sig       ] [810/3516] Completed CTSH in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:23.481445] [INFO ] [sig       ] [811/3516] Forecasting CTVA...
[2025-12-03T20:38:23.481474] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-03T20:38:23.481502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-03T20:38:23.493056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-03T20:38:23.493383] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-03T20:38:23.494217] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-03T20:38:23.494279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:23.494312] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:23.494338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:23.494394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:23.552772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:23.553431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:23.553511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:23.553544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:23.700204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:23.700414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:23.700465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:23.700500] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:23.704556] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-03T20:38:23.704913] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-03T20:38:23.705054] [INFO ] [sig       ] CTVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:23.853385] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CTVA.txt
[2025-12-03T20:38:23.853517] [INFO ] [sig       ] [811/3516] Completed CTVA in 0.4s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:23.853555] [INFO ] [sig       ] [812/3516] Forecasting CUBE...
[2025-12-03T20:38:23.853601] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-03T20:38:23.853632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-03T20:38:23.864928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-03T20:38:23.865238] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-03T20:38:23.866072] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-03T20:38:23.866123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:23.866192] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:23.866221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:23.866279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:23.926229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:23.927093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:23.927175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:23.927208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:24.046247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:24.046397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:24.046436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:24.046462] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:24.050230] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=62.12%)
[2025-12-03T20:38:24.050506] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-03T20:38:24.050658] [INFO ] [sig       ] CUBE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:24.187251] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CUBE.txt
[2025-12-03T20:38:24.187373] [INFO ] [sig       ] [812/3516] Completed CUBE in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:24.187412] [INFO ] [sig       ] [813/3516] Forecasting CUBI...
[2025-12-03T20:38:24.187440] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-03T20:38:24.187468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-03T20:38:24.198333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-03T20:38:24.198630] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-03T20:38:24.199372] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-03T20:38:24.199422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:24.199452] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:24.199477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:24.199532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:24.255194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:24.255809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:24.255883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:24.255914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:24.379353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:24.379499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:24.379536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:24.379564] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:24.383009] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=39.30%)
[2025-12-03T20:38:24.383290] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-03T20:38:24.383418] [INFO ] [sig       ] CUBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:24.532783] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CUBI.txt
[2025-12-03T20:38:24.532914] [INFO ] [sig       ] [813/3516] Completed CUBI in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:24.532958] [INFO ] [sig       ] [814/3516] Forecasting CUK...
[2025-12-03T20:38:24.532988] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-03T20:38:24.533017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-03T20:38:24.544527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-03T20:38:24.544829] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-03T20:38:24.545598] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-03T20:38:24.545648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:24.545679] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:24.545705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:24.545761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:24.600903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:24.601689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:24.601770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:24.601802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:24.724147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:24.724298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:24.724337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:24.724365] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:24.727660] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=50.48%)
[2025-12-03T20:38:24.727932] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-03T20:38:24.728091] [INFO ] [sig       ] CUK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:24.864105] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CUK.txt
[2025-12-03T20:38:24.864230] [INFO ] [sig       ] [814/3516] Completed CUK in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:24.864273] [INFO ] [sig       ] [815/3516] Forecasting CULP...
[2025-12-03T20:38:24.864304] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-03T20:38:24.864333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-03T20:38:24.875224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-03T20:38:24.875526] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-03T20:38:24.876292] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-03T20:38:24.876341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:24.876371] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:24.876396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:24.876450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:24.933319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:24.933938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:24.934014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:24.934045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:25.037281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:25.037413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:25.037447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:25.037505] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:25.040782] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=45.30%)
[2025-12-03T20:38:25.041044] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-03T20:38:25.041166] [INFO ] [sig       ] CULP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:25.182870] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CULP.txt
[2025-12-03T20:38:25.183003] [INFO ] [sig       ] [815/3516] Completed CULP in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:25.183050] [INFO ] [sig       ] [816/3516] Forecasting CURI...
[2025-12-03T20:38:25.183083] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-03T20:38:25.183111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-03T20:38:25.194350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-03T20:38:25.194667] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-03T20:38:25.195413] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-03T20:38:25.195462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:25.195493] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:25.195519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:25.195594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:25.250709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:25.251388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:25.251464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:25.251495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:25.367684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:25.367830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:25.367866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:25.367893] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:25.371200] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-03T20:38:25.371470] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-03T20:38:25.371631] [INFO ] [sig       ] CURI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:25.507416] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CURI.txt
[2025-12-03T20:38:25.507589] [INFO ] [sig       ] [816/3516] Completed CURI in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:25.507630] [INFO ] [sig       ] [817/3516] Forecasting CUZ...
[2025-12-03T20:38:25.507659] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-03T20:38:25.507687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-03T20:38:25.518598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-03T20:38:25.518894] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-03T20:38:25.519671] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-03T20:38:25.519720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:25.519750] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:25.519775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:25.519831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:25.575963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:25.576706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:25.576784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:25.576816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:25.697139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:25.697292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:25.697331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:25.697361] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:25.701350] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-12-03T20:38:25.701690] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-03T20:38:25.701832] [INFO ] [sig       ] CUZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:25.845752] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CUZ.txt
[2025-12-03T20:38:25.845908] [INFO ] [sig       ] [817/3516] Completed CUZ in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:25.845949] [INFO ] [sig       ] [818/3516] Forecasting CVAC...
[2025-12-03T20:38:25.845978] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-03T20:38:25.846007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-03T20:38:25.857613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-03T20:38:25.858034] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-03T20:38:25.858852] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-03T20:38:25.858903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:25.858934] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:25.858961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:25.859018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:25.920917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:25.921985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:25.922093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:25.922126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:26.054463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:26.054656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:26.054725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:26.054754] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:26.058525] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: UP (p=75.70%)
[2025-12-03T20:38:26.058829] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-03T20:38:26.058977] [INFO ] [sig       ] CVAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:26.207013] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CVAC.txt
[2025-12-03T20:38:26.207196] [INFO ] [sig       ] [818/3516] Completed CVAC in 0.4s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:26.207255] [INFO ] [sig       ] [819/3516] Forecasting CVBF...
[2025-12-03T20:38:26.207288] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-03T20:38:26.207317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-03T20:38:26.224974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-03T20:38:26.225420] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-03T20:38:26.226828] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-03T20:38:26.226897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:26.226944] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:26.226987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:26.227077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:26.296084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:26.296995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:26.297092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:26.297133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:26.438059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:26.438227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:26.438271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:26.438302] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:26.442523] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-12-03T20:38:26.442877] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-03T20:38:26.443027] [INFO ] [sig       ] CVBF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:26.587289] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CVBF.txt
[2025-12-03T20:38:26.587451] [INFO ] [sig       ] [819/3516] Completed CVBF in 0.4s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:26.587492] [INFO ] [sig       ] [820/3516] Forecasting CVCO...
[2025-12-03T20:38:26.587521] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-03T20:38:26.587550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-03T20:38:26.599609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-03T20:38:26.599995] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-03T20:38:26.600810] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-03T20:38:26.600862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:26.600894] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:26.600920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:26.600975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:26.665486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:26.666501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:26.666627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:26.666663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:26.793318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:26.793472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:26.793511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:26.793538] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:26.797113] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=43.26%)
[2025-12-03T20:38:26.797418] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-03T20:38:26.797555] [INFO ] [sig       ] CVCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:26.939100] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CVCO.txt
[2025-12-03T20:38:26.939265] [INFO ] [sig       ] [820/3516] Completed CVCO in 0.4s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:26.939304] [INFO ] [sig       ] [821/3516] Forecasting CVE...
[2025-12-03T20:38:26.939333] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-03T20:38:26.939361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-03T20:38:26.952503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-03T20:38:26.952914] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-03T20:38:26.953769] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-03T20:38:26.953820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:26.953851] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:26.953877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:26.953931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:27.011276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:27.012218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:27.012302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:27.012334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:27.140890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:27.141045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:27.141083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:27.141110] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:27.144598] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-12-03T20:38:27.144890] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-03T20:38:27.145023] [INFO ] [sig       ] CVE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:27.288974] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CVE.txt
[2025-12-03T20:38:27.289125] [INFO ] [sig       ] [821/3516] Completed CVE in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:27.289169] [INFO ] [sig       ] [822/3516] Forecasting CVEO...
[2025-12-03T20:38:27.289197] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-03T20:38:27.289225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-03T20:38:27.304333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-03T20:38:27.304822] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-03T20:38:27.305723] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-03T20:38:27.305784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:27.305832] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:27.305859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:27.305917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:27.384068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:27.385013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:27.385149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:27.385185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:27.511324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:27.511481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:27.511520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:27.511549] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:27.515370] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=65.17%)
[2025-12-03T20:38:27.515779] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-03T20:38:27.515932] [INFO ] [sig       ] CVEO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:27.660657] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CVEO.txt
[2025-12-03T20:38:27.660814] [INFO ] [sig       ] [822/3516] Completed CVEO in 0.4s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:27.660854] [INFO ] [sig       ] [823/3516] Forecasting CVGI...
[2025-12-03T20:38:27.660884] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-03T20:38:27.660911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-03T20:38:27.672364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-03T20:38:27.672741] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-03T20:38:27.673724] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-03T20:38:27.673773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:27.673805] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:27.673830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:27.673884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:27.730297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:27.731083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:27.731165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:27.731198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:27.854052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:27.854205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:27.854247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:27.854276] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:27.857598] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=15.37%)
[2025-12-03T20:38:27.857875] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-03T20:38:27.858014] [INFO ] [sig       ] CVGI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:27.993708] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CVGI.txt
[2025-12-03T20:38:27.993834] [INFO ] [sig       ] [823/3516] Completed CVGI in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:27.993874] [INFO ] [sig       ] [824/3516] Forecasting CVI...
[2025-12-03T20:38:27.993902] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-03T20:38:27.993930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-03T20:38:28.005676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-03T20:38:28.005958] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-03T20:38:28.006740] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-03T20:38:28.006789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:28.006820] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:28.006845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:28.006901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:28.062684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:28.063310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:28.063396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:28.063429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:28.185748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:28.185901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:28.185938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:28.185965] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:28.189957] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-03T20:38:28.190277] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-03T20:38:28.190425] [INFO ] [sig       ] CVI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:28.328720] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CVI.txt
[2025-12-03T20:38:28.328852] [INFO ] [sig       ] [824/3516] Completed CVI in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:28.328890] [INFO ] [sig       ] [825/3516] Forecasting CVKD...
[2025-12-03T20:38:28.328918] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-03T20:38:28.328947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-03T20:38:28.340164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-03T20:38:28.340467] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-03T20:38:28.341239] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-03T20:38:28.341290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:28.341321] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:28.341346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:28.341401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:28.396156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:28.396809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:28.396885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:28.396915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:28.519099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:28.519271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:28.519310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:28.519338] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:28.522692] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-12-03T20:38:28.522967] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-03T20:38:28.523093] [INFO ] [sig       ] CVKD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:28.659092] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CVKD.txt
[2025-12-03T20:38:28.659260] [INFO ] [sig       ] [825/3516] Completed CVKD in 0.3s | 2.96 sym/s | Total: 4.6m | ETA: 15.2m
[2025-12-03T20:38:28.659299] [INFO ] [sig       ] [826/3516] Forecasting CVNA...
[2025-12-03T20:38:28.659333] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-03T20:38:28.659363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-03T20:38:28.670563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-03T20:38:28.670861] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-03T20:38:28.671632] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-03T20:38:28.671682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:28.671712] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:28.671738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:28.671793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:28.726950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:28.727710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:28.727786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:28.727818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:28.842748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:28.842901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:28.842941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:28.842968] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:28.846346] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2025-12-03T20:38:28.846657] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-03T20:38:28.846790] [INFO ] [sig       ] CVNA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:28.982115] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CVNA.txt
[2025-12-03T20:38:28.982260] [INFO ] [sig       ] [826/3516] Completed CVNA in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.2m
[2025-12-03T20:38:28.982297] [INFO ] [sig       ] [827/3516] Forecasting CVRX...
[2025-12-03T20:38:28.982325] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-03T20:38:28.982354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-03T20:38:28.993878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-03T20:38:28.994170] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-03T20:38:28.994955] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-03T20:38:28.995004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:28.995035] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:28.995061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:28.995116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:29.050908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:29.051528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:29.051628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:29.051662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:29.171046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:29.171198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:29.171236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:29.171263] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:29.174563] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: DOWN (p=23.46%)
[2025-12-03T20:38:29.174847] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-03T20:38:29.174970] [INFO ] [sig       ] CVRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:29.316616] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CVRX.txt
[2025-12-03T20:38:29.316767] [INFO ] [sig       ] [827/3516] Completed CVRX in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.2m
[2025-12-03T20:38:29.316806] [INFO ] [sig       ] [828/3516] Forecasting CVS...
[2025-12-03T20:38:29.316835] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-03T20:38:29.316864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-03T20:38:29.331442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-03T20:38:29.331944] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-03T20:38:29.333030] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-03T20:38:29.333093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:29.333141] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:29.333187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:29.333271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:29.400792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:29.401687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:29.401770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:29.401803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:29.525611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:29.525765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:29.525802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:29.525830] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:29.530072] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-03T20:38:29.530540] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-03T20:38:29.530736] [INFO ] [sig       ] CVS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:29.673693] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CVS.txt
[2025-12-03T20:38:29.673828] [INFO ] [sig       ] [828/3516] Completed CVS in 0.4s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:29.673867] [INFO ] [sig       ] [829/3516] Forecasting CVX...
[2025-12-03T20:38:29.673896] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-03T20:38:29.673924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-03T20:38:29.685172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-03T20:38:29.685490] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-03T20:38:29.686259] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-03T20:38:29.686308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:29.686367] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:29.686394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:29.686449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:29.744056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:29.744757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:29.744835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:29.744871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:29.869559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:29.869732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:29.869772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:29.869831] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:29.873260] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-03T20:38:29.873545] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-03T20:38:29.873695] [INFO ] [sig       ] CVX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:30.017275] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CVX.txt
[2025-12-03T20:38:30.017429] [INFO ] [sig       ] [829/3516] Completed CVX in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:30.017468] [INFO ] [sig       ] [830/3516] Forecasting CWAN...
[2025-12-03T20:38:30.017496] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-03T20:38:30.017525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-03T20:38:30.028303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-03T20:38:30.028609] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-03T20:38:30.029374] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-03T20:38:30.029424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:30.029455] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:30.029480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:30.029534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:30.084929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:30.085938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:30.086034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:30.086080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:30.206038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:30.206184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:30.206222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:30.206250] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:30.209540] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=51.48%)
[2025-12-03T20:38:30.209822] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-03T20:38:30.209947] [INFO ] [sig       ] CWAN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:30.348063] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CWAN.txt
[2025-12-03T20:38:30.348198] [INFO ] [sig       ] [830/3516] Completed CWAN in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:30.348236] [INFO ] [sig       ] [831/3516] Forecasting CWBC...
[2025-12-03T20:38:30.348271] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-03T20:38:30.348310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-03T20:38:30.359599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-03T20:38:30.359903] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-03T20:38:30.360707] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-03T20:38:30.360758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:30.360791] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:30.360817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:30.360873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:30.418238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:30.419104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:30.419184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:30.419235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:30.541523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:30.541698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:30.541738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:30.541765] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:30.545195] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-12-03T20:38:30.545471] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-03T20:38:30.545621] [INFO ] [sig       ] CWBC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:30.689272] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CWBC.txt
[2025-12-03T20:38:30.689421] [INFO ] [sig       ] [831/3516] Completed CWBC in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:30.689461] [INFO ] [sig       ] [832/3516] Forecasting CWCO...
[2025-12-03T20:38:30.689490] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-03T20:38:30.689525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-03T20:38:30.700473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-03T20:38:30.700826] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-03T20:38:30.701629] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-03T20:38:30.701679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:30.701712] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:30.701738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:30.701794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:30.759835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:30.760631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:30.760713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:30.760746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:30.877414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:30.877561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:30.877615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:30.877675] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:30.881003] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-03T20:38:30.881269] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-03T20:38:30.881392] [INFO ] [sig       ] CWCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:31.021038] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CWCO.txt
[2025-12-03T20:38:31.021180] [INFO ] [sig       ] [832/3516] Completed CWCO in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:31.021228] [INFO ] [sig       ] [833/3516] Forecasting CWD...
[2025-12-03T20:38:31.021257] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-03T20:38:31.021286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-03T20:38:31.032989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-03T20:38:31.033386] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-03T20:38:31.034222] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-03T20:38:31.034273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:31.034305] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:31.034330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:31.034398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:31.089141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:31.089904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:31.089984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:31.090015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:31.198433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:31.198608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:31.198647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:31.198675] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:31.202054] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=85.51%)
[2025-12-03T20:38:31.202328] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-03T20:38:31.202458] [INFO ] [sig       ] CWD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:31.338627] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CWD.txt
[2025-12-03T20:38:31.338753] [INFO ] [sig       ] [833/3516] Completed CWD in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:31.338791] [INFO ] [sig       ] [834/3516] Forecasting CWEN...
[2025-12-03T20:38:31.338821] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-03T20:38:31.338849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-03T20:38:31.350564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-03T20:38:31.350906] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-03T20:38:31.351702] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-03T20:38:31.351751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:31.351781] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:31.351806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:31.351861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:31.407651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:31.408652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:31.408736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:31.408768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:31.528274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:31.528426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:31.528463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:31.528490] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:31.531828] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-12-03T20:38:31.532098] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-03T20:38:31.532225] [INFO ] [sig       ] CWEN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:31.667435] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CWEN.txt
[2025-12-03T20:38:31.667589] [INFO ] [sig       ] [834/3516] Completed CWEN in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:31.667630] [INFO ] [sig       ] [835/3516] Forecasting CWH...
[2025-12-03T20:38:31.667659] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-03T20:38:31.667688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-03T20:38:31.679509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-03T20:38:31.679904] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-03T20:38:31.680728] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-03T20:38:31.680792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:31.680826] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:31.680853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:31.680909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:31.738396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:31.739019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:31.739100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:31.739133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:31.858781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:31.858905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:31.858940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:31.858967] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:31.862257] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=11.88%)
[2025-12-03T20:38:31.862529] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-03T20:38:31.862677] [INFO ] [sig       ] CWH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:32.009014] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CWH.txt
[2025-12-03T20:38:32.009202] [INFO ] [sig       ] [835/3516] Completed CWH in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:32.009250] [INFO ] [sig       ] [836/3516] Forecasting CWK...
[2025-12-03T20:38:32.009281] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-03T20:38:32.009318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-03T20:38:32.021515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-03T20:38:32.021962] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-03T20:38:32.022806] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-03T20:38:32.022857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:32.022890] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:32.022918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:32.022974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:32.096078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:32.096999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:32.097091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:32.097125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:32.213956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:32.214112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:32.214150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:32.214177] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:32.217527] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-03T20:38:32.217833] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-03T20:38:32.217964] [INFO ] [sig       ] CWK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:32.356156] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CWK.txt
[2025-12-03T20:38:32.356312] [INFO ] [sig       ] [836/3516] Completed CWK in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:32.356351] [INFO ] [sig       ] [837/3516] Forecasting CXDO...
[2025-12-03T20:38:32.356379] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-03T20:38:32.356408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-03T20:38:32.367643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-03T20:38:32.368031] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-03T20:38:32.368813] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-03T20:38:32.368863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:32.368893] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:32.368919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:32.368974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:32.427820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:32.428801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:32.428891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:32.428923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:32.545409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:32.545586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:32.545626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:32.545652] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:32.548979] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=49.50%)
[2025-12-03T20:38:32.549280] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-03T20:38:32.549420] [INFO ] [sig       ] CXDO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:32.687619] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CXDO.txt
[2025-12-03T20:38:32.687768] [INFO ] [sig       ] [837/3516] Completed CXDO in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:32.687809] [INFO ] [sig       ] [838/3516] Forecasting CXE...
[2025-12-03T20:38:32.687838] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-03T20:38:32.687868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-03T20:38:32.707614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-03T20:38:32.707966] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-03T20:38:32.708786] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-03T20:38:32.708836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:32.708868] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:32.708896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:32.708952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:32.765649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:32.766483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:32.766563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:32.766615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:32.890718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:32.890869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:32.890905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:32.890933] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:32.894246] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-03T20:38:32.894548] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-03T20:38:32.894702] [INFO ] [sig       ] CXE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:33.034874] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CXE.txt
[2025-12-03T20:38:33.035034] [INFO ] [sig       ] [838/3516] Completed CXE in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:33.035075] [INFO ] [sig       ] [839/3516] Forecasting CXSE...
[2025-12-03T20:38:33.035105] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-03T20:38:33.035133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-03T20:38:33.046949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-03T20:38:33.047351] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-03T20:38:33.048197] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-03T20:38:33.048249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:33.048280] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:33.048307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:33.048361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:33.111718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:33.112708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:33.112841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:33.112884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:33.232229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:33.232425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:33.232467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:33.232496] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:33.235989] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-03T20:38:33.236275] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-03T20:38:33.236415] [INFO ] [sig       ] CXSE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:33.376112] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CXSE.txt
[2025-12-03T20:38:33.376267] [INFO ] [sig       ] [839/3516] Completed CXSE in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:33.376306] [INFO ] [sig       ] [840/3516] Forecasting CYD...
[2025-12-03T20:38:33.376337] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-03T20:38:33.376366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-03T20:38:33.388352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-03T20:38:33.388732] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-03T20:38:33.389530] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-03T20:38:33.389607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:33.389640] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:33.389666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:33.389722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:33.445869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:33.446740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:33.446823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:33.446856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:33.563239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:33.563391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:33.563429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:33.563456] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:33.566782] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=62.02%)
[2025-12-03T20:38:33.567068] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-03T20:38:33.567197] [INFO ] [sig       ] CYD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:33.707033] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CYD.txt
[2025-12-03T20:38:33.707174] [INFO ] [sig       ] [840/3516] Completed CYD in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:33.707215] [INFO ] [sig       ] [841/3516] Forecasting CYH...
[2025-12-03T20:38:33.707245] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-03T20:38:33.707274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-03T20:38:33.719184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-03T20:38:33.719515] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-03T20:38:33.720316] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-03T20:38:33.720367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:33.720400] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:33.720436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:33.720501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:33.777882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:33.778614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:33.778697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:33.778728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:33.902795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:33.902946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:33.902985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:33.903012] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:33.906455] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-03T20:38:33.906761] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-03T20:38:33.906893] [INFO ] [sig       ] CYH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:34.047546] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CYH.txt
[2025-12-03T20:38:34.047719] [INFO ] [sig       ] [841/3516] Completed CYH in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:34.047760] [INFO ] [sig       ] [842/3516] Forecasting CYN...
[2025-12-03T20:38:34.047788] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-03T20:38:34.047816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-03T20:38:34.059454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-03T20:38:34.059790] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-03T20:38:34.060602] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-03T20:38:34.060653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:34.060686] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:34.060713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:34.060769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:34.117556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:34.118296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:34.118376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:34.118407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:34.236962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:34.237123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:34.237181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:34.237211] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:34.240729] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-12-03T20:38:34.241030] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-03T20:38:34.241170] [INFO ] [sig       ] CYN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:34.378515] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CYN.txt
[2025-12-03T20:38:34.378687] [INFO ] [sig       ] [842/3516] Completed CYN in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:34.378728] [INFO ] [sig       ] [843/3516] Forecasting CYRX...
[2025-12-03T20:38:34.378756] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-03T20:38:34.378784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-03T20:38:34.389752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-03T20:38:34.390051] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-03T20:38:34.390820] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-03T20:38:34.390869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:34.390901] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:34.390927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:34.390982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:34.446181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:34.446935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:34.447015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:34.447047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:34.569659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:34.569812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:34.569849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:34.569878] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:34.573325] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-03T20:38:34.573628] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-03T20:38:34.573761] [INFO ] [sig       ] CYRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:34.714856] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CYRX.txt
[2025-12-03T20:38:34.715030] [INFO ] [sig       ] [843/3516] Completed CYRX in 0.3s | 2.96 sym/s | Total: 4.7m | ETA: 15.1m
[2025-12-03T20:38:34.715090] [INFO ] [sig       ] [844/3516] Forecasting CYTK...
[2025-12-03T20:38:34.715128] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-03T20:38:34.715169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-03T20:38:34.727162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-03T20:38:34.727481] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-03T20:38:34.728306] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-03T20:38:34.728356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:34.728386] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:34.728413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:34.728468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:34.784146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:34.784907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:34.784985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:34.785016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:34.911298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:34.911453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:34.911490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:34.911525] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:34.915033] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-03T20:38:34.915635] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-03T20:38:34.915775] [INFO ] [sig       ] CYTK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:35.058210] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/CYTK.txt
[2025-12-03T20:38:35.058344] [INFO ] [sig       ] [844/3516] Completed CYTK in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.1m
[2025-12-03T20:38:35.058383] [INFO ] [sig       ] [845/3516] Forecasting CZFS...
[2025-12-03T20:38:35.058411] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-03T20:38:35.058440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-03T20:38:35.068829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-03T20:38:35.069113] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-03T20:38:35.070081] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-03T20:38:35.070141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:35.070179] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:35.070206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:35.070276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:35.127063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:35.127882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:35.127961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:35.128010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:35.219267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:35.219408] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:38:35.219445] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:35.219474] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:35.222726] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2025-12-03T20:38:35.222992] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-03T20:38:35.223115] [INFO ] [sig       ] CZFS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:35.363142] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CZFS.txt
[2025-12-03T20:38:35.363272] [INFO ] [sig       ] [845/3516] Completed CZFS in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:35.363312] [INFO ] [sig       ] [846/3516] Forecasting CZNC...
[2025-12-03T20:38:35.363339] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-03T20:38:35.363366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-03T20:38:35.375089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-03T20:38:35.375388] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-03T20:38:35.376331] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-03T20:38:35.376381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:35.376448] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:35.376476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:35.376533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:35.437265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:35.438120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:35.438207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:35.438246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:35.556656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:35.556808] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:38:35.556845] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:35.556874] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:35.560170] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-03T20:38:35.560432] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-03T20:38:35.560555] [INFO ] [sig       ] CZNC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:35.697439] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CZNC.txt
[2025-12-03T20:38:35.697588] [INFO ] [sig       ] [846/3516] Completed CZNC in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:35.697635] [INFO ] [sig       ] [847/3516] Forecasting CZWI...
[2025-12-03T20:38:35.697667] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-03T20:38:35.697698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-03T20:38:35.709315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-03T20:38:35.709643] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-03T20:38:35.710514] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-03T20:38:35.710563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:35.710618] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:35.710645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:35.710699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:35.765506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:35.766340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:35.766422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:35.766454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:35.880555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:35.880731] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:38:35.880773] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:35.880800] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:35.884352] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: DOWN (p=27.92%)
[2025-12-03T20:38:35.884731] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-03T20:38:35.884885] [INFO ] [sig       ] CZWI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:36.028632] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/CZWI.txt
[2025-12-03T20:38:36.028808] [INFO ] [sig       ] [847/3516] Completed CZWI in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:36.028864] [INFO ] [sig       ] [848/3516] Forecasting DAIO...
[2025-12-03T20:38:36.028898] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-03T20:38:36.028928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-03T20:38:36.040534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-03T20:38:36.040870] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-03T20:38:36.041677] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-03T20:38:36.041728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:36.041760] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:36.041785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:36.041841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:36.100826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:36.101740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:36.101825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:36.101857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:36.215807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:36.215968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:36.216006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:36.216034] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:36.219511] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=48.34%)
[2025-12-03T20:38:36.219824] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-03T20:38:36.219960] [INFO ] [sig       ] DAIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:36.360157] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DAIO.txt
[2025-12-03T20:38:36.360303] [INFO ] [sig       ] [848/3516] Completed DAIO in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:36.360342] [INFO ] [sig       ] [849/3516] Forecasting DAL...
[2025-12-03T20:38:36.360373] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-03T20:38:36.360408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-03T20:38:36.372849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-03T20:38:36.373280] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-03T20:38:36.374094] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-03T20:38:36.374144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:36.374174] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:36.374199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:36.374254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:36.431229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:36.432146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:36.432234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:36.432267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:36.554626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:36.554789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:36.554829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:36.554919] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:36.558471] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-12-03T20:38:36.558807] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-03T20:38:36.558948] [INFO ] [sig       ] DAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:36.701041] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DAL.txt
[2025-12-03T20:38:36.701172] [INFO ] [sig       ] [849/3516] Completed DAL in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:36.701215] [INFO ] [sig       ] [850/3516] Forecasting DAN...
[2025-12-03T20:38:36.701245] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-03T20:38:36.701274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-03T20:38:36.713435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-03T20:38:36.713825] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-03T20:38:36.714658] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-03T20:38:36.714709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:36.714740] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:36.714765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:36.714821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:36.772833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:36.773684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:36.773770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:36.773801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:36.899331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:36.899490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:36.899528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:36.899554] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:36.903094] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-12-03T20:38:36.903377] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-03T20:38:36.903510] [INFO ] [sig       ] DAN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:37.043320] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DAN.txt
[2025-12-03T20:38:37.043502] [INFO ] [sig       ] [850/3516] Completed DAN in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:37.043550] [INFO ] [sig       ] [851/3516] Forecasting DAO...
[2025-12-03T20:38:37.043599] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-03T20:38:37.043631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-03T20:38:37.055290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-03T20:38:37.055652] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-03T20:38:37.056439] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-03T20:38:37.056492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:37.056523] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:37.056549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:37.056624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:37.112635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:37.113420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:37.113500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:37.113531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:37.233193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:37.233344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:37.233382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:37.233414] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:37.236809] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2025-12-03T20:38:37.237087] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-03T20:38:37.237215] [INFO ] [sig       ] DAO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:37.376250] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DAO.txt
[2025-12-03T20:38:37.376395] [INFO ] [sig       ] [851/3516] Completed DAO in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:37.376432] [INFO ] [sig       ] [852/3516] Forecasting DAPP...
[2025-12-03T20:38:37.376469] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-03T20:38:37.376499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-03T20:38:37.390018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-03T20:38:37.390314] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-03T20:38:37.391300] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-03T20:38:37.391349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:37.391379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:37.391404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:37.391458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:37.447815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:37.448541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:37.448638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:37.448672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:37.571840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:37.571991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:37.572029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:37.572056] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:37.575649] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-03T20:38:37.575922] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-03T20:38:37.576051] [INFO ] [sig       ] DAPP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:37.715553] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DAPP.txt
[2025-12-03T20:38:37.715708] [INFO ] [sig       ] [852/3516] Completed DAPP in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:37.715750] [INFO ] [sig       ] [853/3516] Forecasting DARE...
[2025-12-03T20:38:37.715782] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-03T20:38:37.715825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-03T20:38:37.726992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-03T20:38:37.727289] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-03T20:38:37.728102] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-03T20:38:37.728153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:37.728184] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:37.728210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:37.728264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:37.785542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:37.786284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:37.786364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:37.786396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:37.901524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:37.901701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:37.901749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:37.901796] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:37.905252] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-12-03T20:38:37.905564] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-03T20:38:37.905724] [INFO ] [sig       ] DARE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:38.049145] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DARE.txt
[2025-12-03T20:38:38.049300] [INFO ] [sig       ] [853/3516] Completed DARE in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:38.049343] [INFO ] [sig       ] [854/3516] Forecasting DASH...
[2025-12-03T20:38:38.049375] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-03T20:38:38.049406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-03T20:38:38.062090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-03T20:38:38.062466] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-03T20:38:38.063258] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-03T20:38:38.063309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:38.063340] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:38.063365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:38.063419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:38.118991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:38.119868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:38.119969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:38.120001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:38.241999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:38.242151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:38.242189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:38.242216] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:38.245653] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-03T20:38:38.245943] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-03T20:38:38.246073] [INFO ] [sig       ] DASH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:38.386299] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DASH.txt
[2025-12-03T20:38:38.386423] [INFO ] [sig       ] [854/3516] Completed DASH in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:38.386460] [INFO ] [sig       ] [855/3516] Forecasting DAVA...
[2025-12-03T20:38:38.386488] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-03T20:38:38.386516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-03T20:38:38.397959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-03T20:38:38.398293] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-03T20:38:38.399130] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-03T20:38:38.399180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:38.399212] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:38.399238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:38.399294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:38.457278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:38.458044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:38.458137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:38.458169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:38.576636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:38.576774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:38.576811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:38.576838] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:38.580107] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-12-03T20:38:38.580370] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-03T20:38:38.580492] [INFO ] [sig       ] DAVA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:38.717551] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DAVA.txt
[2025-12-03T20:38:38.717691] [INFO ] [sig       ] [855/3516] Completed DAVA in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:38.717730] [INFO ] [sig       ] [856/3516] Forecasting DAVE...
[2025-12-03T20:38:38.717759] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-03T20:38:38.717787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-03T20:38:38.728751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-03T20:38:38.729036] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-03T20:38:38.729858] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-03T20:38:38.729909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:38.729940] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:38.729967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:38.730022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:38.785850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:38.786425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:38.786527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:38.786570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:38.905617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:38.905736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:38.905771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:38.905798] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:38.909032] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=93.69%)
[2025-12-03T20:38:38.909295] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-03T20:38:38.909422] [INFO ] [sig       ] DAVE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:39.046448] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DAVE.txt
[2025-12-03T20:38:39.046566] [INFO ] [sig       ] [856/3516] Completed DAVE in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:39.046621] [INFO ] [sig       ] [857/3516] Forecasting DAWN...
[2025-12-03T20:38:39.046651] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-03T20:38:39.046679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-03T20:38:39.057415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-03T20:38:39.057747] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-03T20:38:39.058559] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-03T20:38:39.058634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:39.058668] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:39.058705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:39.058764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:39.114490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:39.115314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:39.115396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:39.115428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:39.231504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:39.231678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:39.231716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:39.231743] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:39.235014] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: UP (p=79.52%)
[2025-12-03T20:38:39.235279] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-03T20:38:39.235402] [INFO ] [sig       ] DAWN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:39.371475] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DAWN.txt
[2025-12-03T20:38:39.371627] [INFO ] [sig       ] [857/3516] Completed DAWN in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:39.371668] [INFO ] [sig       ] [858/3516] Forecasting DB...
[2025-12-03T20:38:39.371696] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-03T20:38:39.371724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-03T20:38:39.382625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-03T20:38:39.382928] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-03T20:38:39.383741] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-03T20:38:39.383791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:39.383822] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:39.383849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:39.383905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:39.438904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:39.439500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:39.439593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:39.439626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:39.563514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:39.563659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:39.563695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:39.563722] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:39.566951] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=61.99%)
[2025-12-03T20:38:39.567214] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-03T20:38:39.567337] [INFO ] [sig       ] DB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:39.703803] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DB.txt
[2025-12-03T20:38:39.703928] [INFO ] [sig       ] [858/3516] Completed DB in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:39.703967] [INFO ] [sig       ] [859/3516] Forecasting DBI...
[2025-12-03T20:38:39.703995] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-03T20:38:39.704023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-03T20:38:39.715372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-03T20:38:39.715691] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-03T20:38:39.716468] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-03T20:38:39.716517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:39.716549] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:39.716595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:39.716655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:39.771924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:39.772517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:39.772613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:39.772647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:39.892271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:39.892395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:39.892429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:39.892457] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:39.895678] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=93.98%)
[2025-12-03T20:38:39.895949] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-03T20:38:39.896073] [INFO ] [sig       ] DBI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:40.031980] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DBI.txt
[2025-12-03T20:38:40.032152] [INFO ] [sig       ] [859/3516] Completed DBI in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:40.032218] [INFO ] [sig       ] [860/3516] Forecasting DBL...
[2025-12-03T20:38:40.032260] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-03T20:38:40.032301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-03T20:38:40.043754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-03T20:38:40.044040] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-03T20:38:40.044839] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-03T20:38:40.044890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:40.044922] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:40.044949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:40.045005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:40.102036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:40.102737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:40.102816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:40.102849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:40.222089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:40.222227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:40.222264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:40.222297] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:40.225788] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=48.97%)
[2025-12-03T20:38:40.226089] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-03T20:38:40.226224] [INFO ] [sig       ] DBL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:40.363683] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DBL.txt
[2025-12-03T20:38:40.363813] [INFO ] [sig       ] [860/3516] Completed DBL in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:40.363850] [INFO ] [sig       ] [861/3516] Forecasting DBRG...
[2025-12-03T20:38:40.363880] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-03T20:38:40.363915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-03T20:38:40.375061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-03T20:38:40.375360] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-03T20:38:40.376127] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-03T20:38:40.376175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:40.376205] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:40.376231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:40.376286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:40.431166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:40.431958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:40.432036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:40.432067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:40.553645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:40.553803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:40.553842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:40.553868] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:40.557213] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-03T20:38:40.557482] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-03T20:38:40.557624] [INFO ] [sig       ] DBRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:40.695835] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DBRG.txt
[2025-12-03T20:38:40.695962] [INFO ] [sig       ] [861/3516] Completed DBRG in 0.3s | 2.96 sym/s | Total: 4.8m | ETA: 15.0m
[2025-12-03T20:38:40.695999] [INFO ] [sig       ] [862/3516] Forecasting DBX...
[2025-12-03T20:38:40.696028] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-03T20:38:40.696056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-03T20:38:40.707400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-03T20:38:40.707758] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-03T20:38:40.708601] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-03T20:38:40.708653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:40.708686] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:40.708712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:40.708777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:40.764278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:40.765104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:40.765182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:40.765214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:40.883289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:40.883434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:40.883475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:40.883503] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:40.886776] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=0.17%)
[2025-12-03T20:38:40.887042] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-03T20:38:40.887163] [INFO ] [sig       ] DBX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:41.025518] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DBX.txt
[2025-12-03T20:38:41.025693] [INFO ] [sig       ] [862/3516] Completed DBX in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:41.025732] [INFO ] [sig       ] [863/3516] Forecasting DCBO...
[2025-12-03T20:38:41.025761] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-03T20:38:41.025789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-03T20:38:41.036945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-03T20:38:41.037250] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-03T20:38:41.038035] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-03T20:38:41.038085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:41.038142] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:41.038169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:41.038225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:41.095283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:41.096016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:41.096094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:41.096128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:41.218536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:41.218702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:41.218740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:41.218767] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:41.222170] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-03T20:38:41.222465] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-03T20:38:41.222614] [INFO ] [sig       ] DCBO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:41.379411] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DCBO.txt
[2025-12-03T20:38:41.379601] [INFO ] [sig       ] [863/3516] Completed DCBO in 0.4s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:41.379646] [INFO ] [sig       ] [864/3516] Forecasting DCI...
[2025-12-03T20:38:41.379676] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-03T20:38:41.379706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-03T20:38:41.393510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-03T20:38:41.393958] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-03T20:38:41.394882] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-03T20:38:41.394943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:41.394978] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:41.395005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:41.395063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:41.454021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:41.454917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:41.455002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:41.455035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:41.575842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:41.575986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:41.576030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:41.576058] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:41.579375] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-03T20:38:41.579693] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-03T20:38:41.579817] [INFO ] [sig       ] DCI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:41.715336] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DCI.txt
[2025-12-03T20:38:41.715470] [INFO ] [sig       ] [864/3516] Completed DCI in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:41.715509] [INFO ] [sig       ] [865/3516] Forecasting DCO...
[2025-12-03T20:38:41.715539] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-03T20:38:41.715567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-03T20:38:41.726654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-03T20:38:41.726978] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-03T20:38:41.727752] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-03T20:38:41.727801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:41.727832] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:41.727858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:41.727912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:41.784046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:41.784731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:41.784811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:41.784845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:41.903294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:41.903447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:41.903486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:41.903514] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:41.907007] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-03T20:38:41.907291] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-03T20:38:41.907420] [INFO ] [sig       ] DCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:42.049181] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DCO.txt
[2025-12-03T20:38:42.049321] [INFO ] [sig       ] [865/3516] Completed DCO in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:42.049359] [INFO ] [sig       ] [866/3516] Forecasting DCOM...
[2025-12-03T20:38:42.049389] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-03T20:38:42.049418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-03T20:38:42.061253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-03T20:38:42.061680] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-03T20:38:42.062541] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-03T20:38:42.062622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:42.062657] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:42.062684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:42.062740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:42.118747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:42.119634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:42.119717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:42.119748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:42.238790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:42.238961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:42.238999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:42.239073] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:42.242514] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2025-12-03T20:38:42.242814] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-03T20:38:42.242950] [INFO ] [sig       ] DCOM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:42.382253] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DCOM.txt
[2025-12-03T20:38:42.382408] [INFO ] [sig       ] [866/3516] Completed DCOM in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:42.382448] [INFO ] [sig       ] [867/3516] Forecasting DCTH...
[2025-12-03T20:38:42.382478] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-03T20:38:42.382510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-03T20:38:42.402249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-03T20:38:42.402650] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-03T20:38:42.403405] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-03T20:38:42.403454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:42.403485] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:42.403511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:42.403566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:42.459071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:42.459924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:42.460007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:42.460038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:42.578552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:42.578718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:42.578755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:42.578783] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:42.582081] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-12-03T20:38:42.582350] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-03T20:38:42.582476] [INFO ] [sig       ] DCTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:42.720924] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DCTH.txt
[2025-12-03T20:38:42.721080] [INFO ] [sig       ] [867/3516] Completed DCTH in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:42.721120] [INFO ] [sig       ] [868/3516] Forecasting DD...
[2025-12-03T20:38:42.721148] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-03T20:38:42.721176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-03T20:38:42.732396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-03T20:38:42.732762] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-03T20:38:42.733527] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-03T20:38:42.733592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:42.733626] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:42.733651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:42.733706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:42.789235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:42.790086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:42.790168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:42.790200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:42.910003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:42.910150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:42.910187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:42.910215] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:42.913496] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=18.18%)
[2025-12-03T20:38:42.913782] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-03T20:38:42.913909] [INFO ] [sig       ] DD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:43.052948] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DD.txt
[2025-12-03T20:38:43.053102] [INFO ] [sig       ] [868/3516] Completed DD in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:43.053141] [INFO ] [sig       ] [869/3516] Forecasting DDD...
[2025-12-03T20:38:43.053169] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-03T20:38:43.053199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-03T20:38:43.064861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-03T20:38:43.065235] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-03T20:38:43.066072] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-03T20:38:43.066125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:43.066156] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:43.066182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:43.066238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:43.122292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:43.123130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:43.123209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:43.123240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:43.242303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:43.242454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:43.242490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:43.242517] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:43.245829] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2025-12-03T20:38:43.246098] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-03T20:38:43.246222] [INFO ] [sig       ] DDD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:43.384374] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DDD.txt
[2025-12-03T20:38:43.384526] [INFO ] [sig       ] [869/3516] Completed DDD in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:43.384564] [INFO ] [sig       ] [870/3516] Forecasting DDI...
[2025-12-03T20:38:43.384614] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-03T20:38:43.384643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-03T20:38:43.395839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-03T20:38:43.396224] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-03T20:38:43.397055] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-03T20:38:43.397107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:43.397151] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:43.397180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:43.397236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:43.456557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:43.457400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:43.457478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:43.457513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:43.576605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:43.576761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:43.576799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:43.576826] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:43.580158] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-03T20:38:43.580426] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-03T20:38:43.580554] [INFO ] [sig       ] DDI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:43.717162] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DDI.txt
[2025-12-03T20:38:43.717266] [INFO ] [sig       ] [870/3516] Completed DDI in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:43.717303] [INFO ] [sig       ] [871/3516] Forecasting DDL...
[2025-12-03T20:38:43.717331] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-03T20:38:43.717359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-03T20:38:43.728286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-03T20:38:43.728565] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-03T20:38:43.729350] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-03T20:38:43.729401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:43.729433] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:43.729460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:43.729521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:43.787609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:43.788217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:43.788293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:43.788325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:43.907147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:43.907249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:43.907283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:43.907310] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:43.910468] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=85.66%)
[2025-12-03T20:38:43.910751] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-03T20:38:43.910873] [INFO ] [sig       ] DDL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:44.047218] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DDL.txt
[2025-12-03T20:38:44.047319] [INFO ] [sig       ] [871/3516] Completed DDL in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:44.047356] [INFO ] [sig       ] [872/3516] Forecasting DDOG...
[2025-12-03T20:38:44.047384] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-03T20:38:44.047411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-03T20:38:44.061648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-03T20:38:44.062152] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-03T20:38:44.063112] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-03T20:38:44.063164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:44.063197] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:44.063224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:44.063293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:44.120055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:44.121183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:44.121283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:44.121317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:44.253156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:44.253397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:44.253440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:44.253468] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:44.257412] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-12-03T20:38:44.257757] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-03T20:38:44.257903] [INFO ] [sig       ] DDOG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:44.399847] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DDOG.txt
[2025-12-03T20:38:44.400032] [INFO ] [sig       ] [872/3516] Completed DDOG in 0.4s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:44.400075] [INFO ] [sig       ] [873/3516] Forecasting DDS...
[2025-12-03T20:38:44.400103] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-03T20:38:44.400132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-03T20:38:44.412856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-03T20:38:44.413254] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-03T20:38:44.414128] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-03T20:38:44.414179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:44.414210] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:44.414238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:44.414295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:44.470052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:44.471208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:44.471351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:44.471387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:44.594789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:44.595026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:44.595068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:44.595095] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:44.599180] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-03T20:38:44.599502] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-03T20:38:44.599668] [INFO ] [sig       ] DDS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:44.738733] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DDS.txt
[2025-12-03T20:38:44.738945] [INFO ] [sig       ] [873/3516] Completed DDS in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:44.738990] [INFO ] [sig       ] [874/3516] Forecasting DE...
[2025-12-03T20:38:44.739030] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-03T20:38:44.739063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-03T20:38:44.751746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-03T20:38:44.752170] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-03T20:38:44.753112] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-03T20:38:44.753205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:44.753239] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:44.753264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:44.753341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:44.809932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:44.811067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:44.811160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:44.811192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:44.933431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:44.933665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:44.933708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:44.933736] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:44.937389] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-03T20:38:44.937703] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-03T20:38:44.937836] [INFO ] [sig       ] DE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:45.078272] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DE.txt
[2025-12-03T20:38:45.078455] [INFO ] [sig       ] [874/3516] Completed DE in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:45.078495] [INFO ] [sig       ] [875/3516] Forecasting DEA...
[2025-12-03T20:38:45.078524] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-03T20:38:45.078554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-03T20:38:45.091366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-03T20:38:45.091749] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-03T20:38:45.092563] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-03T20:38:45.092634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:45.092664] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:45.092689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:45.092747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:45.146972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:45.147566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:45.147663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:45.147694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:45.266075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:45.266192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:45.266228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:45.266253] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:45.269453] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-12-03T20:38:45.269735] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-03T20:38:45.269864] [INFO ] [sig       ] DEA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:45.407511] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DEA.txt
[2025-12-03T20:38:45.407635] [INFO ] [sig       ] [875/3516] Completed DEA in 0.3s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:45.407675] [INFO ] [sig       ] [876/3516] Forecasting DECK...
[2025-12-03T20:38:45.407701] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-03T20:38:45.407729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-03T20:38:45.422040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-03T20:38:45.422636] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-03T20:38:45.423604] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-03T20:38:45.423658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:45.423694] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:45.423720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:45.423780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:45.483386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:45.484608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:45.484713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:45.484747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:45.611615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:45.611845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:45.611888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:45.611916] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:45.615844] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-12-03T20:38:45.616204] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-03T20:38:45.616364] [INFO ] [sig       ] DECK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:45.759533] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DECK.txt
[2025-12-03T20:38:45.759827] [INFO ] [sig       ] [876/3516] Completed DECK in 0.4s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:45.759875] [INFO ] [sig       ] [877/3516] Forecasting DEI...
[2025-12-03T20:38:45.759908] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-03T20:38:45.759940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-03T20:38:45.772769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-03T20:38:45.773324] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-03T20:38:45.774242] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-03T20:38:45.774293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:45.774325] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:45.774350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:45.774408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:45.834360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:45.835917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:45.836035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:45.836070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:45.973470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:45.973739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:45.973829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:45.973889] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:45.978711] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-03T20:38:45.979109] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-03T20:38:45.979277] [INFO ] [sig       ] DEI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:46.125271] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DEI.txt
[2025-12-03T20:38:46.125515] [INFO ] [sig       ] [877/3516] Completed DEI in 0.4s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:46.125565] [INFO ] [sig       ] [878/3516] Forecasting DELL...
[2025-12-03T20:38:46.125615] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-03T20:38:46.125646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-03T20:38:46.139282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-03T20:38:46.139892] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-03T20:38:46.140896] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-03T20:38:46.140952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:46.140986] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:46.141013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:46.141071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:46.201315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:46.202471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:46.202599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:46.202638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:46.330866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:46.331109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:46.331155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:46.331182] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:46.335362] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-12-03T20:38:46.335779] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-03T20:38:46.335971] [INFO ] [sig       ] DELL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:46.485097] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DELL.txt
[2025-12-03T20:38:46.485322] [INFO ] [sig       ] [878/3516] Completed DELL in 0.4s | 2.96 sym/s | Total: 4.9m | ETA: 14.9m
[2025-12-03T20:38:46.485370] [INFO ] [sig       ] [879/3516] Forecasting DENN...
[2025-12-03T20:38:46.485401] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-03T20:38:46.485432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-03T20:38:46.499213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-03T20:38:46.499725] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-03T20:38:46.500524] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-03T20:38:46.500603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:46.500645] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:46.500675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:46.500732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:46.556846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:46.557773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:46.557858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:46.557907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:46.677686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:46.677844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:46.677881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:46.677909] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:46.681324] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2025-12-03T20:38:46.681678] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-03T20:38:46.681824] [INFO ] [sig       ] DENN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:46.822241] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DENN.txt
[2025-12-03T20:38:46.822369] [INFO ] [sig       ] [879/3516] Completed DENN in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.9m
[2025-12-03T20:38:46.822408] [INFO ] [sig       ] [880/3516] Forecasting DEO...
[2025-12-03T20:38:46.822437] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-03T20:38:46.822465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-03T20:38:46.833913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-03T20:38:46.834194] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-03T20:38:46.834983] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-03T20:38:46.835033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:46.835092] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:46.835121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:46.835178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:46.892671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:46.893285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:46.893362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:46.893394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:47.009530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:47.009706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:47.009744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:47.009770] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:47.013087] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-12-03T20:38:47.013379] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-03T20:38:47.013511] [INFO ] [sig       ] DEO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:47.150627] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DEO.txt
[2025-12-03T20:38:47.150758] [INFO ] [sig       ] [880/3516] Completed DEO in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:47.150796] [INFO ] [sig       ] [881/3516] Forecasting DERM...
[2025-12-03T20:38:47.150826] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-03T20:38:47.150854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-03T20:38:47.161527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-03T20:38:47.161815] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-03T20:38:47.162553] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-03T20:38:47.162631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:47.162663] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:47.162690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:47.162755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:47.218252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:47.218844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:47.218919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:47.218950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:47.336042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:47.336167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:47.336203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:47.336230] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:47.339429] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=54.08%)
[2025-12-03T20:38:47.339714] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-03T20:38:47.339837] [INFO ] [sig       ] DERM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:47.476105] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DERM.txt
[2025-12-03T20:38:47.476228] [INFO ] [sig       ] [881/3516] Completed DERM in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:47.476266] [INFO ] [sig       ] [882/3516] Forecasting DFGP...
[2025-12-03T20:38:47.476293] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-03T20:38:47.476321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-03T20:38:47.490264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-03T20:38:47.490822] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-03T20:38:47.491814] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-03T20:38:47.491866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:47.491901] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:47.491928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:47.491987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:47.549524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:47.550788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:47.550889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:47.550924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:47.675047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:47.675303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:47.675362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:47.675393] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:47.679563] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2025-12-03T20:38:47.679957] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-03T20:38:47.680116] [INFO ] [sig       ] DFGP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:47.825932] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DFGP.txt
[2025-12-03T20:38:47.826148] [INFO ] [sig       ] [882/3516] Completed DFGP in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:47.826191] [INFO ] [sig       ] [883/3516] Forecasting DFGX...
[2025-12-03T20:38:47.826221] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-03T20:38:47.826254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-03T20:38:47.837906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-03T20:38:47.838441] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-03T20:38:47.839363] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-03T20:38:47.839416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:47.839449] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:47.839476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:47.839535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:47.900006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:47.901173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:47.901277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:47.901311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:48.027213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:48.027447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:48.027491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:48.027568] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:48.031568] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-03T20:38:48.031925] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-03T20:38:48.032100] [INFO ] [sig       ] DFGX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:48.174469] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DFGX.txt
[2025-12-03T20:38:48.174695] [INFO ] [sig       ] [883/3516] Completed DFGX in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:48.174742] [INFO ] [sig       ] [884/3516] Forecasting DFH...
[2025-12-03T20:38:48.174771] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-03T20:38:48.174802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-03T20:38:48.188553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-03T20:38:48.189145] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-03T20:38:48.190095] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-03T20:38:48.190148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:48.190181] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:48.190207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:48.190266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:48.249337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:48.250498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:48.250621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:48.250656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:48.375880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:48.376107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:48.376150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:48.376179] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:48.380083] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-12-03T20:38:48.380394] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-03T20:38:48.380545] [INFO ] [sig       ] DFH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:48.522530] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DFH.txt
[2025-12-03T20:38:48.522761] [INFO ] [sig       ] [884/3516] Completed DFH in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:48.522805] [INFO ] [sig       ] [885/3516] Forecasting DFP...
[2025-12-03T20:38:48.522838] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-03T20:38:48.522870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-03T20:38:48.536616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-03T20:38:48.537088] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-03T20:38:48.538039] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-03T20:38:48.538097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:48.538131] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:48.538158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:48.538218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:48.597507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:48.598647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:48.598758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:48.598791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:48.740352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:48.740619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:48.740665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:48.740694] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:48.745231] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=81.98%)
[2025-12-03T20:38:48.745696] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-03T20:38:48.745899] [INFO ] [sig       ] DFP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:48.889567] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DFP.txt
[2025-12-03T20:38:48.889782] [INFO ] [sig       ] [885/3516] Completed DFP in 0.4s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:48.889824] [INFO ] [sig       ] [886/3516] Forecasting DG...
[2025-12-03T20:38:48.889855] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-03T20:38:48.889886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-03T20:38:48.903188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-03T20:38:48.903735] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-03T20:38:48.904726] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-03T20:38:48.904779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:48.904811] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:48.904836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:48.904893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:48.963806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:48.965145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:48.965268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:48.965311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:49.091282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:49.091507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:49.091549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:49.091595] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:49.095517] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=44.27%)
[2025-12-03T20:38:49.095879] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-03T20:38:49.096035] [INFO ] [sig       ] DG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:49.238682] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DG.txt
[2025-12-03T20:38:49.238895] [INFO ] [sig       ] [886/3516] Completed DG in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:49.238940] [INFO ] [sig       ] [887/3516] Forecasting DGCB...
[2025-12-03T20:38:49.238970] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-03T20:38:49.239000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-03T20:38:49.252253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-03T20:38:49.252749] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-03T20:38:49.253659] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-03T20:38:49.253709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:49.253741] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:49.253767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:49.253824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:49.314180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:49.315361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:49.315466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:49.315502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:49.445555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:49.445740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:49.445780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:49.445809] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:49.449500] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-03T20:38:49.449887] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-03T20:38:49.450041] [INFO ] [sig       ] DGCB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:49.597433] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DGCB.txt
[2025-12-03T20:38:49.597626] [INFO ] [sig       ] [887/3516] Completed DGCB in 0.4s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:49.597671] [INFO ] [sig       ] [888/3516] Forecasting DGII...
[2025-12-03T20:38:49.597704] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-03T20:38:49.597734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-03T20:38:49.610311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-03T20:38:49.610678] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-03T20:38:49.611433] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-03T20:38:49.611483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:49.611514] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:49.611540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:49.611620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:49.667265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:49.668157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:49.668243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:49.668274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:49.789910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:49.790070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:49.790111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:49.790139] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:49.793467] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-12-03T20:38:49.793795] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-03T20:38:49.793928] [INFO ] [sig       ] DGII: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:49.930406] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DGII.txt
[2025-12-03T20:38:49.930531] [INFO ] [sig       ] [888/3516] Completed DGII in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:49.930585] [INFO ] [sig       ] [889/3516] Forecasting DGLY...
[2025-12-03T20:38:49.930617] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-03T20:38:49.930646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-03T20:38:49.942789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-03T20:38:49.943233] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-03T20:38:49.944083] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-03T20:38:49.944136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:49.944167] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:49.944192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:49.944248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:50.000608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:50.001567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:50.001696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:50.001730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:50.115922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:50.116096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:50.116135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:50.116162] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:50.119756] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=17.06%)
[2025-12-03T20:38:50.120079] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-03T20:38:50.120222] [INFO ] [sig       ] DGLY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:50.258847] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DGLY.txt
[2025-12-03T20:38:50.259008] [INFO ] [sig       ] [889/3516] Completed DGLY in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:50.259061] [INFO ] [sig       ] [890/3516] Forecasting DGRE...
[2025-12-03T20:38:50.259107] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-03T20:38:50.259141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-03T20:38:50.270225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-03T20:38:50.270507] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-03T20:38:50.271312] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-03T20:38:50.271364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:50.271397] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:50.271425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:50.271483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:50.328192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:50.328990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:50.329098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:50.329133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:50.440978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:50.441157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:50.441195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:50.441223] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:50.444666] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-12-03T20:38:50.444994] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-03T20:38:50.445131] [INFO ] [sig       ] DGRE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:50.586041] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DGRE.txt
[2025-12-03T20:38:50.586203] [INFO ] [sig       ] [890/3516] Completed DGRE in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:50.586243] [INFO ] [sig       ] [891/3516] Forecasting DGRS...
[2025-12-03T20:38:50.586272] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-03T20:38:50.586300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-03T20:38:50.597145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-03T20:38:50.597528] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-03T20:38:50.598339] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-03T20:38:50.598389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:50.598423] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:50.598448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:50.598503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:50.654098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:50.654923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:50.655001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:50.655034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:50.770856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:50.771007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:50.771049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:50.771076] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:50.774357] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: UP (p=73.51%)
[2025-12-03T20:38:50.774639] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-03T20:38:50.774762] [INFO ] [sig       ] DGRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:50.910620] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DGRS.txt
[2025-12-03T20:38:50.910753] [INFO ] [sig       ] [891/3516] Completed DGRS in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:50.910791] [INFO ] [sig       ] [892/3516] Forecasting DGX...
[2025-12-03T20:38:50.910820] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-03T20:38:50.910849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-03T20:38:50.922835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-03T20:38:50.923151] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-03T20:38:50.923946] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-03T20:38:50.923995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:50.924026] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:50.924050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:50.924105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:50.978419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:50.979059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:50.979136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:50.979167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:51.097300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:51.097421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:51.097456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:51.097482] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:51.100710] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-03T20:38:51.100971] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-03T20:38:51.101103] [INFO ] [sig       ] DGX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:51.236149] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DGX.txt
[2025-12-03T20:38:51.236257] [INFO ] [sig       ] [892/3516] Completed DGX in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:51.236294] [INFO ] [sig       ] [893/3516] Forecasting DH...
[2025-12-03T20:38:51.236322] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-03T20:38:51.236350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-03T20:38:51.247743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-03T20:38:51.248023] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-03T20:38:51.248799] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-03T20:38:51.248848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:51.248879] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:51.248904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:51.248959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:51.303277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:51.303896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:51.303971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:51.304001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:51.425116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:51.425269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:51.425305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:51.425333] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:51.428723] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2025-12-03T20:38:51.429031] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-03T20:38:51.429167] [INFO ] [sig       ] DH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:51.565603] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DH.txt
[2025-12-03T20:38:51.565753] [INFO ] [sig       ] [893/3516] Completed DH in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:51.565790] [INFO ] [sig       ] [894/3516] Forecasting DHC...
[2025-12-03T20:38:51.565819] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-03T20:38:51.565848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-03T20:38:51.576788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-03T20:38:51.577062] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-03T20:38:51.577820] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-03T20:38:51.577869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:51.577910] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:51.577936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:51.578012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:51.633689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:51.634259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:51.634334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:51.634364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:51.750698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:51.750799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:51.750833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:51.750859] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:51.753923] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=55.19%)
[2025-12-03T20:38:51.754180] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-03T20:38:51.754305] [INFO ] [sig       ] DHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:51.890075] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DHC.txt
[2025-12-03T20:38:51.890178] [INFO ] [sig       ] [894/3516] Completed DHC in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:51.890214] [INFO ] [sig       ] [895/3516] Forecasting DHF...
[2025-12-03T20:38:51.890243] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-03T20:38:51.890271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-03T20:38:51.902487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-03T20:38:51.902900] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-03T20:38:51.903756] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-03T20:38:51.903809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:51.903841] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:51.903868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:51.903929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:51.962110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:51.963033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:51.963131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:51.963164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:52.085332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:52.085487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:52.085525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:52.085554] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:52.089041] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=63.11%)
[2025-12-03T20:38:52.089322] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-03T20:38:52.089450] [INFO ] [sig       ] DHF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:52.226073] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DHF.txt
[2025-12-03T20:38:52.226230] [INFO ] [sig       ] [895/3516] Completed DHF in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:52.226268] [INFO ] [sig       ] [896/3516] Forecasting DHI...
[2025-12-03T20:38:52.226298] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-03T20:38:52.226326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-03T20:38:52.238552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-03T20:38:52.238926] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-03T20:38:52.239693] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-03T20:38:52.239743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:52.239774] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:52.239799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:52.239854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:52.294909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:52.295758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:52.295840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:52.295871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:52.420553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:52.420726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:52.420765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:52.420793] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:52.424065] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-03T20:38:52.424327] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-03T20:38:52.424448] [INFO ] [sig       ] DHI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:52.562141] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DHI.txt
[2025-12-03T20:38:52.562296] [INFO ] [sig       ] [896/3516] Completed DHI in 0.3s | 2.96 sym/s | Total: 5.0m | ETA: 14.8m
[2025-12-03T20:38:52.562335] [INFO ] [sig       ] [897/3516] Forecasting DHIL...
[2025-12-03T20:38:52.562363] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-03T20:38:52.562391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-03T20:38:52.574291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-03T20:38:52.574751] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-03T20:38:52.575800] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-03T20:38:52.575857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:52.575920] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:52.575949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:52.576019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:52.633918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:52.634798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:52.634879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:52.634911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:52.743684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:52.743843] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:38:52.743881] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:52.743909] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:52.747162] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=86.43%)
[2025-12-03T20:38:52.747427] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-03T20:38:52.747551] [INFO ] [sig       ] DHIL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:52.883259] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DHIL.txt
[2025-12-03T20:38:52.883388] [INFO ] [sig       ] [897/3516] Completed DHIL in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.8m
[2025-12-03T20:38:52.883425] [INFO ] [sig       ] [898/3516] Forecasting DHX...
[2025-12-03T20:38:52.883460] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-03T20:38:52.883490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-03T20:38:52.894741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-03T20:38:52.895002] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-03T20:38:52.895773] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-03T20:38:52.895822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:52.895852] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:52.895877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:52.895936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:52.950955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:52.951614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:52.951687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:52.951719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:53.068793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:53.068954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:53.068993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:53.069021] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:53.072416] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=99.89%)
[2025-12-03T20:38:53.072722] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-03T20:38:53.072857] [INFO ] [sig       ] DHX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:53.212525] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DHX.txt
[2025-12-03T20:38:53.212670] [INFO ] [sig       ] [898/3516] Completed DHX in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:53.212708] [INFO ] [sig       ] [899/3516] Forecasting DIN...
[2025-12-03T20:38:53.212738] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-03T20:38:53.212770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-03T20:38:53.223985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-03T20:38:53.224273] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-03T20:38:53.225101] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-03T20:38:53.225153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:53.225184] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:53.225209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:53.225264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:53.280021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:53.280628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:53.280701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:53.280732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:53.400500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:53.400631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:53.400667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:53.400693] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:53.403838] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-03T20:38:53.404097] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-03T20:38:53.404218] [INFO ] [sig       ] DIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:53.539928] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DIN.txt
[2025-12-03T20:38:53.540053] [INFO ] [sig       ] [899/3516] Completed DIN in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:53.540089] [INFO ] [sig       ] [900/3516] Forecasting DINO...
[2025-12-03T20:38:53.540117] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-03T20:38:53.540145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-03T20:38:53.551674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-03T20:38:53.552026] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-03T20:38:53.552926] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-03T20:38:53.552986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:53.553030] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:53.553067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:53.553146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:53.611113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:53.611940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:53.612018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:53.612050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:53.734996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:53.735147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:53.735184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:53.735251] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:53.738732] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-03T20:38:53.739015] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-03T20:38:53.739147] [INFO ] [sig       ] DINO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:53.879085] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DINO.txt
[2025-12-03T20:38:53.879191] [INFO ] [sig       ] [900/3516] Completed DINO in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:53.879228] [INFO ] [sig       ] [901/3516] Forecasting DIOD...
[2025-12-03T20:38:53.879256] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-03T20:38:53.879284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-03T20:38:53.889855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-03T20:38:53.890122] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-03T20:38:53.890883] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-03T20:38:53.890932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:53.890963] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:53.890989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:53.891044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:53.946163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:53.946756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:53.946828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:53.946859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:54.067566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:54.067691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:54.067726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:54.067768] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:54.070958] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-03T20:38:54.071219] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-03T20:38:54.071342] [INFO ] [sig       ] DIOD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:54.208533] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DIOD.txt
[2025-12-03T20:38:54.208659] [INFO ] [sig       ] [901/3516] Completed DIOD in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:54.208698] [INFO ] [sig       ] [902/3516] Forecasting DIS...
[2025-12-03T20:38:54.208725] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-03T20:38:54.208751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-03T20:38:54.219413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-03T20:38:54.219708] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-03T20:38:54.220490] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-03T20:38:54.220541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:54.220592] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:54.220627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:54.220685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:54.278003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:54.278627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:54.278701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:54.278731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:54.398985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:54.399097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:54.399134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:54.399162] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:54.402281] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=62.90%)
[2025-12-03T20:38:54.402539] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-03T20:38:54.402679] [INFO ] [sig       ] DIS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:54.539099] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DIS.txt
[2025-12-03T20:38:54.539206] [INFO ] [sig       ] [902/3516] Completed DIS in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:54.539241] [INFO ] [sig       ] [903/3516] Forecasting DJCO...
[2025-12-03T20:38:54.539269] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-03T20:38:54.539298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-03T20:38:54.549549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-03T20:38:54.549848] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-03T20:38:54.550642] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-03T20:38:54.550692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:54.550723] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:54.550749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:54.550805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:54.608309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:54.608924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:54.609000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:54.609044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:54.724956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:54.725112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:54.725151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:54.725178] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:54.729131] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-03T20:38:54.729435] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-03T20:38:54.729590] [INFO ] [sig       ] DJCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:54.871301] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DJCO.txt
[2025-12-03T20:38:54.871431] [INFO ] [sig       ] [903/3516] Completed DJCO in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:54.871469] [INFO ] [sig       ] [904/3516] Forecasting DK...
[2025-12-03T20:38:54.871497] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-03T20:38:54.871525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-03T20:38:54.882622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-03T20:38:54.882893] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-03T20:38:54.883658] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-03T20:38:54.883707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:54.883737] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:54.883763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:54.883818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:54.941230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:54.942111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:54.942191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:54.942224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:55.063466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:55.063630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:55.063670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:55.063698] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:55.067053] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=66.77%)
[2025-12-03T20:38:55.067344] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-03T20:38:55.067476] [INFO ] [sig       ] DK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:55.204938] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DK.txt
[2025-12-03T20:38:55.205056] [INFO ] [sig       ] [904/3516] Completed DK in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:55.205092] [INFO ] [sig       ] [905/3516] Forecasting DKL...
[2025-12-03T20:38:55.205122] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-03T20:38:55.205150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-03T20:38:55.216155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-03T20:38:55.216422] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-03T20:38:55.217184] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-03T20:38:55.217234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:55.217264] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:55.217289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:55.217354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:55.273678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:55.274305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:55.274379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:55.274410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:55.388861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:55.388992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:55.389028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:55.389054] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:55.392280] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-03T20:38:55.392540] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-03T20:38:55.392679] [INFO ] [sig       ] DKL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:55.537502] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DKL.txt
[2025-12-03T20:38:55.537705] [INFO ] [sig       ] [905/3516] Completed DKL in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:55.537749] [INFO ] [sig       ] [906/3516] Forecasting DKNG...
[2025-12-03T20:38:55.537777] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-03T20:38:55.537806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-03T20:38:55.549935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-03T20:38:55.550311] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-03T20:38:55.551184] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-03T20:38:55.551235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:55.551266] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:55.551291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:55.551345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:55.607954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:55.608626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:55.608704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:55.608738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:55.726445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:55.726605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:55.726645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:55.726672] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:55.730147] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=31.35%)
[2025-12-03T20:38:55.730416] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-03T20:38:55.730548] [INFO ] [sig       ] DKNG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:55.879588] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DKNG.txt
[2025-12-03T20:38:55.879767] [INFO ] [sig       ] [906/3516] Completed DKNG in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:55.879819] [INFO ] [sig       ] [907/3516] Forecasting DKS...
[2025-12-03T20:38:55.879857] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-03T20:38:55.879900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-03T20:38:55.891756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-03T20:38:55.892147] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-03T20:38:55.892974] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-03T20:38:55.893038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:55.893069] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:55.893097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:55.893154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:55.950202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:55.951072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:55.951197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:55.951246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:56.071526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:56.071693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:56.071732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:56.071761] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:56.075130] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=28.18%)
[2025-12-03T20:38:56.075401] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-03T20:38:56.075530] [INFO ] [sig       ] DKS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:56.228479] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DKS.txt
[2025-12-03T20:38:56.228632] [INFO ] [sig       ] [907/3516] Completed DKS in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:56.228673] [INFO ] [sig       ] [908/3516] Forecasting DLB...
[2025-12-03T20:38:56.228701] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-03T20:38:56.228729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-03T20:38:56.240537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-03T20:38:56.240908] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-03T20:38:56.241701] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-03T20:38:56.241751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:56.241789] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:56.241814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:56.241869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:56.299487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:56.300318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:56.300405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:56.300438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:56.423446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:56.423631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:56.423690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:56.423718] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:56.427048] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=22.99%)
[2025-12-03T20:38:56.427341] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-03T20:38:56.427478] [INFO ] [sig       ] DLB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:56.573621] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DLB.txt
[2025-12-03T20:38:56.573778] [INFO ] [sig       ] [908/3516] Completed DLB in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:56.573817] [INFO ] [sig       ] [909/3516] Forecasting DLHC...
[2025-12-03T20:38:56.573846] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-03T20:38:56.573877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-03T20:38:56.584632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-03T20:38:56.584973] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-03T20:38:56.585758] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-03T20:38:56.585811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:56.585843] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:56.585867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:56.585921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:56.641612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:56.642356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:56.642439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:56.642487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:56.760333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:56.760491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:56.760529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:56.760558] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:56.764095] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-12-03T20:38:56.764371] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-03T20:38:56.764500] [INFO ] [sig       ] DLHC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:56.907931] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DLHC.txt
[2025-12-03T20:38:56.908083] [INFO ] [sig       ] [909/3516] Completed DLHC in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:56.908123] [INFO ] [sig       ] [910/3516] Forecasting DLNG...
[2025-12-03T20:38:56.908150] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-03T20:38:56.908179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-03T20:38:56.920516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-03T20:38:56.921013] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-03T20:38:56.922068] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-03T20:38:56.922131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:56.922174] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:56.922209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:56.922286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:56.988139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:56.989048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:56.989131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:56.989164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:57.105666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:57.105818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:57.105859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:57.105890] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:57.109356] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-03T20:38:57.109647] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-03T20:38:57.109776] [INFO ] [sig       ] DLNG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:57.248494] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DLNG.txt
[2025-12-03T20:38:57.248679] [INFO ] [sig       ] [910/3516] Completed DLNG in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:57.248720] [INFO ] [sig       ] [911/3516] Forecasting DLO...
[2025-12-03T20:38:57.248750] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-03T20:38:57.248780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-03T20:38:57.261091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-03T20:38:57.261419] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-03T20:38:57.262214] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-03T20:38:57.262264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:57.262295] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:57.262319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:57.262373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:57.322163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:57.323063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:57.323154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:57.323188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:57.442723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:57.442885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:57.442923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:57.442949] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:57.446286] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=21.94%)
[2025-12-03T20:38:57.446553] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-03T20:38:57.446700] [INFO ] [sig       ] DLO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:57.596613] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DLO.txt
[2025-12-03T20:38:57.596773] [INFO ] [sig       ] [911/3516] Completed DLO in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:57.596814] [INFO ] [sig       ] [912/3516] Forecasting DLPN...
[2025-12-03T20:38:57.596846] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-03T20:38:57.596880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-03T20:38:57.609020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-03T20:38:57.609400] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-03T20:38:57.610209] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-03T20:38:57.610258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:57.610288] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:57.610314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:57.610369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:57.668310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:57.669215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:57.669297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:57.669328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:57.775253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:57.775402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:57.775445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:57.775473] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:57.778932] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-03T20:38:57.779227] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-03T20:38:57.779359] [INFO ] [sig       ] DLPN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:57.917163] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DLPN.txt
[2025-12-03T20:38:57.917308] [INFO ] [sig       ] [912/3516] Completed DLPN in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:57.917347] [INFO ] [sig       ] [913/3516] Forecasting DLTH...
[2025-12-03T20:38:57.917377] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-03T20:38:57.917406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-03T20:38:57.931516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-03T20:38:57.931944] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-03T20:38:57.932780] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-03T20:38:57.932832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:57.932864] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:57.932890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:57.932944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:57.987946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:57.988790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:57.988871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:57.988904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:58.109430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:58.109605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:58.109647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:58.109675] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:58.113104] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-12-03T20:38:58.113405] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-03T20:38:58.113543] [INFO ] [sig       ] DLTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:58.250828] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DLTH.txt
[2025-12-03T20:38:58.250966] [INFO ] [sig       ] [913/3516] Completed DLTH in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:58.251005] [INFO ] [sig       ] [914/3516] Forecasting DLX...
[2025-12-03T20:38:58.251033] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-03T20:38:58.251061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-03T20:38:58.264362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-03T20:38:58.264801] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-03T20:38:58.265814] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-03T20:38:58.265866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:58.265926] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:58.265955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:58.266013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:58.322503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:58.323258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:58.323338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:58.323371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:58.443651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:58.443802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:58.443859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:58.443889] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:58.447174] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-03T20:38:58.447442] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-03T20:38:58.447569] [INFO ] [sig       ] DLX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:58.594288] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DLX.txt
[2025-12-03T20:38:58.594436] [INFO ] [sig       ] [914/3516] Completed DLX in 0.3s | 2.96 sym/s | Total: 5.1m | ETA: 14.7m
[2025-12-03T20:38:58.594475] [INFO ] [sig       ] [915/3516] Forecasting DMAC...
[2025-12-03T20:38:58.594508] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-03T20:38:58.594537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-03T20:38:58.606302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-03T20:38:58.606650] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-03T20:38:58.607429] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-03T20:38:58.607481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:58.607513] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:58.607541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:58.607618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:58.671364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:58.672351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:58.672438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:58.672471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:58.794131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:58.794289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:58.794328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:58.794357] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:58.797879] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=5.84%)
[2025-12-03T20:38:58.798197] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-03T20:38:58.798327] [INFO ] [sig       ] DMAC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:58.983692] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DMAC.txt
[2025-12-03T20:38:58.983840] [INFO ] [sig       ] [915/3516] Completed DMAC in 0.4s | 2.96 sym/s | Total: 5.2m | ETA: 14.7m
[2025-12-03T20:38:58.983878] [INFO ] [sig       ] [916/3516] Forecasting DMB...
[2025-12-03T20:38:58.983912] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-03T20:38:58.983941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-03T20:38:58.995650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-03T20:38:58.995985] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-03T20:38:58.996832] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-03T20:38:58.996901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:58.996950] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:58.996985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:58.997058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:59.059059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:59.059902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:59.059998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:59.060036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:59.180677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:59.180826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:59.180864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:59.180892] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:59.184253] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-03T20:38:59.184520] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-03T20:38:59.184663] [INFO ] [sig       ] DMB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:38:59.322644] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DMB.txt
[2025-12-03T20:38:59.322780] [INFO ] [sig       ] [916/3516] Completed DMB in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:38:59.322818] [INFO ] [sig       ] [917/3516] Forecasting DMLP...
[2025-12-03T20:38:59.322847] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-03T20:38:59.322878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-03T20:38:59.333924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-03T20:38:59.334211] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-03T20:38:59.334985] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-03T20:38:59.335035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:59.335066] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:59.335092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:59.335146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:59.390730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:59.391494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:59.391590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:59.391625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:59.514649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:59.514804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:59.514849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:59.514910] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:59.518409] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=83.24%)
[2025-12-03T20:38:59.518715] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-03T20:38:59.518850] [INFO ] [sig       ] DMLP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:59.663498] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DMLP.txt
[2025-12-03T20:38:59.663651] [INFO ] [sig       ] [917/3516] Completed DMLP in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:38:59.663692] [INFO ] [sig       ] [918/3516] Forecasting DMO...
[2025-12-03T20:38:59.663720] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-03T20:38:59.663750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-03T20:38:59.675445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-03T20:38:59.675793] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-03T20:38:59.676625] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-03T20:38:59.676676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:38:59.676722] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:38:59.676749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:38:59.676805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:38:59.735537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:38:59.736526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:38:59.736633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:38:59.736668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:38:59.853802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:38:59.853963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:38:59.854004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:38:59.854031] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:38:59.857418] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-03T20:38:59.857721] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-03T20:38:59.857855] [INFO ] [sig       ] DMO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:38:59.993230] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DMO.txt
[2025-12-03T20:38:59.993385] [INFO ] [sig       ] [918/3516] Completed DMO in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:38:59.993426] [INFO ] [sig       ] [919/3516] Forecasting DMRC...
[2025-12-03T20:38:59.993454] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-03T20:38:59.993482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-03T20:39:00.007145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-03T20:39:00.007634] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-03T20:39:00.008674] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-03T20:39:00.008734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:00.008771] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:00.008805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:00.008880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:00.068041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:00.068979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:00.069069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:00.069102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:00.201000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:00.201172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:00.201225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:00.201263] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:00.205398] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-03T20:39:00.205712] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-03T20:39:00.205849] [INFO ] [sig       ] DMRC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:00.345277] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DMRC.txt
[2025-12-03T20:39:00.345409] [INFO ] [sig       ] [919/3516] Completed DMRC in 0.4s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:00.345467] [INFO ] [sig       ] [920/3516] Forecasting DMXF...
[2025-12-03T20:39:00.345499] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-03T20:39:00.345528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-03T20:39:00.356684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-03T20:39:00.357001] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-03T20:39:00.357764] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-03T20:39:00.357813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:00.357843] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:00.357868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:00.357923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:00.414666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:00.415380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:00.415463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:00.415496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:00.536037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:00.536189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:00.536227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:00.536254] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:00.539638] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2025-12-03T20:39:00.539904] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-03T20:39:00.540028] [INFO ] [sig       ] DMXF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:00.678134] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DMXF.txt
[2025-12-03T20:39:00.678303] [INFO ] [sig       ] [920/3516] Completed DMXF in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:00.678344] [INFO ] [sig       ] [921/3516] Forecasting DNA...
[2025-12-03T20:39:00.678372] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-03T20:39:00.678400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-03T20:39:00.690246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-03T20:39:00.690658] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-03T20:39:00.691455] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-03T20:39:00.691505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:00.691536] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:00.691561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:00.691645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:00.746431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:00.747208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:00.747289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:00.747320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:00.866775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:00.866933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:00.866979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:00.867012] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:00.870421] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=30.34%)
[2025-12-03T20:39:00.870725] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-03T20:39:00.870862] [INFO ] [sig       ] DNA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:01.010289] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DNA.txt
[2025-12-03T20:39:01.010445] [INFO ] [sig       ] [921/3516] Completed DNA in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:01.010485] [INFO ] [sig       ] [922/3516] Forecasting DNP...
[2025-12-03T20:39:01.010520] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-03T20:39:01.010550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-03T20:39:01.025005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-03T20:39:01.025458] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-03T20:39:01.026534] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-03T20:39:01.026618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:01.026663] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:01.026699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:01.026780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:01.091681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:01.092557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:01.092669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:01.092706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:01.221298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:01.221446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:01.221485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:01.221512] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:01.224812] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-12-03T20:39:01.225083] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-03T20:39:01.225206] [INFO ] [sig       ] DNP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:01.363965] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DNP.txt
[2025-12-03T20:39:01.364130] [INFO ] [sig       ] [922/3516] Completed DNP in 0.4s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:01.364167] [INFO ] [sig       ] [923/3516] Forecasting DNTH...
[2025-12-03T20:39:01.364196] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-03T20:39:01.364224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-03T20:39:01.377089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-03T20:39:01.377514] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-03T20:39:01.378415] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-03T20:39:01.378469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:01.378501] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:01.378528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:01.378607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:01.435107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:01.435985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:01.436077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:01.436108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:01.558347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:01.558502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:01.558539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:01.558566] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:01.562001] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=30.88%)
[2025-12-03T20:39:01.562317] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-03T20:39:01.562473] [INFO ] [sig       ] DNTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:01.712518] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DNTH.txt
[2025-12-03T20:39:01.712692] [INFO ] [sig       ] [923/3516] Completed DNTH in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:01.712732] [INFO ] [sig       ] [924/3516] Forecasting DOCN...
[2025-12-03T20:39:01.712761] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-03T20:39:01.712793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-03T20:39:01.727542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-03T20:39:01.728016] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-03T20:39:01.729048] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-03T20:39:01.729099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:01.729130] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:01.729156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:01.729212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:01.787959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:01.788767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:01.788892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:01.788936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:01.919996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:01.920151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:01.920190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:01.920217] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:01.923888] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=82.69%)
[2025-12-03T20:39:01.924201] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-03T20:39:01.924354] [INFO ] [sig       ] DOCN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:02.065515] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DOCN.txt
[2025-12-03T20:39:02.065677] [INFO ] [sig       ] [924/3516] Completed DOCN in 0.4s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:02.065716] [INFO ] [sig       ] [925/3516] Forecasting DOCS...
[2025-12-03T20:39:02.065744] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-03T20:39:02.065773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-03T20:39:02.078699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-03T20:39:02.079103] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-03T20:39:02.079917] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-03T20:39:02.079967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:02.079998] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:02.080024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:02.080079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:02.139006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:02.139874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:02.139959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:02.139991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:02.264199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:02.264354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:02.264391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:02.264435] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:02.267782] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-12-03T20:39:02.268084] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-03T20:39:02.268216] [INFO ] [sig       ] DOCS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:02.406804] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DOCS.txt
[2025-12-03T20:39:02.406967] [INFO ] [sig       ] [925/3516] Completed DOCS in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:02.407005] [INFO ] [sig       ] [926/3516] Forecasting DOGZ...
[2025-12-03T20:39:02.407034] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-03T20:39:02.407063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-03T20:39:02.418898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-03T20:39:02.419237] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-03T20:39:02.420009] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-03T20:39:02.420058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:02.420089] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:02.420115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:02.420170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:02.476043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:02.476881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:02.476962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:02.476994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:02.599879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:02.600036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:02.600072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:02.600099] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:02.603421] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=61.64%)
[2025-12-03T20:39:02.603713] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-03T20:39:02.603839] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:02.745899] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DOGZ.txt
[2025-12-03T20:39:02.746060] [INFO ] [sig       ] [926/3516] Completed DOGZ in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:02.746099] [INFO ] [sig       ] [927/3516] Forecasting DOLE...
[2025-12-03T20:39:02.746127] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-03T20:39:02.746156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-03T20:39:02.757874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-03T20:39:02.758217] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-03T20:39:02.759013] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-03T20:39:02.759066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:02.759101] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:02.759126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:02.759180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:02.814022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:02.814662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:02.814738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:02.814783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:02.934673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:02.934821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:02.934859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:02.934886] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:02.938191] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=45.89%)
[2025-12-03T20:39:02.938458] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-03T20:39:02.938601] [INFO ] [sig       ] DOLE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:03.075962] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DOLE.txt
[2025-12-03T20:39:03.076113] [INFO ] [sig       ] [927/3516] Completed DOLE in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:03.076152] [INFO ] [sig       ] [928/3516] Forecasting DOMO...
[2025-12-03T20:39:03.076181] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-03T20:39:03.076210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-03T20:39:03.087044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-03T20:39:03.087316] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-03T20:39:03.088195] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-03T20:39:03.088247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:03.088281] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:03.088306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:03.088360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:03.143809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:03.144407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:03.144488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:03.144519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:03.263469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:03.263663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:03.263703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:03.263730] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:03.267075] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-03T20:39:03.267350] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-03T20:39:03.267474] [INFO ] [sig       ] DOMO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:03.404476] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DOMO.txt
[2025-12-03T20:39:03.404605] [INFO ] [sig       ] [928/3516] Completed DOMO in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:03.404645] [INFO ] [sig       ] [929/3516] Forecasting DORM...
[2025-12-03T20:39:03.404673] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-03T20:39:03.404701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-03T20:39:03.419753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-03T20:39:03.420398] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-03T20:39:03.421439] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-03T20:39:03.421493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:03.421527] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:03.421593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:03.421657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:03.481071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:03.482266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:03.482364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:03.482399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:03.615666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:03.615863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:03.615906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:03.615935] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:03.620210] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2025-12-03T20:39:03.620671] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-03T20:39:03.620856] [INFO ] [sig       ] DORM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:03.761767] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DORM.txt
[2025-12-03T20:39:03.761932] [INFO ] [sig       ] [929/3516] Completed DORM in 0.4s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:03.761984] [INFO ] [sig       ] [930/3516] Forecasting DOUG...
[2025-12-03T20:39:03.762020] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-03T20:39:03.762055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-03T20:39:03.775825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-03T20:39:03.776144] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-03T20:39:03.776921] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-03T20:39:03.776974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:03.777008] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:03.777033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:03.777088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:03.833305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:03.834181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:03.834269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:03.834300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:03.955302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:03.955458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:03.955496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:03.955524] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:03.958932] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2025-12-03T20:39:03.959259] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-03T20:39:03.959409] [INFO ] [sig       ] DOUG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:04.098718] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DOUG.txt
[2025-12-03T20:39:04.098859] [INFO ] [sig       ] [930/3516] Completed DOUG in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:04.098897] [INFO ] [sig       ] [931/3516] Forecasting DOX...
[2025-12-03T20:39:04.098926] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-03T20:39:04.098954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-03T20:39:04.110803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-03T20:39:04.111208] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-03T20:39:04.112109] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-03T20:39:04.112160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:04.112238] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:04.112266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:04.112321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:04.167637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:04.168430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:04.168511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:04.168541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:04.290747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:04.290903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:04.290940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:04.290966] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:04.294332] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-03T20:39:04.294630] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-03T20:39:04.294765] [INFO ] [sig       ] DOX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:04.433960] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DOX.txt
[2025-12-03T20:39:04.434113] [INFO ] [sig       ] [931/3516] Completed DOX in 0.3s | 2.96 sym/s | Total: 5.2m | ETA: 14.6m
[2025-12-03T20:39:04.434152] [INFO ] [sig       ] [932/3516] Forecasting DPG...
[2025-12-03T20:39:04.434182] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-03T20:39:04.434210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-03T20:39:04.447036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-03T20:39:04.447467] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-03T20:39:04.448333] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-03T20:39:04.448385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:04.448417] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:04.448443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:04.448499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:04.506738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:04.507644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:04.507728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:04.507761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:04.628067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:04.628227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:04.628265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:04.628294] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:04.631875] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-12-03T20:39:04.632183] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-03T20:39:04.632320] [INFO ] [sig       ] DPG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:04.771252] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DPG.txt
[2025-12-03T20:39:04.771409] [INFO ] [sig       ] [932/3516] Completed DPG in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.6m
[2025-12-03T20:39:04.771449] [INFO ] [sig       ] [933/3516] Forecasting DPRO...
[2025-12-03T20:39:04.771478] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-03T20:39:04.771513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-03T20:39:04.783066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-03T20:39:04.783446] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-03T20:39:04.784242] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-03T20:39:04.784294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:04.784325] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:04.784351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:04.784406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:04.842422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:04.843288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:04.843379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:04.843412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:04.960724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:04.960873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:04.960912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:04.960939] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:04.964365] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-03T20:39:04.964653] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-03T20:39:04.964779] [INFO ] [sig       ] DPRO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:05.103276] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DPRO.txt
[2025-12-03T20:39:05.103410] [INFO ] [sig       ] [933/3516] Completed DPRO in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.6m
[2025-12-03T20:39:05.103449] [INFO ] [sig       ] [934/3516] Forecasting DPZ...
[2025-12-03T20:39:05.103479] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-03T20:39:05.103509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-03T20:39:05.114854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-03T20:39:05.115135] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-03T20:39:05.115906] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-03T20:39:05.115956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:05.115986] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:05.116011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:05.116066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:05.176780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:05.177517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:05.177620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:05.177655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:05.299695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:05.299845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:05.299883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:05.299942] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:05.303242] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-03T20:39:05.303511] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-03T20:39:05.303656] [INFO ] [sig       ] DPZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:05.442655] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DPZ.txt
[2025-12-03T20:39:05.442793] [INFO ] [sig       ] [934/3516] Completed DPZ in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:05.442843] [INFO ] [sig       ] [935/3516] Forecasting DQ...
[2025-12-03T20:39:05.442874] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-03T20:39:05.442902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-03T20:39:05.455914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-03T20:39:05.456235] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-03T20:39:05.457032] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-03T20:39:05.457086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:05.457118] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:05.457144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:05.457199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:05.512277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:05.512875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:05.512950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:05.512981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:05.636290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:05.636400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:05.636434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:05.636460] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:05.639565] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=77.02%)
[2025-12-03T20:39:05.639844] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-03T20:39:05.639966] [INFO ] [sig       ] DQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:05.776178] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DQ.txt
[2025-12-03T20:39:05.776304] [INFO ] [sig       ] [935/3516] Completed DQ in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:05.776341] [INFO ] [sig       ] [936/3516] Forecasting DRD...
[2025-12-03T20:39:05.776369] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-03T20:39:05.776398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-03T20:39:05.787807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-03T20:39:05.788087] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-03T20:39:05.788847] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-03T20:39:05.788896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:05.788925] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:05.788950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:05.789005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:05.843769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:05.844336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:05.844409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:05.844440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:05.960819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:05.960968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:05.961006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:05.961034] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:05.964323] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=79.86%)
[2025-12-03T20:39:05.964620] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-03T20:39:05.964743] [INFO ] [sig       ] DRD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:06.100475] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DRD.txt
[2025-12-03T20:39:06.100618] [INFO ] [sig       ] [936/3516] Completed DRD in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:06.100657] [INFO ] [sig       ] [937/3516] Forecasting DRH...
[2025-12-03T20:39:06.100686] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-03T20:39:06.100716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-03T20:39:06.112917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-03T20:39:06.113324] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-03T20:39:06.114143] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-03T20:39:06.114194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:06.114224] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:06.114249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:06.114305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:06.173499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:06.174563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:06.174691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:06.174733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:06.294921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:06.295093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:06.295134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:06.295162] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:06.298724] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-12-03T20:39:06.299031] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-03T20:39:06.299167] [INFO ] [sig       ] DRH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:06.461034] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DRH.txt
[2025-12-03T20:39:06.461202] [INFO ] [sig       ] [937/3516] Completed DRH in 0.4s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:06.461243] [INFO ] [sig       ] [938/3516] Forecasting DRI...
[2025-12-03T20:39:06.461274] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-03T20:39:06.461304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-03T20:39:06.473303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-03T20:39:06.473760] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-03T20:39:06.474741] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-03T20:39:06.474800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:06.474842] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:06.474874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:06.474952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:06.533515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:06.534346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:06.534425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:06.534458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:06.661358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:06.661534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:06.661593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:06.661627] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:06.665013] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2025-12-03T20:39:06.665289] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-03T20:39:06.665418] [INFO ] [sig       ] DRI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:06.807941] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DRI.txt
[2025-12-03T20:39:06.808086] [INFO ] [sig       ] [938/3516] Completed DRI in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:06.808125] [INFO ] [sig       ] [939/3516] Forecasting DRIO...
[2025-12-03T20:39:06.808154] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-03T20:39:06.808182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-03T20:39:06.819197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-03T20:39:06.819455] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-03T20:39:06.820214] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-03T20:39:06.820264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:06.820294] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:06.820319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:06.820374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:06.876499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:06.877280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:06.877361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:06.877394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:06.994405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:06.994558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:06.994614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:06.994644] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:06.998102] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=66.37%)
[2025-12-03T20:39:06.998389] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-03T20:39:06.998518] [INFO ] [sig       ] DRIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:07.143268] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DRIO.txt
[2025-12-03T20:39:07.143405] [INFO ] [sig       ] [939/3516] Completed DRIO in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:07.143442] [INFO ] [sig       ] [940/3516] Forecasting DRLL...
[2025-12-03T20:39:07.143473] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-03T20:39:07.143503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-03T20:39:07.155213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-03T20:39:07.155523] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-03T20:39:07.156325] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-03T20:39:07.156375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:07.156406] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:07.156431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:07.156487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:07.214542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:07.215237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:07.215316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:07.215350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:07.342956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:07.343127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:07.343180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:07.343217] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:07.346822] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-12-03T20:39:07.347151] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-03T20:39:07.347305] [INFO ] [sig       ] DRLL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:07.494525] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DRLL.txt
[2025-12-03T20:39:07.494702] [INFO ] [sig       ] [940/3516] Completed DRLL in 0.4s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:07.494744] [INFO ] [sig       ] [941/3516] Forecasting DRMA...
[2025-12-03T20:39:07.494772] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-03T20:39:07.494801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-03T20:39:07.510918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-03T20:39:07.511283] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-03T20:39:07.512134] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-03T20:39:07.512203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:07.512238] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:07.512266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:07.512322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:07.573336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:07.574286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:07.574408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:07.574442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:07.692023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:07.692181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:07.692220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:07.692248] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:07.695679] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-03T20:39:07.695952] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-03T20:39:07.696092] [INFO ] [sig       ] DRMA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:07.864531] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DRMA.txt
[2025-12-03T20:39:07.864720] [INFO ] [sig       ] [941/3516] Completed DRMA in 0.4s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:07.864761] [INFO ] [sig       ] [942/3516] Forecasting DRS...
[2025-12-03T20:39:07.864790] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-03T20:39:07.864819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-03T20:39:07.878026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-03T20:39:07.878330] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-03T20:39:07.879123] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-03T20:39:07.879174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:07.879215] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:07.879242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:07.879297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:07.935209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:07.936073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:07.936154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:07.936187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:08.053502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:08.053671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:08.053709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:08.053736] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:08.057050] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=62.04%)
[2025-12-03T20:39:08.057318] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-03T20:39:08.057445] [INFO ] [sig       ] DRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:08.196095] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DRS.txt
[2025-12-03T20:39:08.196252] [INFO ] [sig       ] [942/3516] Completed DRS in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:08.196291] [INFO ] [sig       ] [943/3516] Forecasting DRTS...
[2025-12-03T20:39:08.196319] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-03T20:39:08.196347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-03T20:39:08.207517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-03T20:39:08.207898] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-03T20:39:08.208713] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-03T20:39:08.208762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:08.208793] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:08.208818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:08.208872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:08.265620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:08.266400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:08.266481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:08.266514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:08.388143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:08.388290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:08.388327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:08.388354] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:08.391690] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-03T20:39:08.391958] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-03T20:39:08.392083] [INFO ] [sig       ] DRTS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:08.528831] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DRTS.txt
[2025-12-03T20:39:08.528971] [INFO ] [sig       ] [943/3516] Completed DRTS in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:08.529009] [INFO ] [sig       ] [944/3516] Forecasting DRUG...
[2025-12-03T20:39:08.529037] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-03T20:39:08.529065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-03T20:39:08.541332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-03T20:39:08.541708] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-03T20:39:08.542475] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-03T20:39:08.542526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:08.542558] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:08.542604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:08.542661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:08.597080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:08.597713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:08.597790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:08.597821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:08.720499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:08.720659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:08.720698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:08.720725] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:08.723978] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-03T20:39:08.724243] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-03T20:39:08.724367] [INFO ] [sig       ] DRUG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:08.860664] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DRUG.txt
[2025-12-03T20:39:08.860802] [INFO ] [sig       ] [944/3516] Completed DRUG in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:08.860841] [INFO ] [sig       ] [945/3516] Forecasting DRVN...
[2025-12-03T20:39:08.860869] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-03T20:39:08.860897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-03T20:39:08.876458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-03T20:39:08.876979] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-03T20:39:08.878176] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-03T20:39:08.878243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:08.878293] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:08.878336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:08.878427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:08.945750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:08.946704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:08.946793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:08.946825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:09.070250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:09.070448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:09.070487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:09.070514] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:09.074112] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=47.35%)
[2025-12-03T20:39:09.074479] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-03T20:39:09.074662] [INFO ] [sig       ] DRVN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:09.210423] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DRVN.txt
[2025-12-03T20:39:09.210596] [INFO ] [sig       ] [945/3516] Completed DRVN in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:09.210644] [INFO ] [sig       ] [946/3516] Forecasting DSGN...
[2025-12-03T20:39:09.210675] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-03T20:39:09.210704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-03T20:39:09.221915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-03T20:39:09.222190] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-03T20:39:09.222984] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-03T20:39:09.223034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:09.223065] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:09.223091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:09.223145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:09.279745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:09.280554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:09.280651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:09.280684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:09.399794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:09.399921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:09.399957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:09.399984] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:09.403193] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=80.80%)
[2025-12-03T20:39:09.403457] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-03T20:39:09.403596] [INFO ] [sig       ] DSGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:09.541452] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DSGN.txt
[2025-12-03T20:39:09.541596] [INFO ] [sig       ] [946/3516] Completed DSGN in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:09.541636] [INFO ] [sig       ] [947/3516] Forecasting DSGX...
[2025-12-03T20:39:09.541665] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-03T20:39:09.541694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-03T20:39:09.553245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-03T20:39:09.553534] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-03T20:39:09.554293] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-03T20:39:09.554343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:09.554375] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:09.554401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:09.554455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:09.610295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:09.610922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:09.610998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:09.611029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:09.728188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:09.728319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:09.728356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:09.728383] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:09.731688] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-03T20:39:09.731966] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-03T20:39:09.732116] [INFO ] [sig       ] DSGX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:09.871153] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DSGX.txt
[2025-12-03T20:39:09.871275] [INFO ] [sig       ] [947/3516] Completed DSGX in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:09.871312] [INFO ] [sig       ] [948/3516] Forecasting DSL...
[2025-12-03T20:39:09.871341] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-03T20:39:09.871368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-03T20:39:09.882527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-03T20:39:09.882836] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-03T20:39:09.883609] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-03T20:39:09.883658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:09.883713] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:09.883745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:09.883819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:09.941320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:09.941975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:09.942052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:09.942084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:10.060619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:10.060765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:10.060802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:10.060829] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:10.064134] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=58.72%)
[2025-12-03T20:39:10.064403] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-03T20:39:10.064526] [INFO ] [sig       ] DSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:10.200193] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DSL.txt
[2025-12-03T20:39:10.200308] [INFO ] [sig       ] [948/3516] Completed DSL in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:10.200346] [INFO ] [sig       ] [949/3516] Forecasting DSM...
[2025-12-03T20:39:10.200374] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-03T20:39:10.200402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-03T20:39:10.211079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-03T20:39:10.211392] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-03T20:39:10.212207] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-03T20:39:10.212259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:10.212290] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:10.212315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:10.212371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:10.269051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:10.269908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:10.269988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:10.270020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:10.386616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:10.386745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:10.386782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:10.386824] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:10.390068] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=30.11%)
[2025-12-03T20:39:10.390334] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-03T20:39:10.390456] [INFO ] [sig       ] DSM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:10.528396] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DSM.txt
[2025-12-03T20:39:10.528513] [INFO ] [sig       ] [949/3516] Completed DSM in 0.3s | 2.96 sym/s | Total: 5.3m | ETA: 14.5m
[2025-12-03T20:39:10.528550] [INFO ] [sig       ] [950/3516] Forecasting DSP...
[2025-12-03T20:39:10.528595] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-03T20:39:10.528625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-03T20:39:10.540098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-03T20:39:10.540419] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-03T20:39:10.541252] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-03T20:39:10.541302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:10.541334] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:10.541365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:10.541421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:10.598263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:10.598868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:10.598940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:10.598971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:10.721909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:10.722053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:10.722090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:10.722116] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:10.725379] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=60.05%)
[2025-12-03T20:39:10.725662] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-03T20:39:10.725790] [INFO ] [sig       ] DSP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:10.866429] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DSP.txt
[2025-12-03T20:39:10.866594] [INFO ] [sig       ] [950/3516] Completed DSP in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.5m
[2025-12-03T20:39:10.866636] [INFO ] [sig       ] [951/3516] Forecasting DSX...
[2025-12-03T20:39:10.866663] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-03T20:39:10.866692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-03T20:39:10.879444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-03T20:39:10.880037] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-03T20:39:10.881017] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-03T20:39:10.881066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:10.881095] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:10.881120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:10.881173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:10.938691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:10.939355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:10.939458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:10.939492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:11.056620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:11.056778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:11.056815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:11.056841] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:11.061359] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-12-03T20:39:11.061766] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-03T20:39:11.061911] [INFO ] [sig       ] DSX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:11.199309] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DSX.txt
[2025-12-03T20:39:11.199433] [INFO ] [sig       ] [951/3516] Completed DSX in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.5m
[2025-12-03T20:39:11.199470] [INFO ] [sig       ] [952/3516] Forecasting DTE...
[2025-12-03T20:39:11.199499] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-03T20:39:11.199526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-03T20:39:11.210730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-03T20:39:11.211003] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-03T20:39:11.211796] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-03T20:39:11.211847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:11.211879] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:11.211906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:11.211963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:11.269943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:11.270663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:11.270742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:11.270775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:11.383256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:11.383409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:11.383447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:11.383474] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:11.386735] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=33.12%)
[2025-12-03T20:39:11.387000] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-03T20:39:11.387123] [INFO ] [sig       ] DTE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:11.524119] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DTE.txt
[2025-12-03T20:39:11.524242] [INFO ] [sig       ] [952/3516] Completed DTE in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:11.524279] [INFO ] [sig       ] [953/3516] Forecasting DTG...
[2025-12-03T20:39:11.524307] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-03T20:39:11.524336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-03T20:39:11.535395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-03T20:39:11.535735] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-03T20:39:11.536681] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-03T20:39:11.536734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:11.536777] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:11.536830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:11.536912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:11.601308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:11.602079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:11.602157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:11.602190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:11.725552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:11.725671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:11.725709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:11.725735] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:11.729093] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2025-12-03T20:39:11.729367] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-03T20:39:11.729495] [INFO ] [sig       ] DTG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:11.865522] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DTG.txt
[2025-12-03T20:39:11.865655] [INFO ] [sig       ] [953/3516] Completed DTG in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:11.865693] [INFO ] [sig       ] [954/3516] Forecasting DTIL...
[2025-12-03T20:39:11.865722] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-03T20:39:11.865749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-03T20:39:11.876426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-03T20:39:11.876704] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-03T20:39:11.877440] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-03T20:39:11.877489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:11.877519] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:11.877544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:11.877634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:11.935363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:11.936047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:11.936124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:11.936157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:12.050655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:12.050796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:12.050832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:12.050858] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:12.054090] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2025-12-03T20:39:12.054352] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-03T20:39:12.054475] [INFO ] [sig       ] DTIL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:12.192001] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DTIL.txt
[2025-12-03T20:39:12.192138] [INFO ] [sig       ] [954/3516] Completed DTIL in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:12.192177] [INFO ] [sig       ] [955/3516] Forecasting DTM...
[2025-12-03T20:39:12.192205] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-03T20:39:12.192234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-03T20:39:12.203917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-03T20:39:12.204228] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-03T20:39:12.205061] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-03T20:39:12.205112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:12.205144] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:12.205170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:12.205226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:12.261864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:12.262472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:12.262547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:12.262594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:12.384095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:12.384233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:12.384271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:12.384297] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:12.387558] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-03T20:39:12.387839] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-03T20:39:12.387963] [INFO ] [sig       ] DTM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:12.526187] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DTM.txt
[2025-12-03T20:39:12.526329] [INFO ] [sig       ] [955/3516] Completed DTM in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:12.526366] [INFO ] [sig       ] [956/3516] Forecasting DTSS...
[2025-12-03T20:39:12.526394] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-03T20:39:12.526422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-03T20:39:12.537616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-03T20:39:12.537922] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-03T20:39:12.538752] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-03T20:39:12.538804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:12.538836] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:12.538863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:12.538919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:12.596570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:12.597221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:12.597300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:12.597331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:12.710023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:12.710161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:12.710203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:12.710232] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:12.713489] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-03T20:39:12.713772] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-03T20:39:12.713895] [INFO ] [sig       ] DTSS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:12.850698] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DTSS.txt
[2025-12-03T20:39:12.850820] [INFO ] [sig       ] [956/3516] Completed DTSS in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:12.850858] [INFO ] [sig       ] [957/3516] Forecasting DUK...
[2025-12-03T20:39:12.850885] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-03T20:39:12.850920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-03T20:39:12.861746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-03T20:39:12.862026] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-03T20:39:12.862818] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-03T20:39:12.862867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:12.862897] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:12.862922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:12.862977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:12.919858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:12.920628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:12.920706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:12.920740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:13.041276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:13.041432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:13.041470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:13.041497] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:13.044966] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=40.55%)
[2025-12-03T20:39:13.045296] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-03T20:39:13.045432] [INFO ] [sig       ] DUK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:13.182055] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DUK.txt
[2025-12-03T20:39:13.182177] [INFO ] [sig       ] [957/3516] Completed DUK in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:13.182215] [INFO ] [sig       ] [958/3516] Forecasting DUKB...
[2025-12-03T20:39:13.182244] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-03T20:39:13.182274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-03T20:39:13.193220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-03T20:39:13.193515] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-03T20:39:13.194347] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-03T20:39:13.194399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:13.194431] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:13.194459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:13.194516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:13.252149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:13.252782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:13.252886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:13.252920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:13.371681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:13.371819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:13.371856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:13.371882] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:13.375120] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=22.42%)
[2025-12-03T20:39:13.375382] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-03T20:39:13.375504] [INFO ] [sig       ] DUKB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:13.513257] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DUKB.txt
[2025-12-03T20:39:13.513385] [INFO ] [sig       ] [958/3516] Completed DUKB in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:13.513422] [INFO ] [sig       ] [959/3516] Forecasting DUOL...
[2025-12-03T20:39:13.513451] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-03T20:39:13.513479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-03T20:39:13.524696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-03T20:39:13.524983] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-03T20:39:13.525825] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-03T20:39:13.525877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:13.525909] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:13.525937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:13.525995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:13.583212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:13.583908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:13.584004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:13.584037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:13.701951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:13.702080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:13.702115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:13.702142] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:13.705326] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=6.37%)
[2025-12-03T20:39:13.705607] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-03T20:39:13.705734] [INFO ] [sig       ] DUOL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:13.842093] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DUOL.txt
[2025-12-03T20:39:13.842232] [INFO ] [sig       ] [959/3516] Completed DUOL in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:13.842272] [INFO ] [sig       ] [960/3516] Forecasting DVA...
[2025-12-03T20:39:13.842299] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-03T20:39:13.842327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-03T20:39:13.855105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-03T20:39:13.855480] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-03T20:39:13.856308] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-03T20:39:13.856362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:13.856394] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:13.856420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:13.856476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:13.924980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:13.925943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:13.926034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:13.926068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:14.059419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:14.059598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:14.059654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:14.059713] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:14.063273] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-03T20:39:14.063560] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-03T20:39:14.063720] [INFO ] [sig       ] DVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:14.213675] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DVA.txt
[2025-12-03T20:39:14.213845] [INFO ] [sig       ] [960/3516] Completed DVA in 0.4s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:14.213885] [INFO ] [sig       ] [961/3516] Forecasting DVN...
[2025-12-03T20:39:14.213917] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-03T20:39:14.213953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-03T20:39:14.226108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-03T20:39:14.226512] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-03T20:39:14.227343] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-03T20:39:14.227395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:14.227427] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:14.227453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:14.227510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:14.287926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:14.288829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:14.288913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:14.288945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:14.414947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:14.415104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:14.415143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:14.415170] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:14.418804] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=98.76%)
[2025-12-03T20:39:14.419111] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-03T20:39:14.419249] [INFO ] [sig       ] DVN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:14.566704] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DVN.txt
[2025-12-03T20:39:14.566942] [INFO ] [sig       ] [961/3516] Completed DVN in 0.4s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:14.567009] [INFO ] [sig       ] [962/3516] Forecasting DVY...
[2025-12-03T20:39:14.567060] [INFO ] [sig       ] Generating forecast for: DVY
[2025-12-03T20:39:14.567111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-12-03T20:39:14.582096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-12-03T20:39:14.582530] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-12-03T20:39:14.583644] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-12-03T20:39:14.583708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:14.583750] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:14.583783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:14.583863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:14.650711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:14.651708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:14.651803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:14.651837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:14.786689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:14.786871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:14.786913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:14.786943] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:14.790933] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-03T20:39:14.791249] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-12-03T20:39:14.791388] [INFO ] [sig       ] DVY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:14.951001] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DVY.txt
[2025-12-03T20:39:14.951205] [INFO ] [sig       ] [962/3516] Completed DVY in 0.4s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:14.951258] [INFO ] [sig       ] [963/3516] Forecasting DWAS...
[2025-12-03T20:39:14.951295] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-03T20:39:14.951331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-03T20:39:14.963813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-03T20:39:14.964254] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-03T20:39:14.965268] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-03T20:39:14.965329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:14.965364] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:14.965393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:14.965460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:15.026152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:15.027208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:15.027322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:15.027364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:15.164596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:15.164772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:15.164821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:15.164857] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:15.169808] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-03T20:39:15.170261] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-03T20:39:15.170457] [INFO ] [sig       ] DWAS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:15.319900] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DWAS.txt
[2025-12-03T20:39:15.320057] [INFO ] [sig       ] [963/3516] Completed DWAS in 0.4s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:15.320095] [INFO ] [sig       ] [964/3516] Forecasting DWSH...
[2025-12-03T20:39:15.320125] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-03T20:39:15.320154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-03T20:39:15.333971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-03T20:39:15.334457] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-03T20:39:15.335594] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-03T20:39:15.335660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:15.335706] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:15.335744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:15.335826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:15.422165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:15.423297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:15.423385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:15.423419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:15.537934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:15.538122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:15.538166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:15.538196] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:15.541772] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-03T20:39:15.542112] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-03T20:39:15.542256] [INFO ] [sig       ] DWSH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:15.691632] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DWSH.txt
[2025-12-03T20:39:15.691812] [INFO ] [sig       ] [964/3516] Completed DWSH in 0.4s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:15.691853] [INFO ] [sig       ] [965/3516] Forecasting DX...
[2025-12-03T20:39:15.691884] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-03T20:39:15.691912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-03T20:39:15.703985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-03T20:39:15.704314] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-03T20:39:15.705118] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-03T20:39:15.705168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:15.705226] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:15.705254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:15.705310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:15.762229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:15.763012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:15.763093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:15.763125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:15.885992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:15.886146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:15.886186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:15.886213] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:15.889923] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-03T20:39:15.890263] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-03T20:39:15.890410] [INFO ] [sig       ] DX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:16.029846] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DX.txt
[2025-12-03T20:39:16.029974] [INFO ] [sig       ] [965/3516] Completed DX in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:16.030013] [INFO ] [sig       ] [966/3516] Forecasting DXC...
[2025-12-03T20:39:16.030041] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-03T20:39:16.030068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-03T20:39:16.044300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-03T20:39:16.044845] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-03T20:39:16.045846] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-03T20:39:16.045900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:16.045952] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:16.045980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:16.046037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:16.105268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:16.106430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:16.106523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:16.106556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:16.229990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:16.230150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:16.230189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:16.230217] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:16.233774] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-03T20:39:16.234053] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-03T20:39:16.234186] [INFO ] [sig       ] DXC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:16.375649] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/DXC.txt
[2025-12-03T20:39:16.375788] [INFO ] [sig       ] [966/3516] Completed DXC in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:16.375828] [INFO ] [sig       ] [967/3516] Forecasting DXCM...
[2025-12-03T20:39:16.375856] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-03T20:39:16.375886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-03T20:39:16.388057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-03T20:39:16.388513] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-03T20:39:16.389419] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-03T20:39:16.389471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:16.389504] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:16.389530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:16.389611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:16.448395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:16.449284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:16.449381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:16.449419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:16.570356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:16.570507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:16.570544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:16.570586] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:16.573853] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2025-12-03T20:39:16.574115] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-03T20:39:16.574237] [INFO ] [sig       ] DXCM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:16.710847] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DXCM.txt
[2025-12-03T20:39:16.710973] [INFO ] [sig       ] [967/3516] Completed DXCM in 0.3s | 2.96 sym/s | Total: 5.4m | ETA: 14.4m
[2025-12-03T20:39:16.711010] [INFO ] [sig       ] [968/3516] Forecasting DYN...
[2025-12-03T20:39:16.711039] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-03T20:39:16.711068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-03T20:39:16.725130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-03T20:39:16.725612] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-03T20:39:16.726549] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-03T20:39:16.726625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:16.726662] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:16.726691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:16.726763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:16.785515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:16.786423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:16.786521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:16.786553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:16.926335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:16.926492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:16.926529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:16.926555] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:16.930008] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=35.50%)
[2025-12-03T20:39:16.930288] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-03T20:39:16.930421] [INFO ] [sig       ] DYN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:17.066705] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/DYN.txt
[2025-12-03T20:39:17.066863] [INFO ] [sig       ] [968/3516] Completed DYN in 0.4s | 2.96 sym/s | Total: 5.5m | ETA: 14.4m
[2025-12-03T20:39:17.066903] [INFO ] [sig       ] [969/3516] Forecasting E...
[2025-12-03T20:39:17.066935] [INFO ] [sig       ] Generating forecast for: E
[2025-12-03T20:39:17.066964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-03T20:39:17.079512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-03T20:39:17.079876] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-03T20:39:17.080679] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-03T20:39:17.080730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:17.080761] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:17.080787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:17.080841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:17.138562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:17.139241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:17.139324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:17.139357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:17.258537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:17.258709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:17.258749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:17.258777] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:17.262168] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=29.95%)
[2025-12-03T20:39:17.262447] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-03T20:39:17.262598] [INFO ] [sig       ] E: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:17.413861] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/E.txt
[2025-12-03T20:39:17.414031] [INFO ] [sig       ] [969/3516] Completed E in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.4m
[2025-12-03T20:39:17.414073] [INFO ] [sig       ] [970/3516] Forecasting EA...
[2025-12-03T20:39:17.414111] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-03T20:39:17.414141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-03T20:39:17.426782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-03T20:39:17.427117] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-03T20:39:17.427905] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-03T20:39:17.427955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:17.428005] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:17.428032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:17.428087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:17.484037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:17.484755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:17.484831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:17.484862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:17.607832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:17.607930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:17.607967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:17.608030] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:17.611379] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=55.09%)
[2025-12-03T20:39:17.611680] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-03T20:39:17.611806] [INFO ] [sig       ] EA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:17.750427] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EA.txt
[2025-12-03T20:39:17.750594] [INFO ] [sig       ] [970/3516] Completed EA in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:17.750636] [INFO ] [sig       ] [971/3516] Forecasting EAF...
[2025-12-03T20:39:17.750666] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-03T20:39:17.750694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-03T20:39:17.761214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-03T20:39:17.761512] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-03T20:39:17.762281] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-03T20:39:17.762341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:17.762378] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:17.762409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:17.762467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:17.818371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:17.819016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:17.819092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:17.819124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:17.937288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:17.937432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:17.937469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:17.937496] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:17.940777] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-12-03T20:39:17.941042] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-03T20:39:17.941164] [INFO ] [sig       ] EAF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:18.077491] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EAF.txt
[2025-12-03T20:39:18.077628] [INFO ] [sig       ] [971/3516] Completed EAF in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:18.077670] [INFO ] [sig       ] [972/3516] Forecasting EAI...
[2025-12-03T20:39:18.077697] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-03T20:39:18.077725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-03T20:39:18.088549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-03T20:39:18.088957] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-03T20:39:18.089745] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-03T20:39:18.089794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:18.089825] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:18.089851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:18.089906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:18.145853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:18.146689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:18.146767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:18.146799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:18.261113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:18.261257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:18.261293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:18.261323] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:18.264833] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2025-12-03T20:39:18.265102] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-03T20:39:18.265227] [INFO ] [sig       ] EAI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:18.402341] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EAI.txt
[2025-12-03T20:39:18.402468] [INFO ] [sig       ] [972/3516] Completed EAI in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:18.402504] [INFO ] [sig       ] [973/3516] Forecasting EARN...
[2025-12-03T20:39:18.402533] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-03T20:39:18.402587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-03T20:39:18.413625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-03T20:39:18.413909] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-03T20:39:18.414690] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-03T20:39:18.414738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:18.414769] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:18.414794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:18.414849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:18.470550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:18.471215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:18.471291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:18.471323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:18.591198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:18.591338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:18.591376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:18.591418] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:18.594722] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2025-12-03T20:39:18.594993] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-03T20:39:18.595122] [INFO ] [sig       ] EARN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:18.733558] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EARN.txt
[2025-12-03T20:39:18.733725] [INFO ] [sig       ] [973/3516] Completed EARN in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:18.733761] [INFO ] [sig       ] [974/3516] Forecasting EB...
[2025-12-03T20:39:18.733789] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-03T20:39:18.733818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-03T20:39:18.744715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-03T20:39:18.745009] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-03T20:39:18.745770] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-03T20:39:18.745819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:18.745850] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:18.745883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:18.745941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:18.802186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:18.802850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:18.802924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:18.802955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:18.923060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:18.923194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:18.923230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:18.923257] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:18.926594] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-03T20:39:18.926856] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-03T20:39:18.926979] [INFO ] [sig       ] EB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:19.064820] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EB.txt
[2025-12-03T20:39:19.064941] [INFO ] [sig       ] [974/3516] Completed EB in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:19.064978] [INFO ] [sig       ] [975/3516] Forecasting EBAY...
[2025-12-03T20:39:19.065007] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-03T20:39:19.065036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-03T20:39:19.075702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-03T20:39:19.075984] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-03T20:39:19.076771] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-03T20:39:19.076819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:19.076849] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:19.076875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:19.076930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:19.136486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:19.137264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:19.137343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:19.137376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:19.256463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:19.256620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:19.256658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:19.256686] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:19.259966] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=59.89%)
[2025-12-03T20:39:19.260232] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-03T20:39:19.260357] [INFO ] [sig       ] EBAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:19.396387] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EBAY.txt
[2025-12-03T20:39:19.396505] [INFO ] [sig       ] [975/3516] Completed EBAY in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:19.396542] [INFO ] [sig       ] [976/3516] Forecasting EBC...
[2025-12-03T20:39:19.396587] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-03T20:39:19.396619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-03T20:39:19.408468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-03T20:39:19.408811] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-03T20:39:19.409564] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-03T20:39:19.409630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:19.409662] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:19.409687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:19.409741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:19.466256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:19.466893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:19.466968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:19.466999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:19.586548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:19.586686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:19.586722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:19.586749] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:19.589995] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-03T20:39:19.590257] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-03T20:39:19.590394] [INFO ] [sig       ] EBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:19.730297] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EBC.txt
[2025-12-03T20:39:19.730451] [INFO ] [sig       ] [976/3516] Completed EBC in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:19.730495] [INFO ] [sig       ] [977/3516] Forecasting EBF...
[2025-12-03T20:39:19.730530] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-03T20:39:19.730563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-03T20:39:19.749743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-03T20:39:19.750056] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-03T20:39:19.750899] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-03T20:39:19.750948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:19.750980] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:19.751005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:19.751073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:19.809257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:19.809907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:19.809980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:19.810011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:19.928313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:19.928462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:19.928498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:19.928527] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:19.931877] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-03T20:39:19.932151] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-03T20:39:19.932283] [INFO ] [sig       ] EBF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:20.068481] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EBF.txt
[2025-12-03T20:39:20.068616] [INFO ] [sig       ] [977/3516] Completed EBF in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:20.068656] [INFO ] [sig       ] [978/3516] Forecasting EBON...
[2025-12-03T20:39:20.068684] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-03T20:39:20.068713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-03T20:39:20.079701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-03T20:39:20.080027] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-03T20:39:20.080988] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-03T20:39:20.081047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:20.081087] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:20.081123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:20.081197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:20.138925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:20.139546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:20.139642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:20.139674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:20.242188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:20.242345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:20.242382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:20.242410] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:20.245735] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-12-03T20:39:20.245999] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-03T20:39:20.246120] [INFO ] [sig       ] EBON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:20.383212] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EBON.txt
[2025-12-03T20:39:20.383331] [INFO ] [sig       ] [978/3516] Completed EBON in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:20.383395] [INFO ] [sig       ] [979/3516] Forecasting EC...
[2025-12-03T20:39:20.383424] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-03T20:39:20.383452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-03T20:39:20.394463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-03T20:39:20.394799] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-03T20:39:20.395542] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-03T20:39:20.395618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:20.395651] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:20.395677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:20.395732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:20.452005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:20.452660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:20.452736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:20.452768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:20.575003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:20.575140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:20.575177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:20.575204] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:20.578491] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: UP (p=72.86%)
[2025-12-03T20:39:20.578771] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-03T20:39:20.578896] [INFO ] [sig       ] EC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:20.716468] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EC.txt
[2025-12-03T20:39:20.716610] [INFO ] [sig       ] [979/3516] Completed EC in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:20.716650] [INFO ] [sig       ] [980/3516] Forecasting ECC...
[2025-12-03T20:39:20.716679] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-03T20:39:20.716707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-03T20:39:20.727366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-03T20:39:20.727662] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-03T20:39:20.728434] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-03T20:39:20.728483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:20.728512] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:20.728537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:20.728612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:20.783600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:20.784328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:20.784405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:20.784435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:20.899047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:20.899178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:20.899212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:20.899238] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:20.902457] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2025-12-03T20:39:20.902739] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-03T20:39:20.902862] [INFO ] [sig       ] ECC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:21.048525] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ECC.txt
[2025-12-03T20:39:21.048673] [INFO ] [sig       ] [980/3516] Completed ECC in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:21.048715] [INFO ] [sig       ] [981/3516] Forecasting ECL...
[2025-12-03T20:39:21.048744] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-03T20:39:21.048774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-03T20:39:21.059557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-03T20:39:21.059871] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-03T20:39:21.060660] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-03T20:39:21.060708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:21.060739] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:21.060765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:21.060820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:21.116851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:21.117512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:21.117604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:21.117638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:21.232842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:21.232978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:21.233014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:21.233040] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:21.236260] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-03T20:39:21.236528] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-03T20:39:21.236678] [INFO ] [sig       ] ECL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:21.374737] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ECL.txt
[2025-12-03T20:39:21.374856] [INFO ] [sig       ] [981/3516] Completed ECL in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:21.374893] [INFO ] [sig       ] [982/3516] Forecasting ECPG...
[2025-12-03T20:39:21.374921] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-03T20:39:21.374949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-03T20:39:21.385860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-03T20:39:21.386137] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-03T20:39:21.386901] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-03T20:39:21.386950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:21.386980] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:21.387006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:21.387086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:21.443818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:21.444477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:21.444554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:21.444605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:21.559230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:21.559369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:21.559404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:21.559432] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:21.562663] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-12-03T20:39:21.562926] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-03T20:39:21.563051] [INFO ] [sig       ] ECPG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:21.699008] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ECPG.txt
[2025-12-03T20:39:21.699146] [INFO ] [sig       ] [982/3516] Completed ECPG in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:21.699191] [INFO ] [sig       ] [983/3516] Forecasting ECX...
[2025-12-03T20:39:21.699220] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-03T20:39:21.699249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-03T20:39:21.710213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-03T20:39:21.710515] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-03T20:39:21.711287] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-03T20:39:21.711336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:21.711366] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:21.711391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:21.711446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:21.767438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:21.768275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:21.768352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:21.768388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:21.889656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:21.889812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:21.889849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:21.889877] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:21.893193] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=94.21%)
[2025-12-03T20:39:21.893466] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-03T20:39:21.893609] [INFO ] [sig       ] ECX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:22.034268] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ECX.txt
[2025-12-03T20:39:22.034426] [INFO ] [sig       ] [983/3516] Completed ECX in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:22.034466] [INFO ] [sig       ] [984/3516] Forecasting ED...
[2025-12-03T20:39:22.034495] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-03T20:39:22.034523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-03T20:39:22.046215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-03T20:39:22.046553] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-03T20:39:22.047358] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-03T20:39:22.047409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:22.047441] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:22.047467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:22.047524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:22.104749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:22.105629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:22.105710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:22.105744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:22.226172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:22.226321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:22.226357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:22.226386] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:22.229710] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2025-12-03T20:39:22.229977] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-03T20:39:22.230138] [INFO ] [sig       ] ED: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:22.373456] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ED.txt
[2025-12-03T20:39:22.373674] [INFO ] [sig       ] [984/3516] Completed ED in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:22.373732] [INFO ] [sig       ] [985/3516] Forecasting EDAP...
[2025-12-03T20:39:22.373774] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-03T20:39:22.373813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-03T20:39:22.385406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-03T20:39:22.385763] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-03T20:39:22.386665] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-03T20:39:22.386724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:22.386755] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:22.386781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:22.386837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:22.449288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:22.450189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:22.450272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:22.450305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:22.573971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:22.574129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:22.574167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:22.574196] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:22.577737] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-03T20:39:22.578083] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-03T20:39:22.578237] [INFO ] [sig       ] EDAP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:22.720289] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EDAP.txt
[2025-12-03T20:39:22.720416] [INFO ] [sig       ] [985/3516] Completed EDAP in 0.3s | 2.96 sym/s | Total: 5.5m | ETA: 14.3m
[2025-12-03T20:39:22.720455] [INFO ] [sig       ] [986/3516] Forecasting EDD...
[2025-12-03T20:39:22.720484] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-03T20:39:22.720513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-03T20:39:22.731085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-03T20:39:22.731351] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-03T20:39:22.732115] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-03T20:39:22.732164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:22.732195] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:22.732221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:22.732276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:22.788284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:22.788933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:22.789008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:22.789039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:22.910782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:22.910890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:22.910939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:22.910968] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:22.914117] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2025-12-03T20:39:22.914377] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-03T20:39:22.914500] [INFO ] [sig       ] EDD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:23.050598] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EDD.txt
[2025-12-03T20:39:23.050713] [INFO ] [sig       ] [986/3516] Completed EDD in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.3m
[2025-12-03T20:39:23.050749] [INFO ] [sig       ] [987/3516] Forecasting EDF...
[2025-12-03T20:39:23.050778] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-03T20:39:23.050806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-03T20:39:23.062086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-03T20:39:23.062411] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-03T20:39:23.063182] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-03T20:39:23.063231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:23.063261] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:23.063286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:23.063340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:23.118349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:23.118939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:23.119013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:23.119043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:23.235329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:23.235437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:23.235471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:23.235499] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:23.238630] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-03T20:39:23.238890] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-03T20:39:23.239010] [INFO ] [sig       ] EDF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:23.376526] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EDF.txt
[2025-12-03T20:39:23.376644] [INFO ] [sig       ] [987/3516] Completed EDF in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:23.376682] [INFO ] [sig       ] [988/3516] Forecasting EE...
[2025-12-03T20:39:23.376711] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-03T20:39:23.376739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-03T20:39:23.387689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-03T20:39:23.387957] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-03T20:39:23.388751] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-03T20:39:23.388800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:23.388831] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:23.388856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:23.388910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:23.444631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:23.445191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:23.445275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:23.445306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:23.560554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:23.560864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:23.560898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:23.560924] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:23.564047] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=28.22%)
[2025-12-03T20:39:23.564306] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-03T20:39:23.564430] [INFO ] [sig       ] EE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:23.702517] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EE.txt
[2025-12-03T20:39:23.702659] [INFO ] [sig       ] [988/3516] Completed EE in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:23.702698] [INFO ] [sig       ] [989/3516] Forecasting EEMA...
[2025-12-03T20:39:23.702725] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-03T20:39:23.702753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-03T20:39:23.712819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-03T20:39:23.713166] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-03T20:39:23.714204] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-03T20:39:23.714266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:23.714313] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:23.714355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:23.714442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:23.772761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:23.773377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:23.773457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:23.773491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:23.895384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:23.895506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:23.895545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:23.895588] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:23.898918] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-03T20:39:23.899182] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-03T20:39:23.899306] [INFO ] [sig       ] EEMA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:24.036609] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EEMA.txt
[2025-12-03T20:39:24.036734] [INFO ] [sig       ] [989/3516] Completed EEMA in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:24.036772] [INFO ] [sig       ] [990/3516] Forecasting EEX...
[2025-12-03T20:39:24.036801] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-03T20:39:24.036829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-03T20:39:24.047957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-03T20:39:24.048260] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-03T20:39:24.049078] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-03T20:39:24.049130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:24.049162] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:24.049200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:24.049258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:24.106818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:24.107513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:24.107610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:24.107646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:24.224865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:24.225010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:24.225047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:24.225074] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:24.228440] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2025-12-03T20:39:24.228726] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-03T20:39:24.228853] [INFO ] [sig       ] EEX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:24.365372] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EEX.txt
[2025-12-03T20:39:24.365501] [INFO ] [sig       ] [990/3516] Completed EEX in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:24.365540] [INFO ] [sig       ] [991/3516] Forecasting EFC...
[2025-12-03T20:39:24.365584] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-03T20:39:24.365617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-03T20:39:24.377221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-03T20:39:24.377567] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-03T20:39:24.378440] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-03T20:39:24.378496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:24.378527] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:24.378553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:24.378632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:24.434934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:24.435790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:24.435872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:24.435904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:24.549556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:24.549719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:24.549758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:24.549785] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:24.553117] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=46.56%)
[2025-12-03T20:39:24.553393] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-03T20:39:24.553522] [INFO ] [sig       ] EFC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:24.689625] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EFC.txt
[2025-12-03T20:39:24.689754] [INFO ] [sig       ] [991/3516] Completed EFC in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:24.689792] [INFO ] [sig       ] [992/3516] Forecasting EFSC...
[2025-12-03T20:39:24.689820] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-03T20:39:24.689848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-03T20:39:24.701013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-03T20:39:24.701315] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-03T20:39:24.702174] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-03T20:39:24.702225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:24.702255] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:24.702282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:24.702339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:24.758775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:24.759605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:24.759686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:24.759718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:24.880150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:24.880296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:24.880332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:24.880359] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:24.883736] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-03T20:39:24.884002] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-03T20:39:24.884127] [INFO ] [sig       ] EFSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:25.021320] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EFSC.txt
[2025-12-03T20:39:25.021470] [INFO ] [sig       ] [992/3516] Completed EFSC in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:25.021512] [INFO ] [sig       ] [993/3516] Forecasting EFX...
[2025-12-03T20:39:25.021540] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-03T20:39:25.021586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-03T20:39:25.033047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-03T20:39:25.033376] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-03T20:39:25.034206] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-03T20:39:25.034257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:25.034289] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:25.034315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:25.034371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:25.091394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:25.092105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:25.092183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:25.092216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:25.210586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:25.210734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:25.210773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:25.210801] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:25.214199] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=68.94%)
[2025-12-03T20:39:25.214469] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-03T20:39:25.214637] [INFO ] [sig       ] EFX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:25.354523] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EFX.txt
[2025-12-03T20:39:25.354687] [INFO ] [sig       ] [993/3516] Completed EFX in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:25.354726] [INFO ] [sig       ] [994/3516] Forecasting EG...
[2025-12-03T20:39:25.354754] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-03T20:39:25.354789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-03T20:39:25.366118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-03T20:39:25.366433] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-03T20:39:25.367227] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-03T20:39:25.367276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:25.367308] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:25.367333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:25.367389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:25.425602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:25.426327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:25.426405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:25.426440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:25.552365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:25.552521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:25.552560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:25.552606] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:25.556084] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=59.71%)
[2025-12-03T20:39:25.556391] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-03T20:39:25.556537] [INFO ] [sig       ] EG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:25.699104] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EG.txt
[2025-12-03T20:39:25.699232] [INFO ] [sig       ] [994/3516] Completed EG in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:25.699270] [INFO ] [sig       ] [995/3516] Forecasting EGAN...
[2025-12-03T20:39:25.699298] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-03T20:39:25.699326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-03T20:39:25.710803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-03T20:39:25.711148] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-03T20:39:25.711973] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-03T20:39:25.712024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:25.712055] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:25.712081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:25.712138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:25.770282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:25.770972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:25.771050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:25.771082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:25.891734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:25.891889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:25.891928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:25.891957] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:25.895367] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=44.45%)
[2025-12-03T20:39:25.895668] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-03T20:39:25.895797] [INFO ] [sig       ] EGAN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:26.038802] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EGAN.txt
[2025-12-03T20:39:26.038965] [INFO ] [sig       ] [995/3516] Completed EGAN in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:26.039034] [INFO ] [sig       ] [996/3516] Forecasting EGBN...
[2025-12-03T20:39:26.039063] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-03T20:39:26.039105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-03T20:39:26.050680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-03T20:39:26.050971] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-03T20:39:26.051755] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-03T20:39:26.051805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:26.051837] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:26.051863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:26.051918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:26.110258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:26.110974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:26.111052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:26.111085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:26.236746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:26.236916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:26.236954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:26.236989] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:26.240433] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-12-03T20:39:26.240740] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-03T20:39:26.240876] [INFO ] [sig       ] EGBN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:26.387957] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EGBN.txt
[2025-12-03T20:39:26.388140] [INFO ] [sig       ] [996/3516] Completed EGBN in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:26.388180] [INFO ] [sig       ] [997/3516] Forecasting EGP...
[2025-12-03T20:39:26.388208] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-03T20:39:26.388237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-03T20:39:26.400353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-03T20:39:26.400818] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-03T20:39:26.401812] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-03T20:39:26.401869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:26.401901] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:26.401925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:26.401982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:26.477323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:26.478230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:26.478313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:26.478344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:26.600046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:26.600204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:26.600243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:26.600271] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:26.603926] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-03T20:39:26.604248] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-03T20:39:26.604391] [INFO ] [sig       ] EGP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:26.743452] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EGP.txt
[2025-12-03T20:39:26.743596] [INFO ] [sig       ] [997/3516] Completed EGP in 0.4s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:26.743636] [INFO ] [sig       ] [998/3516] Forecasting EGY...
[2025-12-03T20:39:26.743665] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-03T20:39:26.743693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-03T20:39:26.755869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-03T20:39:26.756313] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-03T20:39:26.757375] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-03T20:39:26.757426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:26.757457] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:26.757482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:26.757537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:26.813373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:26.814292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:26.814377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:26.814408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:26.933536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:26.933726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:26.933766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:26.933793] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:26.937334] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-03T20:39:26.937760] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-03T20:39:26.937912] [INFO ] [sig       ] EGY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:27.080337] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EGY.txt
[2025-12-03T20:39:27.080494] [INFO ] [sig       ] [998/3516] Completed EGY in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:27.080532] [INFO ] [sig       ] [999/3516] Forecasting EH...
[2025-12-03T20:39:27.080563] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-03T20:39:27.080613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-03T20:39:27.092513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-03T20:39:27.092844] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-03T20:39:27.093649] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-03T20:39:27.093699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:27.093730] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:27.093782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:27.093839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:27.151847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:27.152557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:27.152658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:27.152692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:27.271189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:27.271376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:27.271416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:27.271442] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:27.274743] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-12-03T20:39:27.275009] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-03T20:39:27.275137] [INFO ] [sig       ] EH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:27.419738] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EH.txt
[2025-12-03T20:39:27.419922] [INFO ] [sig       ] [999/3516] Completed EH in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:27.419963] [INFO ] [sig       ] [1000/3516] Forecasting EHAB...
[2025-12-03T20:39:27.419994] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-03T20:39:27.420023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-03T20:39:27.431898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-03T20:39:27.432243] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-03T20:39:27.433222] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-03T20:39:27.433282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:27.433322] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:27.433353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:27.433431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:27.492238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:27.493143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:27.493229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:27.493261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:27.622998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:27.623161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:27.623198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:27.623227] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:27.626772] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=71.35%)
[2025-12-03T20:39:27.627062] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-03T20:39:27.627201] [INFO ] [sig       ] EHAB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:27.768073] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EHAB.txt
[2025-12-03T20:39:27.768221] [INFO ] [sig       ] [1000/3516] Completed EHAB in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:27.768261] [INFO ] [sig       ] [1001/3516] Forecasting EHC...
[2025-12-03T20:39:27.768289] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-03T20:39:27.768318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-03T20:39:27.779882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-03T20:39:27.780208] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-03T20:39:27.780991] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-03T20:39:27.781041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:27.781072] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:27.781099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:27.781154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:27.838617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:27.839559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:27.839679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:27.839712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:27.958438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:27.958619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:27.958660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:27.958688] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:27.962026] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=87.40%)
[2025-12-03T20:39:27.962294] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-03T20:39:27.962418] [INFO ] [sig       ] EHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:28.098484] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EHC.txt
[2025-12-03T20:39:28.098654] [INFO ] [sig       ] [1001/3516] Completed EHC in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:28.098710] [INFO ] [sig       ] [1002/3516] Forecasting EHI...
[2025-12-03T20:39:28.098741] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-03T20:39:28.098770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-03T20:39:28.110728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-03T20:39:28.111038] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-03T20:39:28.111921] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-03T20:39:28.111972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:28.112005] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:28.112030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:28.112086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:28.168077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:28.168855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:28.168938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:28.168972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:28.284694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:28.284843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:28.284880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:28.284906] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:28.288182] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=50.22%)
[2025-12-03T20:39:28.288481] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-03T20:39:28.288627] [INFO ] [sig       ] EHI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:28.424643] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EHI.txt
[2025-12-03T20:39:28.424777] [INFO ] [sig       ] [1002/3516] Completed EHI in 0.3s | 2.96 sym/s | Total: 5.6m | ETA: 14.2m
[2025-12-03T20:39:28.424814] [INFO ] [sig       ] [1003/3516] Forecasting EHTH...
[2025-12-03T20:39:28.424844] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-03T20:39:28.424872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-03T20:39:28.437070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-03T20:39:28.437491] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-03T20:39:28.438347] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-03T20:39:28.438399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:28.438444] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:28.438471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:28.438526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:28.496054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:28.496994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:28.497087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:28.497120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:28.616889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:28.617059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:28.617098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:28.617124] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:28.620752] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-12-03T20:39:28.621073] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-03T20:39:28.621213] [INFO ] [sig       ] EHTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:28.758312] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EHTH.txt
[2025-12-03T20:39:28.758439] [INFO ] [sig       ] [1003/3516] Completed EHTH in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.2m
[2025-12-03T20:39:28.758476] [INFO ] [sig       ] [1004/3516] Forecasting EIC...
[2025-12-03T20:39:28.758505] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-03T20:39:28.758533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-03T20:39:28.771077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-03T20:39:28.771413] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-03T20:39:28.772202] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-03T20:39:28.772251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:28.772282] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:28.772308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:28.772363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:28.828364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:28.828974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:28.829051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:28.829085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:28.944753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:28.944916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:28.944953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:28.944980] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:28.948364] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-03T20:39:28.948709] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-03T20:39:28.948844] [INFO ] [sig       ] EIC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:29.085649] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EIC.txt
[2025-12-03T20:39:29.085785] [INFO ] [sig       ] [1004/3516] Completed EIC in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.2m
[2025-12-03T20:39:29.085823] [INFO ] [sig       ] [1005/3516] Forecasting EIG...
[2025-12-03T20:39:29.085852] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-03T20:39:29.085879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-03T20:39:29.098080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-03T20:39:29.098515] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-03T20:39:29.099308] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-03T20:39:29.099359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:29.099390] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:29.099420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:29.099475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:29.155458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:29.156358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:29.156447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:29.156480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:29.273785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:29.273936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:29.273974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:29.274000] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:29.277329] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=58.68%)
[2025-12-03T20:39:29.277648] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-03T20:39:29.277783] [INFO ] [sig       ] EIG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:29.413658] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EIG.txt
[2025-12-03T20:39:29.413805] [INFO ] [sig       ] [1005/3516] Completed EIG in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:29.413844] [INFO ] [sig       ] [1006/3516] Forecasting EIX...
[2025-12-03T20:39:29.413873] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-03T20:39:29.413901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-03T20:39:29.425337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-03T20:39:29.425686] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-03T20:39:29.426512] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-03T20:39:29.426564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:29.426620] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:29.426649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:29.426706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:29.484877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:29.485496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:29.485587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:29.485621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:29.601237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:29.601377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:29.601414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:29.601440] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:29.604726] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-03T20:39:29.604991] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-03T20:39:29.605117] [INFO ] [sig       ] EIX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:29.743040] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EIX.txt
[2025-12-03T20:39:29.743168] [INFO ] [sig       ] [1006/3516] Completed EIX in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:29.743213] [INFO ] [sig       ] [1007/3516] Forecasting EKSO...
[2025-12-03T20:39:29.743242] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-12-03T20:39:29.743271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-12-03T20:39:29.753521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-12-03T20:39:29.753821] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-12-03T20:39:29.754562] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-12-03T20:39:29.754631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:29.754662] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:29.754687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:29.754741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:29.810200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:29.810855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:29.810929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:29.810961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:29.923448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:29.923610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:29.923649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:29.923679] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:29.926955] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-03T20:39:29.927224] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-12-03T20:39:29.927348] [INFO ] [sig       ] EKSO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:30.062874] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EKSO.txt
[2025-12-03T20:39:30.062995] [INFO ] [sig       ] [1007/3516] Completed EKSO in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:30.063031] [INFO ] [sig       ] [1008/3516] Forecasting ELAB...
[2025-12-03T20:39:30.063059] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-03T20:39:30.063088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-03T20:39:30.075176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-03T20:39:30.075521] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-03T20:39:30.076340] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-03T20:39:30.076392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:30.076424] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:30.076450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:30.076506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:30.135369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:30.136122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:30.136203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:30.136236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:30.260272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:30.260446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:30.260498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:30.260539] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:30.264020] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2025-12-03T20:39:30.264300] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-03T20:39:30.264452] [INFO ] [sig       ] ELAB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:30.406658] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ELAB.txt
[2025-12-03T20:39:30.406804] [INFO ] [sig       ] [1008/3516] Completed ELAB in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:30.406846] [INFO ] [sig       ] [1009/3516] Forecasting ELAN...
[2025-12-03T20:39:30.406887] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-03T20:39:30.406931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-03T20:39:30.421331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-03T20:39:30.421858] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-03T20:39:30.422721] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-03T20:39:30.422773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:30.422805] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:30.422831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:30.422889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:30.484179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:30.485057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:30.485137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:30.485169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:30.607852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:30.608035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:30.608076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:30.608103] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:30.611417] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=72.19%)
[2025-12-03T20:39:30.611709] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-03T20:39:30.611837] [INFO ] [sig       ] ELAN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:30.749740] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ELAN.txt
[2025-12-03T20:39:30.749871] [INFO ] [sig       ] [1009/3516] Completed ELAN in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:30.749911] [INFO ] [sig       ] [1010/3516] Forecasting ELC...
[2025-12-03T20:39:30.749939] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-03T20:39:30.749967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-03T20:39:30.762084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-03T20:39:30.762437] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-03T20:39:30.763303] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-03T20:39:30.763356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:30.763388] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:30.763415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:30.763472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:30.822435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:30.823202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:30.823285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:30.823318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:30.942321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:30.942480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:30.942522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:30.942568] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:30.946264] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-03T20:39:30.946600] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-03T20:39:30.946752] [INFO ] [sig       ] ELC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:31.088561] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ELC.txt
[2025-12-03T20:39:31.088723] [INFO ] [sig       ] [1010/3516] Completed ELC in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:31.088760] [INFO ] [sig       ] [1011/3516] Forecasting ELDN...
[2025-12-03T20:39:31.088788] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-03T20:39:31.088817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-03T20:39:31.100002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-03T20:39:31.100363] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-03T20:39:31.101168] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-03T20:39:31.101220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:31.101252] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:31.101278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:31.101336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:31.158942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:31.159826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:31.159928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:31.159961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:31.280380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:31.280527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:31.280566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:31.280625] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:31.284094] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-03T20:39:31.284373] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-03T20:39:31.284504] [INFO ] [sig       ] ELDN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:31.422897] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ELDN.txt
[2025-12-03T20:39:31.423036] [INFO ] [sig       ] [1011/3516] Completed ELDN in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:31.423074] [INFO ] [sig       ] [1012/3516] Forecasting ELF...
[2025-12-03T20:39:31.423103] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-03T20:39:31.423131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-03T20:39:31.434839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-03T20:39:31.435156] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-03T20:39:31.435981] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-03T20:39:31.436032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:31.436064] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:31.436091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:31.436148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:31.495969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:31.496879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:31.496987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:31.497031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:31.619384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:31.619535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:31.619592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:31.619631] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:31.623053] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2025-12-03T20:39:31.623326] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-03T20:39:31.623457] [INFO ] [sig       ] ELF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:31.766551] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ELF.txt
[2025-12-03T20:39:31.766727] [INFO ] [sig       ] [1012/3516] Completed ELF in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:31.766800] [INFO ] [sig       ] [1013/3516] Forecasting ELME...
[2025-12-03T20:39:31.766830] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-03T20:39:31.766860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-03T20:39:31.778311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-03T20:39:31.778661] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-03T20:39:31.779437] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-03T20:39:31.779488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:31.779520] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:31.779548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:31.779626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:31.836056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:31.836783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:31.836862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:31.836895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:31.951448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:31.951647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:31.951698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:31.951774] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:31.955162] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=84.97%)
[2025-12-03T20:39:31.955430] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-03T20:39:31.955561] [INFO ] [sig       ] ELME: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:32.091387] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ELME.txt
[2025-12-03T20:39:32.091523] [INFO ] [sig       ] [1013/3516] Completed ELME in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:32.091561] [INFO ] [sig       ] [1014/3516] Forecasting ELS...
[2025-12-03T20:39:32.091609] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-03T20:39:32.091644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-03T20:39:32.102530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-03T20:39:32.102880] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-03T20:39:32.103694] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-03T20:39:32.103745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:32.103777] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:32.103814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:32.103872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:32.160006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:32.160729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:32.160810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:32.160842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:32.275393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:32.275541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:32.275593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:32.275623] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:32.278960] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-03T20:39:32.279233] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-03T20:39:32.279363] [INFO ] [sig       ] ELS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:32.414329] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ELS.txt
[2025-12-03T20:39:32.414462] [INFO ] [sig       ] [1014/3516] Completed ELS in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:32.414501] [INFO ] [sig       ] [1015/3516] Forecasting ELTX...
[2025-12-03T20:39:32.414530] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-03T20:39:32.414559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-03T20:39:32.425182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-03T20:39:32.425472] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-03T20:39:32.426265] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-03T20:39:32.426315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:32.426345] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:32.426371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:32.426425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:32.482788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:32.483548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:32.483658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:32.483698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:32.604207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:32.604358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:32.604398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:32.604426] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:32.607847] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=29.10%)
[2025-12-03T20:39:32.608144] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-03T20:39:32.608271] [INFO ] [sig       ] ELTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:32.753343] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ELTX.txt
[2025-12-03T20:39:32.753490] [INFO ] [sig       ] [1015/3516] Completed ELTX in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:32.753529] [INFO ] [sig       ] [1016/3516] Forecasting ELVA...
[2025-12-03T20:39:32.753559] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-03T20:39:32.753607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-03T20:39:32.764017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-03T20:39:32.764346] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-03T20:39:32.765320] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-03T20:39:32.765371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:32.765402] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:32.765465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:32.765546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:32.821782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:32.822461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:32.822538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:32.822570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:32.946271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:32.946401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:32.946439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:32.946466] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:32.949810] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=63.14%)
[2025-12-03T20:39:32.950075] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-03T20:39:32.950200] [INFO ] [sig       ] ELVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:33.086631] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ELVA.txt
[2025-12-03T20:39:33.086764] [INFO ] [sig       ] [1016/3516] Completed ELVA in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:33.086802] [INFO ] [sig       ] [1017/3516] Forecasting ELVN...
[2025-12-03T20:39:33.086831] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-03T20:39:33.086859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-03T20:39:33.097958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-03T20:39:33.098294] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-03T20:39:33.099141] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-03T20:39:33.099193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:33.099226] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:33.099255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:33.099312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:33.154745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:33.155409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:33.155487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:33.155518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:33.268831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:33.268980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:33.269017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:33.269045] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:33.272312] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-03T20:39:33.272598] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-03T20:39:33.272724] [INFO ] [sig       ] ELVN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:33.408376] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ELVN.txt
[2025-12-03T20:39:33.408503] [INFO ] [sig       ] [1017/3516] Completed ELVN in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:33.408544] [INFO ] [sig       ] [1018/3516] Forecasting ELWS...
[2025-12-03T20:39:33.408588] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-03T20:39:33.408633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-03T20:39:33.419347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-03T20:39:33.419670] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-03T20:39:33.420477] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-03T20:39:33.420529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:33.420563] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:33.420628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:33.420689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:33.476754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:33.477477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:33.477557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:33.477610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:33.590416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:33.590587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:33.590627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:33.590661] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:33.593959] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-12-03T20:39:33.594225] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-03T20:39:33.594353] [INFO ] [sig       ] ELWS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:33.731416] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ELWS.txt
[2025-12-03T20:39:33.731544] [INFO ] [sig       ] [1018/3516] Completed ELWS in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:33.731599] [INFO ] [sig       ] [1019/3516] Forecasting EM...
[2025-12-03T20:39:33.731628] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-03T20:39:33.731656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-03T20:39:33.742623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-03T20:39:33.742953] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-03T20:39:33.743792] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-03T20:39:33.743844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:33.743876] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:33.743903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:33.743960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:33.800310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:33.800999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:33.801075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:33.801107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:33.915204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:33.915351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:33.915386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:33.915414] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:33.918928] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-12-03T20:39:33.919200] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-03T20:39:33.919324] [INFO ] [sig       ] EM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:34.057085] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EM.txt
[2025-12-03T20:39:34.057218] [INFO ] [sig       ] [1019/3516] Completed EM in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:34.057257] [INFO ] [sig       ] [1020/3516] Forecasting EMB...
[2025-12-03T20:39:34.057285] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-03T20:39:34.057313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-03T20:39:34.068493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-03T20:39:34.068823] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-03T20:39:34.069613] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-03T20:39:34.069670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:34.069713] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:34.069743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:34.069801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:34.125124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:34.125807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:34.125896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:34.125928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:34.247260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:34.247407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:34.247443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:34.247469] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:34.250782] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=46.95%)
[2025-12-03T20:39:34.251055] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-03T20:39:34.251180] [INFO ] [sig       ] EMB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:34.389033] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EMB.txt
[2025-12-03T20:39:34.389163] [INFO ] [sig       ] [1020/3516] Completed EMB in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:34.389201] [INFO ] [sig       ] [1021/3516] Forecasting EMBC...
[2025-12-03T20:39:34.389230] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-03T20:39:34.389259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-03T20:39:34.400437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-03T20:39:34.400741] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-03T20:39:34.401485] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-03T20:39:34.401534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:34.401564] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:34.401610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:34.401665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:34.457445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:34.458127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:34.458202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:34.458234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:34.578630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:34.578780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:34.578823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:34.578855] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:34.582190] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-03T20:39:34.582453] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-03T20:39:34.582590] [INFO ] [sig       ] EMBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:34.720486] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EMBC.txt
[2025-12-03T20:39:34.720622] [INFO ] [sig       ] [1021/3516] Completed EMBC in 0.3s | 2.96 sym/s | Total: 5.7m | ETA: 14.1m
[2025-12-03T20:39:34.720663] [INFO ] [sig       ] [1022/3516] Forecasting EMD...
[2025-12-03T20:39:34.720692] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-03T20:39:34.720720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-03T20:39:34.732135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-03T20:39:34.732433] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-03T20:39:34.733231] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-03T20:39:34.733282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:34.733313] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:34.733341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:34.733398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:34.788806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:34.789461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:34.789535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:34.789567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:34.908495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:34.908653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:34.908689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:34.908716] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:34.911973] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-03T20:39:34.912237] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-03T20:39:34.912359] [INFO ] [sig       ] EMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:35.049732] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EMD.txt
[2025-12-03T20:39:35.049862] [INFO ] [sig       ] [1022/3516] Completed EMD in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:35.049900] [INFO ] [sig       ] [1023/3516] Forecasting EMF...
[2025-12-03T20:39:35.049928] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-03T20:39:35.049956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-03T20:39:35.060788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-03T20:39:35.061063] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-03T20:39:35.061837] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-03T20:39:35.061886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:35.061916] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:35.061942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:35.061997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:35.117451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:35.118151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:35.118226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:35.118257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:35.227141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:35.227273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:35.227310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:35.227337] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:35.230657] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2025-12-03T20:39:35.230924] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-03T20:39:35.231059] [INFO ] [sig       ] EMF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:35.371313] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EMF.txt
[2025-12-03T20:39:35.371457] [INFO ] [sig       ] [1023/3516] Completed EMF in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:35.371497] [INFO ] [sig       ] [1024/3516] Forecasting EML...
[2025-12-03T20:39:35.371526] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-03T20:39:35.371554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-03T20:39:35.382973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-03T20:39:35.383388] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-03T20:39:35.384207] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-03T20:39:35.384258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:35.384288] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:35.384313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:35.384368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:35.441864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:35.442788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:35.442876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:35.442908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:35.547728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:35.547876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:35.547913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:35.547939] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:35.552145] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-03T20:39:35.552510] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-03T20:39:35.552686] [INFO ] [sig       ] EML: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:35.688353] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EML.txt
[2025-12-03T20:39:35.688482] [INFO ] [sig       ] [1024/3516] Completed EML in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:35.688520] [INFO ] [sig       ] [1025/3516] Forecasting EMN...
[2025-12-03T20:39:35.688548] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-03T20:39:35.688595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-03T20:39:35.700654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-03T20:39:35.700999] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-03T20:39:35.701793] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-03T20:39:35.701842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:35.701873] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:35.701899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:35.701953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:35.757156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:35.757938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:35.758030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:35.758062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:35.875645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:35.875789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:35.875825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:35.875851] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:35.879111] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=16.58%)
[2025-12-03T20:39:35.879379] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-03T20:39:35.879507] [INFO ] [sig       ] EMN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:36.015631] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EMN.txt
[2025-12-03T20:39:36.015768] [INFO ] [sig       ] [1025/3516] Completed EMN in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:36.015805] [INFO ] [sig       ] [1026/3516] Forecasting EMO...
[2025-12-03T20:39:36.015834] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-03T20:39:36.015862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-03T20:39:36.027164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-03T20:39:36.027432] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-03T20:39:36.028206] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-03T20:39:36.028255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:36.028284] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:36.028311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:36.028366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:36.083926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:36.084519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:36.084634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:36.084667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:36.197459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:36.197610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:36.197648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:36.197674] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:36.200929] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-12-03T20:39:36.201192] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-03T20:39:36.201313] [INFO ] [sig       ] EMO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:36.337041] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EMO.txt
[2025-12-03T20:39:36.337153] [INFO ] [sig       ] [1026/3516] Completed EMO in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:36.337190] [INFO ] [sig       ] [1027/3516] Forecasting ENB...
[2025-12-03T20:39:36.337219] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-03T20:39:36.337247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-03T20:39:36.350218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-03T20:39:36.350598] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-03T20:39:36.351389] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-03T20:39:36.351451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:36.351482] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:36.351507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:36.351561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:36.406883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:36.407742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:36.407828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:36.407859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:36.532430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:36.532607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:36.532646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:36.532673] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:36.536109] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2025-12-03T20:39:36.536376] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-03T20:39:36.536499] [INFO ] [sig       ] ENB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:36.673603] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ENB.txt
[2025-12-03T20:39:36.673749] [INFO ] [sig       ] [1027/3516] Completed ENB in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:36.673791] [INFO ] [sig       ] [1028/3516] Forecasting ENPH...
[2025-12-03T20:39:36.673821] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-03T20:39:36.673849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-03T20:39:36.685124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-03T20:39:36.685493] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-03T20:39:36.686289] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-03T20:39:36.686338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:36.686368] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:36.686393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:36.686448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:36.743793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:36.744703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:36.744786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:36.744819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:36.859892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:36.860046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:36.860084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:36.860111] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:36.863493] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2025-12-03T20:39:36.863795] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-03T20:39:36.863929] [INFO ] [sig       ] ENPH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:37.004556] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ENPH.txt
[2025-12-03T20:39:37.004725] [INFO ] [sig       ] [1028/3516] Completed ENPH in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:37.004763] [INFO ] [sig       ] [1029/3516] Forecasting ENS...
[2025-12-03T20:39:37.004791] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-03T20:39:37.004820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-03T20:39:37.016192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-03T20:39:37.016526] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-03T20:39:37.017332] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-03T20:39:37.017383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:37.017414] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:37.017441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:37.017495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:37.074757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:37.075616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:37.075697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:37.075730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:37.191032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:37.191187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:37.191226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:37.191254] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:37.194637] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=75.55%)
[2025-12-03T20:39:37.194903] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-03T20:39:37.195025] [INFO ] [sig       ] ENS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:37.332232] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ENS.txt
[2025-12-03T20:39:37.332403] [INFO ] [sig       ] [1029/3516] Completed ENS in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:37.332442] [INFO ] [sig       ] [1030/3516] Forecasting ENSC...
[2025-12-03T20:39:37.332472] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-03T20:39:37.332501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-03T20:39:37.343365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-03T20:39:37.343731] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-03T20:39:37.344477] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-03T20:39:37.344526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:37.344557] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:37.344608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:37.344665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:37.399921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:37.400685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:37.400762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:37.400793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:37.518613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:37.518765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:37.518806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:37.518833] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:37.522114] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-03T20:39:37.522381] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-03T20:39:37.522508] [INFO ] [sig       ] ENSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:37.663955] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ENSC.txt
[2025-12-03T20:39:37.664100] [INFO ] [sig       ] [1030/3516] Completed ENSC in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:37.664144] [INFO ] [sig       ] [1031/3516] Forecasting ENSG...
[2025-12-03T20:39:37.664173] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-03T20:39:37.664202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-03T20:39:37.675977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-03T20:39:37.676307] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-03T20:39:37.677072] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-03T20:39:37.677122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:37.677152] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:37.677178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:37.677233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:37.733415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:37.734232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:37.734315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:37.734346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:37.861767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:37.861922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:37.861962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:37.861992] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:37.865569] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-12-03T20:39:37.865874] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-03T20:39:37.866016] [INFO ] [sig       ] ENSG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:38.010045] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ENSG.txt
[2025-12-03T20:39:38.010191] [INFO ] [sig       ] [1031/3516] Completed ENSG in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:38.010230] [INFO ] [sig       ] [1032/3516] Forecasting ENTA...
[2025-12-03T20:39:38.010258] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-03T20:39:38.010286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-03T20:39:38.021967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-03T20:39:38.022347] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-03T20:39:38.023141] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-03T20:39:38.023191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:38.023222] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:38.023248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:38.023303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:38.079351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:38.080228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:38.080311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:38.080342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:38.196488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:38.196640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:38.196677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:38.196704] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:38.200029] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2025-12-03T20:39:38.200312] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-03T20:39:38.200436] [INFO ] [sig       ] ENTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:38.341166] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ENTA.txt
[2025-12-03T20:39:38.341285] [INFO ] [sig       ] [1032/3516] Completed ENTA in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:38.341323] [INFO ] [sig       ] [1033/3516] Forecasting ENTG...
[2025-12-03T20:39:38.341353] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-03T20:39:38.341381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-03T20:39:38.352517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-03T20:39:38.352810] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-03T20:39:38.353588] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-03T20:39:38.353637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:38.353691] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:38.353718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:38.353774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:38.409815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:38.410415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:38.410491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:38.410523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:38.528663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:38.528814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:38.528850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:38.528877] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:38.532168] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2025-12-03T20:39:38.532434] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-03T20:39:38.532556] [INFO ] [sig       ] ENTG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:38.669126] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ENTG.txt
[2025-12-03T20:39:38.669255] [INFO ] [sig       ] [1033/3516] Completed ENTG in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:38.669293] [INFO ] [sig       ] [1034/3516] Forecasting ENTX...
[2025-12-03T20:39:38.669322] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-03T20:39:38.669350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-03T20:39:38.691561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-03T20:39:38.691980] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-03T20:39:38.692771] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-03T20:39:38.692821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:38.692852] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:38.692877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:38.692932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:38.749068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:38.749934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:38.750024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:38.750063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:38.864898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:38.865055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:38.865110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:38.865139] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:38.868897] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-03T20:39:38.869185] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-03T20:39:38.869319] [INFO ] [sig       ] ENTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:39.008026] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ENTX.txt
[2025-12-03T20:39:39.008195] [INFO ] [sig       ] [1034/3516] Completed ENTX in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:39.008235] [INFO ] [sig       ] [1035/3516] Forecasting ENVA...
[2025-12-03T20:39:39.008264] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-03T20:39:39.008294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-03T20:39:39.023459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-03T20:39:39.023844] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-03T20:39:39.024633] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-03T20:39:39.024683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:39.024717] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:39.024743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:39.024803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:39.081450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:39.082308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:39.082390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:39.082425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:39.203945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:39.204096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:39.204134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:39.204160] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:39.207474] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-12-03T20:39:39.207772] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-03T20:39:39.207906] [INFO ] [sig       ] ENVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:39.345022] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ENVA.txt
[2025-12-03T20:39:39.345173] [INFO ] [sig       ] [1035/3516] Completed ENVA in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:39.345211] [INFO ] [sig       ] [1036/3516] Forecasting ENVB...
[2025-12-03T20:39:39.345241] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-03T20:39:39.345271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-03T20:39:39.356339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-03T20:39:39.356709] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-03T20:39:39.357497] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-03T20:39:39.357547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:39.357606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:39.357636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:39.357692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:39.413790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:39.414654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:39.414734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:39.414765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:39.536140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:39.536291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:39.536329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:39.536391] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:39.539936] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-12-03T20:39:39.540209] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-03T20:39:39.540339] [INFO ] [sig       ] ENVB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:39.683653] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ENVB.txt
[2025-12-03T20:39:39.683813] [INFO ] [sig       ] [1036/3516] Completed ENVB in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:39.683855] [INFO ] [sig       ] [1037/3516] Forecasting ENVX...
[2025-12-03T20:39:39.683883] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-03T20:39:39.683916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-03T20:39:39.696471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-03T20:39:39.696804] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-03T20:39:39.697596] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-03T20:39:39.697648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:39.697680] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:39.697707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:39.697764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:39.757023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:39.757935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:39.758044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:39.758083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:39.889275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:39.889440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:39.889483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:39.889512] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:39.892962] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=45.58%)
[2025-12-03T20:39:39.893236] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-03T20:39:39.893365] [INFO ] [sig       ] ENVX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:40.039322] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ENVX.txt
[2025-12-03T20:39:40.039590] [INFO ] [sig       ] [1037/3516] Completed ENVX in 0.4s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:40.039631] [INFO ] [sig       ] [1038/3516] Forecasting EOD...
[2025-12-03T20:39:40.039661] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-03T20:39:40.039690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-03T20:39:40.050857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-03T20:39:40.051108] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-03T20:39:40.051872] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-03T20:39:40.051921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:40.051962] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:40.051989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:40.052045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:40.108082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:40.108766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:40.108842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:40.108873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:40.227179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:40.227314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:40.227351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:40.227378] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:40.230614] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-03T20:39:40.230878] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-03T20:39:40.231000] [INFO ] [sig       ] EOD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:40.367862] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EOD.txt
[2025-12-03T20:39:40.368019] [INFO ] [sig       ] [1038/3516] Completed EOD in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 14.0m
[2025-12-03T20:39:40.368058] [INFO ] [sig       ] [1039/3516] Forecasting EOG...
[2025-12-03T20:39:40.368087] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-03T20:39:40.368116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-03T20:39:40.380374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-03T20:39:40.380661] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-03T20:39:40.381404] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-03T20:39:40.381452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:40.381482] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:40.381507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:40.381562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:40.437439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:40.438077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:40.438153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:40.438183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:40.555020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:40.555154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:40.555194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:40.555221] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:40.558441] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-03T20:39:40.558724] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-03T20:39:40.558855] [INFO ] [sig       ] EOG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:40.697527] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EOG.txt
[2025-12-03T20:39:40.697663] [INFO ] [sig       ] [1039/3516] Completed EOG in 0.3s | 2.96 sym/s | Total: 5.8m | ETA: 13.9m
[2025-12-03T20:39:40.697703] [INFO ] [sig       ] [1040/3516] Forecasting EOI...
[2025-12-03T20:39:40.697731] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-03T20:39:40.697758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-03T20:39:40.709343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-03T20:39:40.709754] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-03T20:39:40.710512] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-03T20:39:40.710562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:40.710616] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:40.710643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:40.710698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:40.766483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:40.767226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:40.767304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:40.767336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:40.885293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:40.885423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:40.885458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:40.885485] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:40.888765] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=63.95%)
[2025-12-03T20:39:40.889063] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-03T20:39:40.889190] [INFO ] [sig       ] EOI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:41.026026] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EOI.txt
[2025-12-03T20:39:41.026190] [INFO ] [sig       ] [1040/3516] Completed EOI in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:41.026231] [INFO ] [sig       ] [1041/3516] Forecasting EOLS...
[2025-12-03T20:39:41.026259] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-03T20:39:41.026288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-03T20:39:41.038390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-03T20:39:41.038801] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-03T20:39:41.039591] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-03T20:39:41.039641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:41.039689] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:41.039715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:41.039770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:41.095914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:41.096778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:41.096863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:41.096895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:41.218099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:41.218246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:41.218284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:41.218311] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:41.221602] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=51.46%)
[2025-12-03T20:39:41.221871] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-03T20:39:41.221993] [INFO ] [sig       ] EOLS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:41.375668] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EOLS.txt
[2025-12-03T20:39:41.375822] [INFO ] [sig       ] [1041/3516] Completed EOLS in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:41.375863] [INFO ] [sig       ] [1042/3516] Forecasting EOS...
[2025-12-03T20:39:41.375900] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-03T20:39:41.375930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-03T20:39:41.387417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-03T20:39:41.387727] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-03T20:39:41.388521] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-03T20:39:41.388592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:41.388627] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:41.388652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:41.388707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:41.446214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:41.446929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:41.447019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:41.447052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:41.567325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:41.567461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:41.567501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:41.567528] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:41.570792] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-12-03T20:39:41.571057] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-03T20:39:41.571180] [INFO ] [sig       ] EOS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:41.708956] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EOS.txt
[2025-12-03T20:39:41.709084] [INFO ] [sig       ] [1042/3516] Completed EOS in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:41.709125] [INFO ] [sig       ] [1043/3516] Forecasting EOSE...
[2025-12-03T20:39:41.709157] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-03T20:39:41.709187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-03T20:39:41.721170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-03T20:39:41.721526] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-03T20:39:41.722343] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-03T20:39:41.722394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:41.722425] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:41.722451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:41.722506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:41.779113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:41.779931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:41.780053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:41.780086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:41.897922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:41.898086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:41.898124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:41.898152] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:41.901464] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-12-03T20:39:41.901753] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-03T20:39:41.901879] [INFO ] [sig       ] EOSE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:42.041201] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EOSE.txt
[2025-12-03T20:39:42.041340] [INFO ] [sig       ] [1043/3516] Completed EOSE in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:42.041379] [INFO ] [sig       ] [1044/3516] Forecasting EPAC...
[2025-12-03T20:39:42.041407] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-03T20:39:42.041436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-03T20:39:42.052990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-03T20:39:42.053288] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-03T20:39:42.054046] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-03T20:39:42.054096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:42.054127] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:42.054153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:42.054208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:42.110810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:42.111533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:42.111630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:42.111663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:42.231059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:42.231206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:42.231247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:42.231283] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:42.234702] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2025-12-03T20:39:42.234968] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-03T20:39:42.235093] [INFO ] [sig       ] EPAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:42.370614] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EPAC.txt
[2025-12-03T20:39:42.370741] [INFO ] [sig       ] [1044/3516] Completed EPAC in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:42.370778] [INFO ] [sig       ] [1045/3516] Forecasting EPAM...
[2025-12-03T20:39:42.370806] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-03T20:39:42.370834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-03T20:39:42.382440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-03T20:39:42.382769] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-03T20:39:42.383556] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-03T20:39:42.383625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:42.383656] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:42.383682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:42.383736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:42.439373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:42.440194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:42.440278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:42.440312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:42.559222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:42.559380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:42.559418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:42.559463] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:42.562838] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=17.69%)
[2025-12-03T20:39:42.563157] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-03T20:39:42.563301] [INFO ] [sig       ] EPAM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:42.708482] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EPAM.txt
[2025-12-03T20:39:42.708658] [INFO ] [sig       ] [1045/3516] Completed EPAM in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:42.708702] [INFO ] [sig       ] [1046/3516] Forecasting EPC...
[2025-12-03T20:39:42.708731] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-03T20:39:42.708760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-03T20:39:42.721773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-03T20:39:42.722153] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-03T20:39:42.722936] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-03T20:39:42.722986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:42.723017] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:42.723043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:42.723098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:42.781227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:42.782127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:42.782212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:42.782245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:42.904225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:42.904376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:42.904414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:42.904444] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:42.907816] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2025-12-03T20:39:42.908114] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-03T20:39:42.908247] [INFO ] [sig       ] EPC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:43.089558] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EPC.txt
[2025-12-03T20:39:43.089734] [INFO ] [sig       ] [1046/3516] Completed EPC in 0.4s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:43.089775] [INFO ] [sig       ] [1047/3516] Forecasting EPD...
[2025-12-03T20:39:43.089804] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-03T20:39:43.089832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-03T20:39:43.100804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-03T20:39:43.101087] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-03T20:39:43.101851] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-03T20:39:43.101900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:43.101934] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:43.101961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:43.102017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:43.158336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:43.159018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:43.159097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:43.159144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:43.278336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:43.278478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:43.278517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:43.278546] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:43.282051] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-12-03T20:39:43.282316] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-03T20:39:43.282445] [INFO ] [sig       ] EPD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:43.427177] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EPD.txt
[2025-12-03T20:39:43.427303] [INFO ] [sig       ] [1047/3516] Completed EPD in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:43.427340] [INFO ] [sig       ] [1048/3516] Forecasting EPSN...
[2025-12-03T20:39:43.427369] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-03T20:39:43.427397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-03T20:39:43.437674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-03T20:39:43.437956] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-03T20:39:43.438753] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-03T20:39:43.438803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:43.438833] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:43.438859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:43.438923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:43.504958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:43.505800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:43.505880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:43.505915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:43.630324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:43.630477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:43.630515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:43.630542] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:43.633961] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-03T20:39:43.634234] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-03T20:39:43.634361] [INFO ] [sig       ] EPSN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:43.776862] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EPSN.txt
[2025-12-03T20:39:43.777016] [INFO ] [sig       ] [1048/3516] Completed EPSN in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:43.777055] [INFO ] [sig       ] [1049/3516] Forecasting EQBK...
[2025-12-03T20:39:43.777084] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-03T20:39:43.777115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-03T20:39:43.789478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-03T20:39:43.789874] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-03T20:39:43.790780] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-03T20:39:43.790830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:43.790861] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:43.790898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:43.790954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:43.847619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:43.848527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:43.848630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:43.848666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:43.965043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:43.965189] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:39:43.965226] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:43.965253] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:43.968678] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-03T20:39:43.968958] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-03T20:39:43.969106] [INFO ] [sig       ] EQBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:44.106181] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EQBK.txt
[2025-12-03T20:39:44.106305] [INFO ] [sig       ] [1049/3516] Completed EQBK in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:44.106341] [INFO ] [sig       ] [1050/3516] Forecasting EQH...
[2025-12-03T20:39:44.106370] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-03T20:39:44.106398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-03T20:39:44.117270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-03T20:39:44.117584] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-03T20:39:44.118387] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-03T20:39:44.118437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:44.118496] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:44.118529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:44.118621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:44.176875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:44.177549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:44.177644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:44.177679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:44.296489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:44.296651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:44.296689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:44.296716] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:44.299979] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-03T20:39:44.300248] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-03T20:39:44.300370] [INFO ] [sig       ] EQH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:44.440467] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EQH.txt
[2025-12-03T20:39:44.440603] [INFO ] [sig       ] [1050/3516] Completed EQH in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:44.440642] [INFO ] [sig       ] [1051/3516] Forecasting EQIX...
[2025-12-03T20:39:44.440671] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-03T20:39:44.440698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-03T20:39:44.452097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-03T20:39:44.452395] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-03T20:39:44.453211] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-03T20:39:44.453261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:44.453293] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:44.453320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:44.453376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:44.509770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:44.510517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:44.510628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:44.510665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:44.635527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:44.635693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:44.635732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:44.635758] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:44.639020] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-12-03T20:39:44.639285] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-03T20:39:44.639405] [INFO ] [sig       ] EQIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:44.780856] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EQIX.txt
[2025-12-03T20:39:44.780988] [INFO ] [sig       ] [1051/3516] Completed EQIX in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:44.781025] [INFO ] [sig       ] [1052/3516] Forecasting ERAS...
[2025-12-03T20:39:44.781053] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-03T20:39:44.781081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-03T20:39:44.792426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-03T20:39:44.792720] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-03T20:39:44.793505] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-03T20:39:44.793554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:44.793616] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:44.793643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:44.793699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:44.849256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:44.849935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:44.850009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:44.850040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:44.964033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:44.964150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:44.964186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:44.964212] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:44.967527] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=34.66%)
[2025-12-03T20:39:44.967828] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-03T20:39:44.967961] [INFO ] [sig       ] ERAS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:45.104696] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ERAS.txt
[2025-12-03T20:39:45.104823] [INFO ] [sig       ] [1052/3516] Completed ERAS in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:45.104860] [INFO ] [sig       ] [1053/3516] Forecasting ERIC...
[2025-12-03T20:39:45.104889] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-03T20:39:45.104924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-03T20:39:45.114996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-03T20:39:45.115253] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-03T20:39:45.116013] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-03T20:39:45.116062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:45.116092] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:45.116117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:45.116171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:45.171518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:45.172130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:45.172204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:45.172235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:45.295710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:45.295835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:45.295870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:45.295927] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:45.299603] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2025-12-03T20:39:45.299872] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-03T20:39:45.300017] [INFO ] [sig       ] ERIC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:45.436515] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ERIC.txt
[2025-12-03T20:39:45.436661] [INFO ] [sig       ] [1053/3516] Completed ERIC in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:45.436700] [INFO ] [sig       ] [1054/3516] Forecasting ERIE...
[2025-12-03T20:39:45.436730] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-03T20:39:45.436759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-03T20:39:45.448416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-03T20:39:45.448784] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-03T20:39:45.449555] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-03T20:39:45.449623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:45.449654] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:45.449679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:45.449733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:45.506088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:45.506838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:45.506921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:45.506954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:45.628910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:45.629068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:45.629107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:45.629135] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:45.632591] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=38.83%)
[2025-12-03T20:39:45.632867] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-03T20:39:45.632997] [INFO ] [sig       ] ERIE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:45.780595] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ERIE.txt
[2025-12-03T20:39:45.780731] [INFO ] [sig       ] [1054/3516] Completed ERIE in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:45.780770] [INFO ] [sig       ] [1055/3516] Forecasting ERII...
[2025-12-03T20:39:45.780798] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-03T20:39:45.780826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-03T20:39:45.792337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-03T20:39:45.792640] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-03T20:39:45.793435] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-03T20:39:45.793491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:45.793521] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:45.793547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:45.793622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:45.850120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:45.850739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:45.850813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:45.850845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:45.971992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:45.972130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:45.972167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:45.972196] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:45.975564] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-03T20:39:45.975888] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-03T20:39:45.976065] [INFO ] [sig       ] ERII: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:46.113663] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ERII.txt
[2025-12-03T20:39:46.113787] [INFO ] [sig       ] [1055/3516] Completed ERII in 0.3s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:46.113823] [INFO ] [sig       ] [1056/3516] Forecasting ERNA...
[2025-12-03T20:39:46.113852] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-03T20:39:46.113881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-03T20:39:46.125345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-03T20:39:46.125665] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-03T20:39:46.126425] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-03T20:39:46.126476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:46.126507] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:46.126532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:46.126614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:46.183591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:46.184220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:46.184306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:46.184340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:46.296940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:46.297067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:46.297102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:46.297128] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:46.300408] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-03T20:39:46.300701] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-03T20:39:46.300825] [INFO ] [sig       ] ERNA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:46.464778] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ERNA.txt
[2025-12-03T20:39:46.464942] [INFO ] [sig       ] [1056/3516] Completed ERNA in 0.4s | 2.96 sym/s | Total: 5.9m | ETA: 13.9m
[2025-12-03T20:39:46.464981] [INFO ] [sig       ] [1057/3516] Forecasting ERO...
[2025-12-03T20:39:46.465009] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-03T20:39:46.465039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-03T20:39:46.477070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-03T20:39:46.477340] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-03T20:39:46.478137] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-03T20:39:46.478187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:46.478217] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:46.478242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:46.478298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:46.536177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:46.536796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:46.536872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:46.536905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:46.660335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:46.660491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:46.660530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:46.660558] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:46.663972] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=51.51%)
[2025-12-03T20:39:46.664254] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-03T20:39:46.664382] [INFO ] [sig       ] ERO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:46.800647] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ERO.txt
[2025-12-03T20:39:46.800770] [INFO ] [sig       ] [1057/3516] Completed ERO in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:46.800808] [INFO ] [sig       ] [1058/3516] Forecasting ES...
[2025-12-03T20:39:46.800835] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-03T20:39:46.800864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-03T20:39:46.812009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-03T20:39:46.812266] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-03T20:39:46.813038] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-03T20:39:46.813088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:46.813118] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:46.813144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:46.813198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:46.868276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:46.868890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:46.868965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:46.868997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:46.985281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:46.985410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:46.985445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:46.985471] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:46.988688] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-03T20:39:46.988953] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-03T20:39:46.989075] [INFO ] [sig       ] ES: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:47.124783] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ES.txt
[2025-12-03T20:39:47.124896] [INFO ] [sig       ] [1058/3516] Completed ES in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:47.124933] [INFO ] [sig       ] [1059/3516] Forecasting ESAB...
[2025-12-03T20:39:47.124959] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-03T20:39:47.124987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-03T20:39:47.136908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-03T20:39:47.137172] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-03T20:39:47.137945] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-03T20:39:47.138018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:47.138054] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:47.138079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:47.138134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:47.193560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:47.194440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:47.194523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:47.194555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:47.316061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:47.316205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:47.316241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:47.316268] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:47.319532] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-03T20:39:47.319815] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-03T20:39:47.319939] [INFO ] [sig       ] ESAB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:47.457830] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ESAB.txt
[2025-12-03T20:39:47.457958] [INFO ] [sig       ] [1059/3516] Completed ESAB in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:47.458012] [INFO ] [sig       ] [1060/3516] Forecasting ESCA...
[2025-12-03T20:39:47.458041] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-03T20:39:47.458069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-03T20:39:47.470133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-03T20:39:47.470508] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-03T20:39:47.471410] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-03T20:39:47.471460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:47.471491] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:47.471518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:47.471588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:47.528605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:47.529500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:47.529635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:47.529669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:47.639567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:47.639746] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:39:47.639785] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:47.639812] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:47.643182] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=22.02%)
[2025-12-03T20:39:47.643466] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-03T20:39:47.643618] [INFO ] [sig       ] ESCA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:47.786788] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ESCA.txt
[2025-12-03T20:39:47.786949] [INFO ] [sig       ] [1060/3516] Completed ESCA in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:47.786986] [INFO ] [sig       ] [1061/3516] Forecasting ESE...
[2025-12-03T20:39:47.787016] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-03T20:39:47.787045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-03T20:39:47.802225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-03T20:39:47.802628] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-03T20:39:47.803602] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-03T20:39:47.803663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:47.803702] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:47.803736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:47.803812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:47.871839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:47.872727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:47.872813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:47.872847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:47.991784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:47.991942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:47.991985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:47.992013] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:47.995320] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=57.26%)
[2025-12-03T20:39:47.995605] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-03T20:39:47.995731] [INFO ] [sig       ] ESE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:48.134826] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ESE.txt
[2025-12-03T20:39:48.134978] [INFO ] [sig       ] [1061/3516] Completed ESE in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:48.135021] [INFO ] [sig       ] [1062/3516] Forecasting ESEA...
[2025-12-03T20:39:48.135050] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-03T20:39:48.135079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-03T20:39:48.146935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-03T20:39:48.147238] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-03T20:39:48.148041] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-03T20:39:48.148106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:48.148137] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:48.148164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:48.148220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:48.205937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:48.206806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:48.206897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:48.206939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:48.332343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:48.332490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:48.332525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:48.332552] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:48.335843] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=23.91%)
[2025-12-03T20:39:48.336107] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-03T20:39:48.336228] [INFO ] [sig       ] ESEA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:48.474117] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ESEA.txt
[2025-12-03T20:39:48.474277] [INFO ] [sig       ] [1062/3516] Completed ESEA in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:48.474315] [INFO ] [sig       ] [1063/3516] Forecasting ESGD...
[2025-12-03T20:39:48.474345] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-03T20:39:48.474374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-03T20:39:48.486524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-03T20:39:48.486936] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-03T20:39:48.487763] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-03T20:39:48.487812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:48.487844] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:48.487869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:48.487923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:48.545249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:48.546137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:48.546220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:48.546253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:48.667002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:48.667162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:48.667199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:48.667228] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:48.670805] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-12-03T20:39:48.671132] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-03T20:39:48.671272] [INFO ] [sig       ] ESGD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:48.810663] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ESGD.txt
[2025-12-03T20:39:48.810819] [INFO ] [sig       ] [1063/3516] Completed ESGD in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:48.810857] [INFO ] [sig       ] [1064/3516] Forecasting ESGE...
[2025-12-03T20:39:48.810887] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-03T20:39:48.810915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-03T20:39:48.822817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-03T20:39:48.823148] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-03T20:39:48.823939] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-03T20:39:48.823989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:48.824027] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:48.824058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:48.824125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:48.880125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:48.880783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:48.880861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:48.880893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:49.002913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:49.003067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:49.003104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:49.003131] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:49.006518] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-03T20:39:49.006810] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-03T20:39:49.006940] [INFO ] [sig       ] ESGE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:49.146144] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ESGE.txt
[2025-12-03T20:39:49.146292] [INFO ] [sig       ] [1064/3516] Completed ESGE in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:49.146330] [INFO ] [sig       ] [1065/3516] Forecasting ESI...
[2025-12-03T20:39:49.146359] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-03T20:39:49.146387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-03T20:39:49.158233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-03T20:39:49.158527] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-03T20:39:49.159359] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-03T20:39:49.159410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:49.159441] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:49.159467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:49.159522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:49.217263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:49.217910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:49.218004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:49.218039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:49.338519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:49.338706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:49.338745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:49.338774] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:49.342216] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-03T20:39:49.342495] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-03T20:39:49.342639] [INFO ] [sig       ] ESI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:49.482512] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ESI.txt
[2025-12-03T20:39:49.482689] [INFO ] [sig       ] [1065/3516] Completed ESI in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:49.482736] [INFO ] [sig       ] [1066/3516] Forecasting ESPO...
[2025-12-03T20:39:49.482767] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-03T20:39:49.482795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-03T20:39:49.494631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-03T20:39:49.495022] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-03T20:39:49.495846] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-03T20:39:49.495904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:49.495961] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:49.495996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:49.496057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:49.554942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:49.555751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:49.555832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:49.555865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:49.680123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:49.680267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:49.680302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:49.680330] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:49.683632] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=39.34%)
[2025-12-03T20:39:49.683907] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-03T20:39:49.684041] [INFO ] [sig       ] ESPO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:49.828213] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ESPO.txt
[2025-12-03T20:39:49.828338] [INFO ] [sig       ] [1066/3516] Completed ESPO in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:49.828377] [INFO ] [sig       ] [1067/3516] Forecasting ESQ...
[2025-12-03T20:39:49.828406] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-03T20:39:49.828434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-03T20:39:49.840290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-03T20:39:49.840631] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-03T20:39:49.841407] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-03T20:39:49.841457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:49.841519] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:49.841547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:49.841624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:49.900058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:49.900803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:49.900880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:49.900913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:50.022016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:50.022184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:50.022222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:50.022249] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:50.025597] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2025-12-03T20:39:50.025887] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-03T20:39:50.026011] [INFO ] [sig       ] ESQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:50.167289] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ESQ.txt
[2025-12-03T20:39:50.167419] [INFO ] [sig       ] [1067/3516] Completed ESQ in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:50.167457] [INFO ] [sig       ] [1068/3516] Forecasting ESTA...
[2025-12-03T20:39:50.167486] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-03T20:39:50.167522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-03T20:39:50.179043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-03T20:39:50.179327] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-03T20:39:50.180133] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-03T20:39:50.180183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:50.180214] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:50.180238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:50.180293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:50.237427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:50.238172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:50.238252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:50.238285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:50.359934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:50.360100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:50.360151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:50.360188] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:50.363901] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=13.15%)
[2025-12-03T20:39:50.364176] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-03T20:39:50.364303] [INFO ] [sig       ] ESTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:50.503738] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ESTA.txt
[2025-12-03T20:39:50.503906] [INFO ] [sig       ] [1068/3516] Completed ESTA in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:50.503956] [INFO ] [sig       ] [1069/3516] Forecasting ESTC...
[2025-12-03T20:39:50.503986] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-03T20:39:50.504015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-03T20:39:50.517196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-03T20:39:50.517536] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-03T20:39:50.518367] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-03T20:39:50.518418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:50.518451] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:50.518476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:50.518538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:50.574853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:50.575726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:50.575807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:50.575840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:50.698562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:50.698741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:50.698800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:50.698830] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:50.702096] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-03T20:39:50.702368] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-03T20:39:50.702495] [INFO ] [sig       ] ESTC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:50.838409] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ESTC.txt
[2025-12-03T20:39:50.838549] [INFO ] [sig       ] [1069/3516] Completed ESTC in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:50.838613] [INFO ] [sig       ] [1070/3516] Forecasting ETB...
[2025-12-03T20:39:50.838645] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-03T20:39:50.838674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-03T20:39:50.850302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-03T20:39:50.850650] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-03T20:39:50.851446] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-03T20:39:50.851503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:50.851544] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:50.851593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:50.851653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:50.910144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:50.910880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:50.910965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:50.910998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:51.024195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:51.024316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:51.024353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:51.024411] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:51.027725] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-12-03T20:39:51.028018] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-03T20:39:51.028147] [INFO ] [sig       ] ETB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:51.163117] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ETB.txt
[2025-12-03T20:39:51.163243] [INFO ] [sig       ] [1070/3516] Completed ETB in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:51.163280] [INFO ] [sig       ] [1071/3516] Forecasting ETD...
[2025-12-03T20:39:51.163307] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-03T20:39:51.163336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-03T20:39:51.174172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-03T20:39:51.174446] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-03T20:39:51.175217] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-03T20:39:51.175266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:51.175295] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:51.175320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:51.175374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:51.229912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:51.230534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:51.230628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:51.230660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:51.346345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:51.346479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:51.346516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:51.346543] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:51.349778] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-03T20:39:51.350045] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-03T20:39:51.350173] [INFO ] [sig       ] ETD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:51.485221] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ETD.txt
[2025-12-03T20:39:51.485346] [INFO ] [sig       ] [1071/3516] Completed ETD in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:51.485383] [INFO ] [sig       ] [1072/3516] Forecasting ETG...
[2025-12-03T20:39:51.485411] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-03T20:39:51.485440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-03T20:39:51.497661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-03T20:39:51.498061] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-03T20:39:51.498872] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-03T20:39:51.498922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:51.498953] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:51.498978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:51.499035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:51.561300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:51.562310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:51.562415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:51.562462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:51.695460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:51.695639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:51.695680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:51.695710] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:51.699246] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-12-03T20:39:51.699523] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-03T20:39:51.699673] [INFO ] [sig       ] ETG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:51.838677] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ETG.txt
[2025-12-03T20:39:51.838810] [INFO ] [sig       ] [1072/3516] Completed ETG in 0.4s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:51.838848] [INFO ] [sig       ] [1073/3516] Forecasting ETHA...
[2025-12-03T20:39:51.838878] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-03T20:39:51.838908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-03T20:39:51.850451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-03T20:39:51.850813] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-03T20:39:51.851637] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-03T20:39:51.851688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:51.851733] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:51.851760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:51.851815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:51.908964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:51.909724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:51.909806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:51.909840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:52.028713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:52.028864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:52.028901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:52.028928] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:52.032343] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2025-12-03T20:39:52.032627] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-03T20:39:52.032749] [INFO ] [sig       ] ETHA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:52.170471] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ETHA.txt
[2025-12-03T20:39:52.170628] [INFO ] [sig       ] [1073/3516] Completed ETHA in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.8m
[2025-12-03T20:39:52.170669] [INFO ] [sig       ] [1074/3516] Forecasting ETJ...
[2025-12-03T20:39:52.170700] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-03T20:39:52.170729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-03T20:39:52.181627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-03T20:39:52.181908] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-03T20:39:52.182690] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-03T20:39:52.182738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:52.182769] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:52.182795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:52.182849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:52.238484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:52.239277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:52.239358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:52.239391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:52.357681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:52.357834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:52.357871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:52.357898] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:52.361177] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-03T20:39:52.361443] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-03T20:39:52.361566] [INFO ] [sig       ] ETJ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:52.512821] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ETJ.txt
[2025-12-03T20:39:52.512959] [INFO ] [sig       ] [1074/3516] Completed ETJ in 0.3s | 2.96 sym/s | Total: 6.0m | ETA: 13.7m
[2025-12-03T20:39:52.512997] [INFO ] [sig       ] [1075/3516] Forecasting ETN...
[2025-12-03T20:39:52.513026] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-03T20:39:52.513055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-03T20:39:52.524439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-03T20:39:52.524756] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-03T20:39:52.525499] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-03T20:39:52.525549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:52.525600] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:52.525627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:52.525681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:52.581812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:52.582596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:52.582676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:52.582708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:52.727888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:52.728061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:52.728102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:52.728131] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:52.731641] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-03T20:39:52.731926] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-03T20:39:52.732060] [INFO ] [sig       ] ETN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:52.878994] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ETN.txt
[2025-12-03T20:39:52.879146] [INFO ] [sig       ] [1075/3516] Completed ETN in 0.4s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:52.879185] [INFO ] [sig       ] [1076/3516] Forecasting ETO...
[2025-12-03T20:39:52.879215] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-03T20:39:52.879247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-03T20:39:52.890652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-03T20:39:52.891027] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-03T20:39:52.891820] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-03T20:39:52.891869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:52.891900] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:52.891925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:52.891979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:52.953371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:52.954277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:52.954358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:52.954391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:53.070898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:53.071052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:53.071090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:53.071117] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:53.074393] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-03T20:39:53.074693] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-03T20:39:53.074821] [INFO ] [sig       ] ETO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:53.211549] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ETO.txt
[2025-12-03T20:39:53.211726] [INFO ] [sig       ] [1076/3516] Completed ETO in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:53.211765] [INFO ] [sig       ] [1077/3516] Forecasting ETON...
[2025-12-03T20:39:53.211801] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-03T20:39:53.211831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-03T20:39:53.223654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-03T20:39:53.223993] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-03T20:39:53.224775] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-03T20:39:53.224823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:53.224853] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:53.224878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:53.224932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:53.281109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:53.281998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:53.282115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:53.282149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:53.401993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:53.402152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:53.402191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:53.402219] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:53.405559] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=58.26%)
[2025-12-03T20:39:53.405850] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-03T20:39:53.405974] [INFO ] [sig       ] ETON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:53.543341] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ETON.txt
[2025-12-03T20:39:53.543489] [INFO ] [sig       ] [1077/3516] Completed ETON in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:53.543527] [INFO ] [sig       ] [1078/3516] Forecasting ETSY...
[2025-12-03T20:39:53.543558] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-03T20:39:53.543607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-03T20:39:53.555937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-03T20:39:53.556297] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-03T20:39:53.557500] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-03T20:39:53.557552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:53.557601] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:53.557636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:53.557717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:53.619013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:53.619864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:53.619963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:53.620004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:53.742203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:53.742352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:53.742390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:53.742418] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:53.745876] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-03T20:39:53.746174] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-03T20:39:53.746311] [INFO ] [sig       ] ETSY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:53.894970] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ETSY.txt
[2025-12-03T20:39:53.895139] [INFO ] [sig       ] [1078/3516] Completed ETSY in 0.4s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:53.895184] [INFO ] [sig       ] [1079/3516] Forecasting ETY...
[2025-12-03T20:39:53.895215] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-03T20:39:53.895243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-03T20:39:53.906810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-03T20:39:53.907124] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-03T20:39:53.907934] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-03T20:39:53.908014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:53.908047] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:53.908073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:53.908128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:53.966510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:53.967302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:53.967391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:53.967423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:54.095920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:54.096085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:54.096126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:54.096162] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:54.099672] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-03T20:39:54.099948] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-03T20:39:54.100077] [INFO ] [sig       ] ETY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:54.243218] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ETY.txt
[2025-12-03T20:39:54.243370] [INFO ] [sig       ] [1079/3516] Completed ETY in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:54.243408] [INFO ] [sig       ] [1080/3516] Forecasting EUFN...
[2025-12-03T20:39:54.243437] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-03T20:39:54.243464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-03T20:39:54.255464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-03T20:39:54.255848] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-03T20:39:54.256702] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-03T20:39:54.256755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:54.256788] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:54.256815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:54.256871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:54.318128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:54.318995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:54.319077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:54.319111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:54.436979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:54.437140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:54.437197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:54.437279] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:54.440844] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-03T20:39:54.441124] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-03T20:39:54.441251] [INFO ] [sig       ] EUFN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:54.584622] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EUFN.txt
[2025-12-03T20:39:54.584778] [INFO ] [sig       ] [1080/3516] Completed EUFN in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:54.584816] [INFO ] [sig       ] [1081/3516] Forecasting EVAX...
[2025-12-03T20:39:54.584845] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-03T20:39:54.584873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-03T20:39:54.596138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-03T20:39:54.596455] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-03T20:39:54.597243] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-03T20:39:54.597295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:54.597327] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:54.597355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:54.597413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:54.657425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:54.658142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:54.658220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:54.658254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:54.786841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:54.787003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:54.787049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:54.787079] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:54.790560] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: UP (p=61.37%)
[2025-12-03T20:39:54.790871] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-03T20:39:54.791005] [INFO ] [sig       ] EVAX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:54.932670] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EVAX.txt
[2025-12-03T20:39:54.932806] [INFO ] [sig       ] [1081/3516] Completed EVAX in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:54.932846] [INFO ] [sig       ] [1082/3516] Forecasting EVC...
[2025-12-03T20:39:54.932877] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-03T20:39:54.932909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-03T20:39:54.944878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-03T20:39:54.945171] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-03T20:39:54.945966] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-03T20:39:54.946021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:54.946054] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:54.946082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:54.946143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:55.005647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:55.006380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:55.006459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:55.006508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:55.133354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:55.133533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:55.133604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:55.133637] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:55.137203] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=22.88%)
[2025-12-03T20:39:55.137520] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-03T20:39:55.137673] [INFO ] [sig       ] EVC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:55.278157] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EVC.txt
[2025-12-03T20:39:55.278285] [INFO ] [sig       ] [1082/3516] Completed EVC in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:55.278322] [INFO ] [sig       ] [1083/3516] Forecasting EVCM...
[2025-12-03T20:39:55.278351] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-03T20:39:55.278380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-03T20:39:55.289268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-03T20:39:55.289533] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-03T20:39:55.290342] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-03T20:39:55.290402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:55.290440] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:55.290471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:55.290527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:55.346040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:55.346686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:55.346761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:55.346792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:55.468597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:55.468745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:55.468783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:55.468810] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:55.472155] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-03T20:39:55.472430] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-03T20:39:55.472556] [INFO ] [sig       ] EVCM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:55.611892] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EVCM.txt
[2025-12-03T20:39:55.612023] [INFO ] [sig       ] [1083/3516] Completed EVCM in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:55.612074] [INFO ] [sig       ] [1084/3516] Forecasting EVEX...
[2025-12-03T20:39:55.612105] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-03T20:39:55.612134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-03T20:39:55.624449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-03T20:39:55.624813] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-03T20:39:55.625637] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-03T20:39:55.625688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:55.625748] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:55.625787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:55.625844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:55.684887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:55.685735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:55.685834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:55.685877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:55.805195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:55.805344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:55.805381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:55.805409] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:55.808803] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=63.30%)
[2025-12-03T20:39:55.809072] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-03T20:39:55.809213] [INFO ] [sig       ] EVEX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:55.945724] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EVEX.txt
[2025-12-03T20:39:55.945859] [INFO ] [sig       ] [1084/3516] Completed EVEX in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:55.945899] [INFO ] [sig       ] [1085/3516] Forecasting EVF...
[2025-12-03T20:39:55.945928] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-03T20:39:55.945957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-03T20:39:55.956881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-03T20:39:55.957221] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-03T20:39:55.958044] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-03T20:39:55.958094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:55.958126] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:55.958152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:55.958210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:56.013845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:56.014670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:56.014752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:56.014783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:56.131652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:56.131808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:56.131847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:56.131874] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:56.135235] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-03T20:39:56.135506] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-03T20:39:56.135651] [INFO ] [sig       ] EVF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:56.273512] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EVF.txt
[2025-12-03T20:39:56.273672] [INFO ] [sig       ] [1085/3516] Completed EVF in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:56.273712] [INFO ] [sig       ] [1086/3516] Forecasting EVG...
[2025-12-03T20:39:56.273740] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-03T20:39:56.273769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-03T20:39:56.285783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-03T20:39:56.286174] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-03T20:39:56.286987] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-03T20:39:56.287037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:56.287068] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:56.287093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:56.287148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:56.343797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:56.344675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:56.344764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:56.344795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:56.457170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:56.457346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:56.457388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:56.457416] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:56.461219] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-12-03T20:39:56.461567] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-03T20:39:56.461730] [INFO ] [sig       ] EVG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:56.611037] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EVG.txt
[2025-12-03T20:39:56.611263] [INFO ] [sig       ] [1086/3516] Completed EVG in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:56.611324] [INFO ] [sig       ] [1087/3516] Forecasting EVGN...
[2025-12-03T20:39:56.611366] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-03T20:39:56.611409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-03T20:39:56.623764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-03T20:39:56.624128] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-03T20:39:56.624948] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-03T20:39:56.624998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:56.625029] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:56.625056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:56.625112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:56.683168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:56.684033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:56.684116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:56.684149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:56.803313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:56.803494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:56.803547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:56.803655] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:56.808373] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-03T20:39:56.808783] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-03T20:39:56.808955] [INFO ] [sig       ] EVGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:56.958692] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EVGN.txt
[2025-12-03T20:39:56.958814] [INFO ] [sig       ] [1087/3516] Completed EVGN in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:56.958852] [INFO ] [sig       ] [1088/3516] Forecasting EVGO...
[2025-12-03T20:39:56.958881] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-03T20:39:56.958910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-03T20:39:56.969522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-03T20:39:56.969831] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-03T20:39:56.970591] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-03T20:39:56.970641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:56.970672] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:56.970698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:56.970753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:57.026379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:57.026977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:57.027052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:57.027082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:57.148951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:57.149083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:57.149126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:57.149155] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:57.152519] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-03T20:39:57.152802] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-03T20:39:57.152926] [INFO ] [sig       ] EVGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:57.290650] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EVGO.txt
[2025-12-03T20:39:57.290764] [INFO ] [sig       ] [1088/3516] Completed EVGO in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:57.290802] [INFO ] [sig       ] [1089/3516] Forecasting EVH...
[2025-12-03T20:39:57.290830] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-03T20:39:57.290858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-03T20:39:57.302017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-03T20:39:57.302318] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-03T20:39:57.303085] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-03T20:39:57.303134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:57.303165] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:57.303190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:57.303245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:57.358540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:57.359163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:57.359238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:57.359269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:57.474281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:57.474411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:57.474446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:57.474474] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:57.477718] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2025-12-03T20:39:57.477997] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-03T20:39:57.478123] [INFO ] [sig       ] EVH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:57.616863] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EVH.txt
[2025-12-03T20:39:57.617017] [INFO ] [sig       ] [1089/3516] Completed EVH in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:57.617067] [INFO ] [sig       ] [1090/3516] Forecasting EVN...
[2025-12-03T20:39:57.617105] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-03T20:39:57.617148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-03T20:39:57.631799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-03T20:39:57.632250] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-03T20:39:57.633392] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-03T20:39:57.633453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:57.633703] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:57.633740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:57.633818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:57.692238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:57.693096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:57.693178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:57.693211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:57.810089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:57.810222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:57.810263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:57.810290] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:57.813472] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=41.80%)
[2025-12-03T20:39:57.813753] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-03T20:39:57.813878] [INFO ] [sig       ] EVN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:57.952974] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EVN.txt
[2025-12-03T20:39:57.953128] [INFO ] [sig       ] [1090/3516] Completed EVN in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:57.953166] [INFO ] [sig       ] [1091/3516] Forecasting EVO...
[2025-12-03T20:39:57.953195] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-03T20:39:57.953223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-03T20:39:57.964186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-03T20:39:57.964501] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-03T20:39:57.965270] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-03T20:39:57.965320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:57.965351] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:57.965376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:57.965431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:58.022765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:58.023512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:58.023612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:58.023671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:58.150230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:58.150411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:58.150451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:58.150478] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:58.153904] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2025-12-03T20:39:58.154218] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-03T20:39:58.154349] [INFO ] [sig       ] EVO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:58.292919] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EVO.txt
[2025-12-03T20:39:58.293047] [INFO ] [sig       ] [1091/3516] Completed EVO in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.7m
[2025-12-03T20:39:58.293084] [INFO ] [sig       ] [1092/3516] Forecasting EVOK...
[2025-12-03T20:39:58.293112] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-03T20:39:58.293141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-03T20:39:58.303945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-03T20:39:58.304290] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-03T20:39:58.305068] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-03T20:39:58.305118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:58.305148] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:58.305173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:58.305227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:58.361494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:58.362267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:58.362350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:58.362381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:58.471330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:58.471481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:58.471518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:58.471544] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:58.475017] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-12-03T20:39:58.475355] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-03T20:39:58.475490] [INFO ] [sig       ] EVOK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:58.615903] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EVOK.txt
[2025-12-03T20:39:58.616035] [INFO ] [sig       ] [1092/3516] Completed EVOK in 0.3s | 2.96 sym/s | Total: 6.1m | ETA: 13.6m
[2025-12-03T20:39:58.616071] [INFO ] [sig       ] [1093/3516] Forecasting EVRG...
[2025-12-03T20:39:58.616100] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-03T20:39:58.616127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-03T20:39:58.627780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-03T20:39:58.628121] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-03T20:39:58.628916] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-03T20:39:58.628968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:58.629000] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:58.629027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:58.629084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:58.686849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:58.687563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:58.687657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:58.687689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:58.812268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:58.812436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:58.812475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:58.812501] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:58.815957] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2025-12-03T20:39:58.816235] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-03T20:39:58.816365] [INFO ] [sig       ] EVRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:58.955337] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EVRG.txt
[2025-12-03T20:39:58.955479] [INFO ] [sig       ] [1093/3516] Completed EVRG in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:39:58.955517] [INFO ] [sig       ] [1094/3516] Forecasting EVSD...
[2025-12-03T20:39:58.955545] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-03T20:39:58.955590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-03T20:39:58.966777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-03T20:39:58.967101] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-03T20:39:58.967864] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-03T20:39:58.967913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:58.967943] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:58.967969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:58.968051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:59.024058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:59.024768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:59.024888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:59.024922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:59.145219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:59.145375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:59.145417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:59.145446] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:59.148967] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=83.84%)
[2025-12-03T20:39:59.149249] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-03T20:39:59.149379] [INFO ] [sig       ] EVSD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:59.291733] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EVSD.txt
[2025-12-03T20:39:59.291885] [INFO ] [sig       ] [1094/3516] Completed EVSD in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:39:59.291926] [INFO ] [sig       ] [1095/3516] Forecasting EVTC...
[2025-12-03T20:39:59.291955] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-03T20:39:59.291984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-03T20:39:59.303390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-03T20:39:59.303771] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-03T20:39:59.304513] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-03T20:39:59.304563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:59.304618] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:59.304646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:59.304701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:59.360599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:59.361436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:59.361515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:59.361548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:59.492890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:59.493047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:59.493092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:59.493122] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:59.496535] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: UP (p=74.49%)
[2025-12-03T20:39:59.496834] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-03T20:39:59.496966] [INFO ] [sig       ] EVTC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:39:59.634724] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EVTC.txt
[2025-12-03T20:39:59.634877] [INFO ] [sig       ] [1095/3516] Completed EVTC in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:39:59.634918] [INFO ] [sig       ] [1096/3516] Forecasting EVTL...
[2025-12-03T20:39:59.634946] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-03T20:39:59.634974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-03T20:39:59.646865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-03T20:39:59.647269] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-03T20:39:59.648144] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-03T20:39:59.648197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:59.648228] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:59.648254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:59.648310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:39:59.705408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:39:59.706313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:39:59.706409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:39:59.706442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:39:59.827636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:39:59.827786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:39:59.827825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:39:59.827852] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:39:59.831294] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=3.42%)
[2025-12-03T20:39:59.831594] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-03T20:39:59.831726] [INFO ] [sig       ] EVTL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:39:59.973211] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EVTL.txt
[2025-12-03T20:39:59.973372] [INFO ] [sig       ] [1096/3516] Completed EVTL in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:39:59.973415] [INFO ] [sig       ] [1097/3516] Forecasting EWBC...
[2025-12-03T20:39:59.973444] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-03T20:39:59.973479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-03T20:39:59.984828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-03T20:39:59.985111] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-03T20:39:59.985884] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-03T20:39:59.985943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:39:59.985975] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:39:59.986001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:39:59.986056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:00.042404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:00.043228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:00.043317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:00.043358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:00.164508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:00.164672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:00.164710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:00.164740] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:00.168032] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=52.44%)
[2025-12-03T20:40:00.168301] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-03T20:40:00.168423] [INFO ] [sig       ] EWBC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:00.303787] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EWBC.txt
[2025-12-03T20:40:00.303924] [INFO ] [sig       ] [1097/3516] Completed EWBC in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:00.303963] [INFO ] [sig       ] [1098/3516] Forecasting EWCZ...
[2025-12-03T20:40:00.303992] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-03T20:40:00.304020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-03T20:40:00.315124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-03T20:40:00.315425] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-03T20:40:00.316215] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-03T20:40:00.316267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:00.316300] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:00.316327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:00.316383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:00.377915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:00.378700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:00.378798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:00.378842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:00.501482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:00.501645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:00.501684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:00.501711] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:00.504998] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=61.91%)
[2025-12-03T20:40:00.505269] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-03T20:40:00.505393] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:00.641206] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EWCZ.txt
[2025-12-03T20:40:00.641322] [INFO ] [sig       ] [1098/3516] Completed EWCZ in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:00.641360] [INFO ] [sig       ] [1099/3516] Forecasting EWTX...
[2025-12-03T20:40:00.641389] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-03T20:40:00.641417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-03T20:40:00.652449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-03T20:40:00.652754] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-03T20:40:00.653506] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-03T20:40:00.653555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:00.653603] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:00.653630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:00.653685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:00.710459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:00.711208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:00.711289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:00.711322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:00.827645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:00.827785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:00.827822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:00.827849] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:00.831122] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=38.87%)
[2025-12-03T20:40:00.831389] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-03T20:40:00.831511] [INFO ] [sig       ] EWTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:00.971883] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EWTX.txt
[2025-12-03T20:40:00.972040] [INFO ] [sig       ] [1099/3516] Completed EWTX in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:00.972089] [INFO ] [sig       ] [1100/3516] Forecasting EWZS...
[2025-12-03T20:40:00.972127] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-03T20:40:00.972166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-03T20:40:00.984120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-03T20:40:00.984522] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-03T20:40:00.985315] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-03T20:40:00.985367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:00.985399] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:00.985425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:00.985480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:01.042809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:01.043664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:01.043744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:01.043776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:01.169929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:01.170092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:01.170132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:01.170162] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:01.174041] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=92.62%)
[2025-12-03T20:40:01.174373] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-03T20:40:01.174517] [INFO ] [sig       ] EWZS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:01.319815] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EWZS.txt
[2025-12-03T20:40:01.319963] [INFO ] [sig       ] [1100/3516] Completed EWZS in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:01.320009] [INFO ] [sig       ] [1101/3516] Forecasting EXAS...
[2025-12-03T20:40:01.320037] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-03T20:40:01.320065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-03T20:40:01.332077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-03T20:40:01.332430] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-03T20:40:01.333214] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-03T20:40:01.333264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:01.333329] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:01.333361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:01.333432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:01.391221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:01.392287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:01.392371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:01.392403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:01.524859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:01.525017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:01.525055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:01.525083] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:01.528646] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=16.47%)
[2025-12-03T20:40:01.528965] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-03T20:40:01.529104] [INFO ] [sig       ] EXAS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:01.674549] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EXAS.txt
[2025-12-03T20:40:01.674734] [INFO ] [sig       ] [1101/3516] Completed EXAS in 0.4s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:01.674785] [INFO ] [sig       ] [1102/3516] Forecasting EXC...
[2025-12-03T20:40:01.674825] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-03T20:40:01.674862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-03T20:40:01.686945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-03T20:40:01.687363] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-03T20:40:01.688399] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-03T20:40:01.688452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:01.688483] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:01.688508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:01.688563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:01.752979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:01.753908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:01.754013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:01.754049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:01.889777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:01.889913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:01.889959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:01.889988] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:01.893479] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-03T20:40:01.893822] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-03T20:40:01.893961] [INFO ] [sig       ] EXC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:02.031338] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EXC.txt
[2025-12-03T20:40:02.031727] [INFO ] [sig       ] [1102/3516] Completed EXC in 0.4s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:02.031769] [INFO ] [sig       ] [1103/3516] Forecasting EXEL...
[2025-12-03T20:40:02.031800] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-03T20:40:02.031828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-03T20:40:02.042885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-03T20:40:02.043234] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-03T20:40:02.044038] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-03T20:40:02.044089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:02.044121] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:02.044148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:02.044204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:02.103409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:02.104277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:02.104359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:02.104391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:02.227599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:02.227717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:02.227752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:02.227779] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:02.231312] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-03T20:40:02.231598] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-03T20:40:02.231724] [INFO ] [sig       ] EXEL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:02.368626] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EXEL.txt
[2025-12-03T20:40:02.368740] [INFO ] [sig       ] [1103/3516] Completed EXEL in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:02.368777] [INFO ] [sig       ] [1104/3516] Forecasting EXFY...
[2025-12-03T20:40:02.368804] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-03T20:40:02.368833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-03T20:40:02.380419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-03T20:40:02.380746] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-03T20:40:02.381536] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-03T20:40:02.381611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:02.381647] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:02.381674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:02.381730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:02.437406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:02.438032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:02.438115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:02.438145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:02.559668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:02.559811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:02.559866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:02.559922] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:02.563266] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-03T20:40:02.563542] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-03T20:40:02.563688] [INFO ] [sig       ] EXFY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:02.705410] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EXFY.txt
[2025-12-03T20:40:02.705534] [INFO ] [sig       ] [1104/3516] Completed EXFY in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:02.705782] [INFO ] [sig       ] [1105/3516] Forecasting EXG...
[2025-12-03T20:40:02.705813] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-03T20:40:02.705842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-03T20:40:02.717068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-03T20:40:02.717348] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-03T20:40:02.718146] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-03T20:40:02.718196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:02.718226] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:02.718251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:02.718305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:02.774785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:02.775383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:02.775464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:02.775494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:02.898627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:02.898779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:02.898817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:02.898844] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:02.902307] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-12-03T20:40:02.902592] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-03T20:40:02.902717] [INFO ] [sig       ] EXG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:03.037854] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EXG.txt
[2025-12-03T20:40:03.037966] [INFO ] [sig       ] [1105/3516] Completed EXG in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:03.038021] [INFO ] [sig       ] [1106/3516] Forecasting EXK...
[2025-12-03T20:40:03.038051] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-03T20:40:03.038079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-03T20:40:03.052030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-03T20:40:03.052683] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-03T20:40:03.054069] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-03T20:40:03.054169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:03.054207] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:03.054236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:03.054299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:03.115455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:03.116796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:03.116923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:03.116956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:03.244273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:03.244513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:03.244559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:03.244608] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:03.249037] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-03T20:40:03.249491] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-03T20:40:03.249681] [INFO ] [sig       ] EXK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:03.401125] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EXK.txt
[2025-12-03T20:40:03.401329] [INFO ] [sig       ] [1106/3516] Completed EXK in 0.4s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:03.401370] [INFO ] [sig       ] [1107/3516] Forecasting EXLS...
[2025-12-03T20:40:03.401402] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-03T20:40:03.401435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-03T20:40:03.415267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-03T20:40:03.415853] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-03T20:40:03.416738] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-03T20:40:03.416789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:03.416821] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:03.416847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:03.416904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:03.477886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:03.479112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:03.479235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:03.479280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:03.611425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:03.611675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:03.611719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:03.611745] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:03.615802] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-03T20:40:03.616211] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-03T20:40:03.616375] [INFO ] [sig       ] EXLS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:03.757179] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EXLS.txt
[2025-12-03T20:40:03.757379] [INFO ] [sig       ] [1107/3516] Completed EXLS in 0.4s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:03.757421] [INFO ] [sig       ] [1108/3516] Forecasting EXP...
[2025-12-03T20:40:03.757453] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-03T20:40:03.757483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-03T20:40:03.770880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-03T20:40:03.771402] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-03T20:40:03.772315] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-03T20:40:03.772368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:03.772420] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:03.772449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:03.772506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:03.829276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:03.830438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:03.830545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:03.830597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:03.960031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:03.960256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:03.960298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:03.960324] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:03.964197] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-03T20:40:03.964544] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-03T20:40:03.964726] [INFO ] [sig       ] EXP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:04.116980] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EXP.txt
[2025-12-03T20:40:04.117231] [INFO ] [sig       ] [1108/3516] Completed EXP in 0.4s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:04.117295] [INFO ] [sig       ] [1109/3516] Forecasting EXPD...
[2025-12-03T20:40:04.117328] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-03T20:40:04.117358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-03T20:40:04.133817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-03T20:40:04.134415] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-03T20:40:04.135439] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-03T20:40:04.135491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:04.135522] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:04.135547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:04.135620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:04.193051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:04.194200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:04.194298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:04.194330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:04.318652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:04.318881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:04.318924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:04.318951] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:04.322818] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=88.48%)
[2025-12-03T20:40:04.323132] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-03T20:40:04.323269] [INFO ] [sig       ] EXPD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:04.465952] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EXPD.txt
[2025-12-03T20:40:04.466368] [INFO ] [sig       ] [1109/3516] Completed EXPD in 0.3s | 2.96 sym/s | Total: 6.2m | ETA: 13.6m
[2025-12-03T20:40:04.466420] [INFO ] [sig       ] [1110/3516] Forecasting EXPE...
[2025-12-03T20:40:04.466451] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-03T20:40:04.466481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-03T20:40:04.480534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-03T20:40:04.481053] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-03T20:40:04.481929] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-03T20:40:04.481982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:04.482013] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:04.482039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:04.482095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:04.540428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:04.541331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:04.541420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:04.541456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:04.665165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:04.665323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:04.665360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:04.665386] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:04.668731] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-03T20:40:04.668995] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-03T20:40:04.669118] [INFO ] [sig       ] EXPE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:04.805712] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EXPE.txt
[2025-12-03T20:40:04.805852] [INFO ] [sig       ] [1110/3516] Completed EXPE in 0.3s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:04.805892] [INFO ] [sig       ] [1111/3516] Forecasting EXPI...
[2025-12-03T20:40:04.805921] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-03T20:40:04.805948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-03T20:40:04.816852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-03T20:40:04.817137] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-03T20:40:04.817905] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-03T20:40:04.817954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:04.818012] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:04.818042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:04.818097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:04.873302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:04.873949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:04.874052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:04.874084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:04.989076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:04.989232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:04.989270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:04.989298] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:04.992644] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-03T20:40:04.992911] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-03T20:40:04.993032] [INFO ] [sig       ] EXPI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:05.130523] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EXPI.txt
[2025-12-03T20:40:05.130659] [INFO ] [sig       ] [1111/3516] Completed EXPI in 0.3s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:05.130699] [INFO ] [sig       ] [1112/3516] Forecasting EXPO...
[2025-12-03T20:40:05.130735] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-03T20:40:05.130764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-03T20:40:05.141750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-03T20:40:05.142032] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-03T20:40:05.142800] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-03T20:40:05.142849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:05.142880] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:05.142905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:05.142960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:05.210495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:05.211387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:05.211470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:05.211503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:05.328463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:05.328637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:05.328680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:05.328738] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:05.332053] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-12-03T20:40:05.332323] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-03T20:40:05.332456] [INFO ] [sig       ] EXPO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:05.481276] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EXPO.txt
[2025-12-03T20:40:05.481517] [INFO ] [sig       ] [1112/3516] Completed EXPO in 0.4s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:05.481565] [INFO ] [sig       ] [1113/3516] Forecasting EYE...
[2025-12-03T20:40:05.481615] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-03T20:40:05.481647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-03T20:40:05.499108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-03T20:40:05.499643] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-03T20:40:05.500738] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-03T20:40:05.500804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:05.500851] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:05.500892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:05.500979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:05.562916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:05.563821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:05.563904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:05.563936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:05.680029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:05.680187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:05.680223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:05.680249] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:05.683613] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: UP (p=82.53%)
[2025-12-03T20:40:05.683885] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-03T20:40:05.684012] [INFO ] [sig       ] EYE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:05.820247] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/EYE.txt
[2025-12-03T20:40:05.820376] [INFO ] [sig       ] [1113/3516] Completed EYE in 0.3s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:05.820415] [INFO ] [sig       ] [1114/3516] Forecasting EZGO...
[2025-12-03T20:40:05.820443] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-03T20:40:05.820472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-03T20:40:05.831286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-03T20:40:05.831632] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-03T20:40:05.832389] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-03T20:40:05.832438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:05.832469] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:05.832494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:05.832549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:05.886972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:05.887601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:05.887676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:05.887707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:05.997696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:05.997860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:05.997897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:05.997926] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:06.001287] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-12-03T20:40:06.001559] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-03T20:40:06.001705] [INFO ] [sig       ] EZGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:06.137816] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/EZGO.txt
[2025-12-03T20:40:06.138010] [INFO ] [sig       ] [1114/3516] Completed EZGO in 0.3s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:06.138051] [INFO ] [sig       ] [1115/3516] Forecasting F...
[2025-12-03T20:40:06.138080] [INFO ] [sig       ] Generating forecast for: F
[2025-12-03T20:40:06.138109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-03T20:40:06.149150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-03T20:40:06.149452] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-03T20:40:06.150226] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-03T20:40:06.150276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:06.150307] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:06.150333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:06.150392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:06.205365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:06.206225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:06.206307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:06.206339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:06.325151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:06.325303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:06.325340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:06.325385] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:06.328718] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2025-12-03T20:40:06.328985] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-03T20:40:06.329107] [INFO ] [sig       ] F: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:06.467827] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/F.txt
[2025-12-03T20:40:06.467962] [INFO ] [sig       ] [1115/3516] Completed F in 0.3s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:06.468023] [INFO ] [sig       ] [1116/3516] Forecasting FA...
[2025-12-03T20:40:06.468054] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-03T20:40:06.468083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-03T20:40:06.482420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-03T20:40:06.482974] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-03T20:40:06.483936] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-03T20:40:06.483989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:06.484022] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:06.484048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:06.484106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:06.541896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:06.543173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:06.543286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:06.543319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:06.670918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:06.671164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:06.671210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:06.671240] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:06.675156] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2025-12-03T20:40:06.675528] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-03T20:40:06.675714] [INFO ] [sig       ] FA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:06.818033] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FA.txt
[2025-12-03T20:40:06.818251] [INFO ] [sig       ] [1116/3516] Completed FA in 0.4s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:06.818295] [INFO ] [sig       ] [1117/3516] Forecasting FAF...
[2025-12-03T20:40:06.818326] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-03T20:40:06.818356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-03T20:40:06.862466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-03T20:40:06.863044] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-03T20:40:06.863976] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-03T20:40:06.864028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:06.864061] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:06.864085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:06.864142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:06.923057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:06.924193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:06.924292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:06.924327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:07.041317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:07.041534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:07.041593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:07.041627] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:07.045383] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=36.46%)
[2025-12-03T20:40:07.045704] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-03T20:40:07.045841] [INFO ] [sig       ] FAF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:07.198060] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FAF.txt
[2025-12-03T20:40:07.198300] [INFO ] [sig       ] [1117/3516] Completed FAF in 0.4s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:07.198348] [INFO ] [sig       ] [1118/3516] Forecasting FALN...
[2025-12-03T20:40:07.198381] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-03T20:40:07.198411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-03T20:40:07.212228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-03T20:40:07.212677] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-03T20:40:07.213477] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-03T20:40:07.213531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:07.213626] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:07.213666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:07.213746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:07.268619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:07.269523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:07.269625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:07.269659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:07.390832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:07.390985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:07.391023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:07.391049] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:07.394354] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=72.90%)
[2025-12-03T20:40:07.394641] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-03T20:40:07.394765] [INFO ] [sig       ] FALN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:07.530697] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FALN.txt
[2025-12-03T20:40:07.530832] [INFO ] [sig       ] [1118/3516] Completed FALN in 0.3s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:07.530869] [INFO ] [sig       ] [1119/3516] Forecasting FANG...
[2025-12-03T20:40:07.530897] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-03T20:40:07.530926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-03T20:40:07.542880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-03T20:40:07.543194] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-03T20:40:07.543960] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-03T20:40:07.544010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:07.544041] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:07.544066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:07.544155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:07.600209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:07.600894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:07.600970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:07.601002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:07.722105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:07.722263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:07.722303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:07.722330] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:07.725903] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=65.06%)
[2025-12-03T20:40:07.726206] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-03T20:40:07.726346] [INFO ] [sig       ] FANG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:07.875497] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FANG.txt
[2025-12-03T20:40:07.875693] [INFO ] [sig       ] [1119/3516] Completed FANG in 0.3s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:07.875735] [INFO ] [sig       ] [1120/3516] Forecasting FBIN...
[2025-12-03T20:40:07.875767] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-03T20:40:07.875795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-03T20:40:07.893399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-03T20:40:07.894252] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-03T20:40:07.895492] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-03T20:40:07.895549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:07.895815] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:07.895848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:07.895918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:07.964039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:07.965258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:07.965371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:07.965407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:08.102863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:08.103094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:08.103135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:08.103164] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:08.107939] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-03T20:40:08.108335] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-03T20:40:08.108500] [INFO ] [sig       ] FBIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:08.264678] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FBIN.txt
[2025-12-03T20:40:08.264913] [INFO ] [sig       ] [1120/3516] Completed FBIN in 0.4s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:08.264960] [INFO ] [sig       ] [1121/3516] Forecasting FBIO...
[2025-12-03T20:40:08.264995] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-03T20:40:08.265030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-03T20:40:08.279481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-03T20:40:08.280082] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-03T20:40:08.281056] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-03T20:40:08.281131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:08.281165] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:08.281193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:08.281250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:08.342088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:08.343121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:08.343213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:08.343245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:08.482213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:08.482389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:08.482427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:08.482493] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:08.486345] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=61.43%)
[2025-12-03T20:40:08.486705] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-03T20:40:08.486882] [INFO ] [sig       ] FBIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:08.640129] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FBIO.txt
[2025-12-03T20:40:08.640294] [INFO ] [sig       ] [1121/3516] Completed FBIO in 0.4s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:08.640333] [INFO ] [sig       ] [1122/3516] Forecasting FBIZ...
[2025-12-03T20:40:08.640362] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-03T20:40:08.640392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-03T20:40:08.653183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-03T20:40:08.653642] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-03T20:40:08.654505] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-03T20:40:08.654560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:08.654620] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:08.654650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:08.654712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:08.715991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:08.716914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:08.717003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:08.717036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:08.848093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:08.848263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:08.848304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:08.848332] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:08.852033] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=65.74%)
[2025-12-03T20:40:08.852351] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-03T20:40:08.852492] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:09.029219] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FBIZ.txt
[2025-12-03T20:40:09.029443] [INFO ] [sig       ] [1122/3516] Completed FBIZ in 0.4s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:09.029510] [INFO ] [sig       ] [1123/3516] Forecasting FBK...
[2025-12-03T20:40:09.029562] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-03T20:40:09.029641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-03T20:40:09.045966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-03T20:40:09.046472] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-03T20:40:09.047651] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-03T20:40:09.047720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:09.047770] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:09.047813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:09.047904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:09.121950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:09.122994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:09.123091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:09.123126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:09.253613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:09.253796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:09.253856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:09.253905] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:09.258956] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-03T20:40:09.259396] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-03T20:40:09.259613] [INFO ] [sig       ] FBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:09.432525] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FBK.txt
[2025-12-03T20:40:09.432897] [INFO ] [sig       ] [1123/3516] Completed FBK in 0.4s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:09.432959] [INFO ] [sig       ] [1124/3516] Forecasting FBL...
[2025-12-03T20:40:09.433010] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-03T20:40:09.433057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-03T20:40:09.447137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-03T20:40:09.447541] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-03T20:40:09.448388] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-03T20:40:09.448439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:09.448472] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:09.448498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:09.448559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:09.510368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:09.511253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:09.511345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:09.511378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:09.650495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:09.650693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:09.650743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:09.650781] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:09.655557] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=82.80%)
[2025-12-03T20:40:09.655985] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-03T20:40:09.656171] [INFO ] [sig       ] FBL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:09.813514] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FBL.txt
[2025-12-03T20:40:09.813715] [INFO ] [sig       ] [1124/3516] Completed FBL in 0.4s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:09.813759] [INFO ] [sig       ] [1125/3516] Forecasting FBNC...
[2025-12-03T20:40:09.813792] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-03T20:40:09.813852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-03T20:40:09.825423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-03T20:40:09.825806] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-03T20:40:09.826623] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-03T20:40:09.826675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:09.826709] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:09.826736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:09.826793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:09.885569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:09.886456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:09.886544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:09.886598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:10.003794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:10.003952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:10.003990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:10.004018] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:10.007554] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-12-03T20:40:10.007947] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-03T20:40:10.008157] [INFO ] [sig       ] FBNC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:10.144823] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FBNC.txt
[2025-12-03T20:40:10.144984] [INFO ] [sig       ] [1125/3516] Completed FBNC in 0.3s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:10.145025] [INFO ] [sig       ] [1126/3516] Forecasting FC...
[2025-12-03T20:40:10.145053] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-03T20:40:10.145083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-03T20:40:10.156815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-03T20:40:10.157182] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-03T20:40:10.158001] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-03T20:40:10.158054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:10.158086] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:10.158112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:10.158166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:10.214373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:10.215261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:10.215342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:10.215374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:10.337554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:10.337701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:10.337736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:10.337762] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:10.340895] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=42.49%)
[2025-12-03T20:40:10.341179] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-03T20:40:10.341304] [INFO ] [sig       ] FC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:10.475346] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FC.txt
[2025-12-03T20:40:10.475451] [INFO ] [sig       ] [1126/3516] Completed FC in 0.3s | 2.96 sym/s | Total: 6.3m | ETA: 13.5m
[2025-12-03T20:40:10.475487] [INFO ] [sig       ] [1127/3516] Forecasting FCAL...
[2025-12-03T20:40:10.475516] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-03T20:40:10.475544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-03T20:40:10.486989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-03T20:40:10.487350] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-03T20:40:10.488200] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-03T20:40:10.488251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:10.488281] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:10.488307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:10.488362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:10.547512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:10.548479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:10.548613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:10.548649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:10.658106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:10.658262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:10.658303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:10.658330] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:10.661714] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-12-03T20:40:10.661997] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-03T20:40:10.662130] [INFO ] [sig       ] FCAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:10.807458] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FCAL.txt
[2025-12-03T20:40:10.807651] [INFO ] [sig       ] [1127/3516] Completed FCAL in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.5m
[2025-12-03T20:40:10.807694] [INFO ] [sig       ] [1128/3516] Forecasting FCBC...
[2025-12-03T20:40:10.807725] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-03T20:40:10.807756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-03T20:40:10.819882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-03T20:40:10.820302] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-03T20:40:10.821156] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-03T20:40:10.821214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:10.821246] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:10.821273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:10.821338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:10.878567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:10.879408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:10.879522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:10.879558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:11.008989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:11.009145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:11.009197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:11.009225] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:11.012532] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-03T20:40:11.012835] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-03T20:40:11.012963] [INFO ] [sig       ] FCBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:11.151648] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FCBC.txt
[2025-12-03T20:40:11.151798] [INFO ] [sig       ] [1128/3516] Completed FCBC in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.5m
[2025-12-03T20:40:11.151837] [INFO ] [sig       ] [1129/3516] Forecasting FCCO...
[2025-12-03T20:40:11.151867] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-03T20:40:11.151896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-03T20:40:11.162596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-03T20:40:11.162873] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-03T20:40:11.163639] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-03T20:40:11.163689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:11.163720] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:11.163746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:11.163801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:11.220087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:11.220925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:11.221004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:11.221039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:11.343309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:11.343466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:11.343505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:11.343534] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:11.347077] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=80.10%)
[2025-12-03T20:40:11.347415] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-03T20:40:11.347555] [INFO ] [sig       ] FCCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:11.495785] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FCCO.txt
[2025-12-03T20:40:11.495941] [INFO ] [sig       ] [1129/3516] Completed FCCO in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.5m
[2025-12-03T20:40:11.495979] [INFO ] [sig       ] [1130/3516] Forecasting FCEL...
[2025-12-03T20:40:11.496009] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-03T20:40:11.496037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-03T20:40:11.508064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-03T20:40:11.508449] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-03T20:40:11.509277] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-03T20:40:11.509329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:11.509360] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:11.509385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:11.509440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:11.569651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:11.570650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:11.570732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:11.570765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:11.697403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:11.697553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:11.697616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:11.697646] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:11.701784] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=78.97%)
[2025-12-03T20:40:11.702081] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-03T20:40:11.702216] [INFO ] [sig       ] FCEL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:11.844966] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FCEL.txt
[2025-12-03T20:40:11.845102] [INFO ] [sig       ] [1130/3516] Completed FCEL in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:11.845139] [INFO ] [sig       ] [1131/3516] Forecasting FCF...
[2025-12-03T20:40:11.845167] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-03T20:40:11.845196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-03T20:40:11.857314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-03T20:40:11.857711] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-03T20:40:11.858505] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-03T20:40:11.858555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:11.858604] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:11.858632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:11.858686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:11.913832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:11.914539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:11.914632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:11.914665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:12.045551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:12.045723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:12.045763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:12.045791] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:12.049147] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=24.75%)
[2025-12-03T20:40:12.049424] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-03T20:40:12.049552] [INFO ] [sig       ] FCF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:12.204831] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FCF.txt
[2025-12-03T20:40:12.205015] [INFO ] [sig       ] [1131/3516] Completed FCF in 0.4s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:12.205055] [INFO ] [sig       ] [1132/3516] Forecasting FCFS...
[2025-12-03T20:40:12.205084] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-03T20:40:12.205113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-03T20:40:12.216141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-03T20:40:12.216534] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-03T20:40:12.217398] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-03T20:40:12.217452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:12.217498] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:12.217527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:12.217603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:12.273951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:12.274833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:12.274915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:12.274949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:12.392885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:12.393027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:12.393066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:12.393094] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:12.396439] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-03T20:40:12.396743] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-03T20:40:12.396873] [INFO ] [sig       ] FCFS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:12.532541] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FCFS.txt
[2025-12-03T20:40:12.532693] [INFO ] [sig       ] [1132/3516] Completed FCFS in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:12.532730] [INFO ] [sig       ] [1133/3516] Forecasting FCN...
[2025-12-03T20:40:12.532758] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-03T20:40:12.532788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-03T20:40:12.548947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-03T20:40:12.549476] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-03T20:40:12.550478] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-03T20:40:12.550538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:12.550592] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:12.550624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:12.550682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:12.617911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:12.619105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:12.619231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:12.619284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:12.741377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:12.741535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:12.741593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:12.741624] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:12.744974] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-03T20:40:12.745260] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-03T20:40:12.745391] [INFO ] [sig       ] FCN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:12.887499] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FCN.txt
[2025-12-03T20:40:12.887717] [INFO ] [sig       ] [1133/3516] Completed FCN in 0.4s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:12.887771] [INFO ] [sig       ] [1134/3516] Forecasting FCNCA...
[2025-12-03T20:40:12.887812] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-03T20:40:12.887850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-03T20:40:12.899186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-03T20:40:12.899552] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-03T20:40:12.900323] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-03T20:40:12.900373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:12.900405] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:12.900429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:12.900483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:12.956464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:12.957316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:12.957398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:12.957432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:13.070747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:13.070899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:13.070936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:13.070965] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:13.074293] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2025-12-03T20:40:13.074585] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-03T20:40:13.074714] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:13.210934] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FCNCA.txt
[2025-12-03T20:40:13.211090] [INFO ] [sig       ] [1134/3516] Completed FCNCA in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:13.211129] [INFO ] [sig       ] [1135/3516] Forecasting FCNCO...
[2025-12-03T20:40:13.211158] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-03T20:40:13.211186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-03T20:40:13.222947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-03T20:40:13.223306] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-03T20:40:13.224080] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-03T20:40:13.224129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:13.224188] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:13.224215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:13.224270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:13.280451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:13.281545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:13.281675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:13.281708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:13.383403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:13.383559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:13.383632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:13.383679] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:13.386922] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=17.69%)
[2025-12-03T20:40:13.387188] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-03T20:40:13.387310] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:13.527113] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FCNCO.txt
[2025-12-03T20:40:13.527277] [INFO ] [sig       ] [1135/3516] Completed FCNCO in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:13.527324] [INFO ] [sig       ] [1136/3516] Forecasting FCNCP...
[2025-12-03T20:40:13.527355] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-03T20:40:13.527382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-03T20:40:13.538835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-03T20:40:13.539232] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-03T20:40:13.540018] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-03T20:40:13.540068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:13.540099] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:13.540125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:13.540181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:13.598664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:13.599525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:13.599639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:13.599680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:13.700755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:13.700920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:13.700958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:13.700985] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:13.704494] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=37.85%)
[2025-12-03T20:40:13.704823] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-03T20:40:13.704955] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:13.855169] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FCNCP.txt
[2025-12-03T20:40:13.855337] [INFO ] [sig       ] [1136/3516] Completed FCNCP in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:13.855378] [INFO ] [sig       ] [1137/3516] Forecasting FCTE...
[2025-12-03T20:40:13.855408] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-03T20:40:13.855438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-03T20:40:13.866944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-03T20:40:13.867332] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-03T20:40:13.868183] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-03T20:40:13.868236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:13.868268] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:13.868295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:13.868351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:13.927196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:13.928089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:13.928185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:13.928217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:14.049599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:14.049763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:14.049808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:14.049836] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:14.053165] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-03T20:40:14.053473] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-03T20:40:14.053644] [INFO ] [sig       ] FCTE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:14.197779] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FCTE.txt
[2025-12-03T20:40:14.197916] [INFO ] [sig       ] [1137/3516] Completed FCTE in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:14.197955] [INFO ] [sig       ] [1138/3516] Forecasting FCX...
[2025-12-03T20:40:14.198005] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-03T20:40:14.198038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-03T20:40:14.210921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-03T20:40:14.211283] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-03T20:40:14.212102] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-03T20:40:14.212152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:14.212183] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:14.212208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:14.212263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:14.269960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:14.270849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:14.270935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:14.270967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:14.404117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:14.404272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:14.404311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:14.404374] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:14.407879] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-03T20:40:14.408217] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-03T20:40:14.408354] [INFO ] [sig       ] FCX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:14.552498] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FCX.txt
[2025-12-03T20:40:14.552653] [INFO ] [sig       ] [1138/3516] Completed FCX in 0.4s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:14.552693] [INFO ] [sig       ] [1139/3516] Forecasting FDBC...
[2025-12-03T20:40:14.552721] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-03T20:40:14.552749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-03T20:40:14.563322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-03T20:40:14.563649] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-03T20:40:14.564417] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-03T20:40:14.564467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:14.564497] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:14.564521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:14.564600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:14.620537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:14.621185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:14.621263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:14.621295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:14.716306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:14.716456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:14.716509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:14.716537] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:14.719848] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-03T20:40:14.720108] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-03T20:40:14.720229] [INFO ] [sig       ] FDBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:14.858892] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FDBC.txt
[2025-12-03T20:40:14.859022] [INFO ] [sig       ] [1139/3516] Completed FDBC in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:14.859059] [INFO ] [sig       ] [1140/3516] Forecasting FDIF...
[2025-12-03T20:40:14.859087] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-03T20:40:14.859116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-03T20:40:14.869724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-03T20:40:14.870013] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-03T20:40:14.870771] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-03T20:40:14.870820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:14.870850] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:14.870876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:14.870931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:14.928102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:14.928846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:14.928929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:14.928962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:15.035812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:15.035957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:15.035994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:15.036022] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:15.039291] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=87.00%)
[2025-12-03T20:40:15.039550] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-03T20:40:15.039696] [INFO ] [sig       ] FDIF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:15.182723] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FDIF.txt
[2025-12-03T20:40:15.182850] [INFO ] [sig       ] [1140/3516] Completed FDIF in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:15.182888] [INFO ] [sig       ] [1141/3516] Forecasting FDP...
[2025-12-03T20:40:15.182918] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-03T20:40:15.182949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-03T20:40:15.193955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-03T20:40:15.194283] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-03T20:40:15.195060] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-03T20:40:15.195108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:15.195138] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:15.195164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:15.195218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:15.253652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:15.254382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:15.254463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:15.254496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:15.375042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:15.375169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:15.375205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:15.375233] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:15.378424] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-03T20:40:15.378703] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-03T20:40:15.378828] [INFO ] [sig       ] FDP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:15.521940] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FDP.txt
[2025-12-03T20:40:15.522067] [INFO ] [sig       ] [1141/3516] Completed FDP in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:15.522104] [INFO ] [sig       ] [1142/3516] Forecasting FDS...
[2025-12-03T20:40:15.522132] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-03T20:40:15.522160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-03T20:40:15.533048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-03T20:40:15.533316] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-03T20:40:15.534098] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-03T20:40:15.534146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:15.534177] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:15.534202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:15.534260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:15.589605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:15.590210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:15.590284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:15.590314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:15.707827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:15.707964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:15.708019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:15.708052] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:15.711290] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2025-12-03T20:40:15.711563] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-03T20:40:15.711705] [INFO ] [sig       ] FDS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:15.848416] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FDS.txt
[2025-12-03T20:40:15.848543] [INFO ] [sig       ] [1142/3516] Completed FDS in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:15.848597] [INFO ] [sig       ] [1143/3516] Forecasting FDUS...
[2025-12-03T20:40:15.848627] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-03T20:40:15.848660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-03T20:40:15.860989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-03T20:40:15.861370] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-03T20:40:15.862291] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-03T20:40:15.862343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:15.862388] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:15.862415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:15.862470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:15.920642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:15.921505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:15.921605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:15.921640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:16.045374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:16.045545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:16.045617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:16.045648] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:16.049356] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-03T20:40:16.049761] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-03T20:40:16.049919] [INFO ] [sig       ] FDUS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:16.194210] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FDUS.txt
[2025-12-03T20:40:16.194362] [INFO ] [sig       ] [1143/3516] Completed FDUS in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:16.194399] [INFO ] [sig       ] [1144/3516] Forecasting FDX...
[2025-12-03T20:40:16.194428] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-03T20:40:16.194457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-03T20:40:16.206665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-03T20:40:16.206999] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-03T20:40:16.207824] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-03T20:40:16.207873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:16.207903] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:16.207928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:16.208002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:16.263320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:16.264109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:16.264188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:16.264221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:16.390703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:16.390858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:16.390896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:16.390923] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:16.394305] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-03T20:40:16.394598] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-03T20:40:16.394744] [INFO ] [sig       ] FDX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:16.537946] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FDX.txt
[2025-12-03T20:40:16.538111] [INFO ] [sig       ] [1144/3516] Completed FDX in 0.3s | 2.96 sym/s | Total: 6.4m | ETA: 13.4m
[2025-12-03T20:40:16.538148] [INFO ] [sig       ] [1145/3516] Forecasting FE...
[2025-12-03T20:40:16.538176] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-03T20:40:16.538206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-03T20:40:16.549035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-03T20:40:16.549344] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-03T20:40:16.550108] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-03T20:40:16.550157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:16.550188] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:16.550214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:16.550269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:16.605468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:16.606274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:16.606384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:16.606416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:16.722489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:16.722657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:16.722703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:16.722736] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:16.726035] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-03T20:40:16.726301] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-03T20:40:16.726425] [INFO ] [sig       ] FE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:16.866863] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FE.txt
[2025-12-03T20:40:16.866992] [INFO ] [sig       ] [1145/3516] Completed FE in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.4m
[2025-12-03T20:40:16.867030] [INFO ] [sig       ] [1146/3516] Forecasting FEIM...
[2025-12-03T20:40:16.867058] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-03T20:40:16.867088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-03T20:40:16.878234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-03T20:40:16.878542] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-03T20:40:16.879318] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-03T20:40:16.879370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:16.879402] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:16.879428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:16.879484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:16.935412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:16.936130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:16.936216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:16.936259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:17.052502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:17.052659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:17.052699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:17.052728] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:17.055947] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=24.40%)
[2025-12-03T20:40:17.056206] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-03T20:40:17.056329] [INFO ] [sig       ] FEIM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:17.198616] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FEIM.txt
[2025-12-03T20:40:17.198758] [INFO ] [sig       ] [1146/3516] Completed FEIM in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.4m
[2025-12-03T20:40:17.198797] [INFO ] [sig       ] [1147/3516] Forecasting FELE...
[2025-12-03T20:40:17.198832] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-03T20:40:17.198865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-03T20:40:17.210871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-03T20:40:17.211246] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-03T20:40:17.212031] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-03T20:40:17.212080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:17.212111] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:17.212137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:17.212192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:17.267875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:17.268727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:17.268809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:17.268841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:17.389654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:17.389805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:17.389840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:17.389867] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:17.393258] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-03T20:40:17.393539] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-03T20:40:17.393684] [INFO ] [sig       ] FELE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:17.533107] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FELE.txt
[2025-12-03T20:40:17.533274] [INFO ] [sig       ] [1147/3516] Completed FELE in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:17.533317] [INFO ] [sig       ] [1148/3516] Forecasting FEM...
[2025-12-03T20:40:17.533347] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-03T20:40:17.533377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-03T20:40:17.545213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-03T20:40:17.545609] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-03T20:40:17.546362] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-03T20:40:17.546412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:17.546444] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:17.546472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:17.546526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:17.601923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:17.602757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:17.602836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:17.602868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:17.722429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:17.722597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:17.722638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:17.722667] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:17.726096] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=85.13%)
[2025-12-03T20:40:17.726370] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-03T20:40:17.726497] [INFO ] [sig       ] FEM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:17.876960] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FEM.txt
[2025-12-03T20:40:17.877147] [INFO ] [sig       ] [1148/3516] Completed FEM in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:17.877190] [INFO ] [sig       ] [1149/3516] Forecasting FEMB...
[2025-12-03T20:40:17.877228] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-03T20:40:17.877261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-03T20:40:17.888533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-03T20:40:17.888937] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-03T20:40:17.889767] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-03T20:40:17.889819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:17.889851] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:17.889878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:17.889934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:17.948082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:17.948948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:17.949031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:17.949065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:18.073271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:18.073439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:18.073476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:18.073503] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:18.076836] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-03T20:40:18.077113] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-03T20:40:18.077242] [INFO ] [sig       ] FEMB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:18.220683] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FEMB.txt
[2025-12-03T20:40:18.220836] [INFO ] [sig       ] [1149/3516] Completed FEMB in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:18.220874] [INFO ] [sig       ] [1150/3516] Forecasting FEMS...
[2025-12-03T20:40:18.220905] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-03T20:40:18.220934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-03T20:40:18.231820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-03T20:40:18.232162] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-03T20:40:18.232957] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-03T20:40:18.233007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:18.233038] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:18.233064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:18.233118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:18.289133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:18.289969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:18.290046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:18.290078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:18.421704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:18.421862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:18.421901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:18.421945] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:18.425268] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=62.22%)
[2025-12-03T20:40:18.425553] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-03T20:40:18.425699] [INFO ] [sig       ] FEMS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:18.563504] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FEMS.txt
[2025-12-03T20:40:18.563694] [INFO ] [sig       ] [1150/3516] Completed FEMS in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:18.563734] [INFO ] [sig       ] [1151/3516] Forecasting FEP...
[2025-12-03T20:40:18.563768] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-03T20:40:18.563797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-03T20:40:18.575444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-03T20:40:18.575851] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-03T20:40:18.576613] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-03T20:40:18.576662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:18.576694] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:18.576719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:18.576779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:18.632071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:18.632941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:18.633022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:18.633054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:18.750182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:18.750332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:18.750369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:18.750397] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:18.753682] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-03T20:40:18.753967] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-03T20:40:18.754093] [INFO ] [sig       ] FEP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:18.893262] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FEP.txt
[2025-12-03T20:40:18.893416] [INFO ] [sig       ] [1151/3516] Completed FEP in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:18.893455] [INFO ] [sig       ] [1152/3516] Forecasting FERG...
[2025-12-03T20:40:18.893484] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-03T20:40:18.893513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-03T20:40:18.905305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-03T20:40:18.905696] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-03T20:40:18.906441] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-03T20:40:18.906490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:18.906550] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:18.906596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:18.906654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:18.965738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:18.966630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:18.966716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:18.966767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:19.091131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:19.091283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:19.091320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:19.091347] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:19.094661] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=13.25%)
[2025-12-03T20:40:19.094937] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-03T20:40:19.095064] [INFO ] [sig       ] FERG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:19.239820] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FERG.txt
[2025-12-03T20:40:19.239980] [INFO ] [sig       ] [1152/3516] Completed FERG in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:19.240019] [INFO ] [sig       ] [1153/3516] Forecasting FF...
[2025-12-03T20:40:19.240047] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-03T20:40:19.240077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-03T20:40:19.251970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-03T20:40:19.252337] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-03T20:40:19.253119] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-03T20:40:19.253168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:19.253197] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:19.253222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:19.253277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:19.308869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:19.309703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:19.309787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:19.309818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:19.430214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:19.430370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:19.430408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:19.430434] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:19.433799] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=46.59%)
[2025-12-03T20:40:19.434101] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-03T20:40:19.434231] [INFO ] [sig       ] FF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:19.581846] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FF.txt
[2025-12-03T20:40:19.582009] [INFO ] [sig       ] [1153/3516] Completed FF in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:19.582049] [INFO ] [sig       ] [1154/3516] Forecasting FFA...
[2025-12-03T20:40:19.582079] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-03T20:40:19.582108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-03T20:40:19.593248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-03T20:40:19.593509] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-03T20:40:19.594263] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-03T20:40:19.594312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:19.594344] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:19.594369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:19.594435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:19.651448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:19.652320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:19.652401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:19.652434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:19.765410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:19.765546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:19.765603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:19.765634] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:19.768939] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-12-03T20:40:19.769204] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-03T20:40:19.769327] [INFO ] [sig       ] FFA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:19.908546] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FFA.txt
[2025-12-03T20:40:19.908685] [INFO ] [sig       ] [1154/3516] Completed FFA in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:19.908732] [INFO ] [sig       ] [1155/3516] Forecasting FFBC...
[2025-12-03T20:40:19.908762] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-03T20:40:19.908792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-03T20:40:19.920398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-03T20:40:19.920692] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-03T20:40:19.921425] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-03T20:40:19.921473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:19.921504] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:19.921529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:19.921602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:19.976530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:19.977134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:19.977206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:19.977237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:20.094178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:20.094301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:20.094335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:20.094395] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:20.097588] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2025-12-03T20:40:20.097854] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-03T20:40:20.097976] [INFO ] [sig       ] FFBC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:20.233644] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FFBC.txt
[2025-12-03T20:40:20.233795] [INFO ] [sig       ] [1155/3516] Completed FFBC in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:20.233833] [INFO ] [sig       ] [1156/3516] Forecasting FFC...
[2025-12-03T20:40:20.233862] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-03T20:40:20.233893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-03T20:40:20.245036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-03T20:40:20.245378] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-03T20:40:20.246142] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-03T20:40:20.246204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:20.246236] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:20.246262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:20.246316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:20.302494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:20.303338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:20.303419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:20.303452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:20.422484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:20.422653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:20.422692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:20.422719] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:20.426028] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-03T20:40:20.426304] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-03T20:40:20.426427] [INFO ] [sig       ] FFC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:20.565266] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FFC.txt
[2025-12-03T20:40:20.565423] [INFO ] [sig       ] [1156/3516] Completed FFC in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:20.565461] [INFO ] [sig       ] [1157/3516] Forecasting FFIC...
[2025-12-03T20:40:20.565489] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-03T20:40:20.565518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-03T20:40:20.576800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-03T20:40:20.577166] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-03T20:40:20.577938] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-03T20:40:20.578008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:20.578042] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:20.578069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:20.578124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:20.634087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:20.634925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:20.635004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:20.635037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:20.752168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:20.752284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:20.752318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:20.752345] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:20.755465] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-03T20:40:20.755744] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-03T20:40:20.755865] [INFO ] [sig       ] FFIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:20.892383] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FFIC.txt
[2025-12-03T20:40:20.892538] [INFO ] [sig       ] [1157/3516] Completed FFIC in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:20.892597] [INFO ] [sig       ] [1158/3516] Forecasting FFIN...
[2025-12-03T20:40:20.892630] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-03T20:40:20.892660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-03T20:40:20.907227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-03T20:40:20.907720] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-03T20:40:20.908815] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-03T20:40:20.908875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:20.908918] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:20.908948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:20.909006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:20.973341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:20.974239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:20.974322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:20.974356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:21.089293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:21.089425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:21.089463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:21.089491] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:21.092807] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=62.74%)
[2025-12-03T20:40:21.093078] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-03T20:40:21.093203] [INFO ] [sig       ] FFIN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:21.230708] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FFIN.txt
[2025-12-03T20:40:21.230838] [INFO ] [sig       ] [1158/3516] Completed FFIN in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:21.230875] [INFO ] [sig       ] [1159/3516] Forecasting FFWM...
[2025-12-03T20:40:21.230907] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-03T20:40:21.230948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-03T20:40:21.241429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-03T20:40:21.241727] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-03T20:40:21.242489] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-03T20:40:21.242538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:21.242587] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:21.242616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:21.242680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:21.298917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:21.299734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:21.299823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:21.299860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:21.416038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:21.416190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:21.416231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:21.416259] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:21.419666] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-03T20:40:21.419948] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-03T20:40:21.420078] [INFO ] [sig       ] FFWM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:21.558140] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FFWM.txt
[2025-12-03T20:40:21.558312] [INFO ] [sig       ] [1159/3516] Completed FFWM in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:21.558352] [INFO ] [sig       ] [1160/3516] Forecasting FG...
[2025-12-03T20:40:21.558382] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-03T20:40:21.558410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-03T20:40:21.570157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-03T20:40:21.570498] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-03T20:40:21.571281] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-03T20:40:21.571330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:21.571361] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:21.571386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:21.571441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:21.626601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:21.627329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:21.627408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:21.627439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:21.747283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:21.747443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:21.747485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:21.747514] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:21.751110] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=81.61%)
[2025-12-03T20:40:21.751415] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-03T20:40:21.751563] [INFO ] [sig       ] FG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:21.892500] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FG.txt
[2025-12-03T20:40:21.892669] [INFO ] [sig       ] [1160/3516] Completed FG in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:21.892710] [INFO ] [sig       ] [1161/3516] Forecasting FGEN...
[2025-12-03T20:40:21.892739] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-03T20:40:21.892767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-03T20:40:21.903663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-03T20:40:21.903955] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-03T20:40:21.904712] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-03T20:40:21.904761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:21.904792] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:21.904817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:21.904871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:21.962505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:21.963194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:21.963270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:21.963302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:22.079484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:22.079638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:22.079676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:22.079702] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:22.082890] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2025-12-03T20:40:22.083173] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-03T20:40:22.083295] [INFO ] [sig       ] FGEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:22.219697] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FGEN.txt
[2025-12-03T20:40:22.219846] [INFO ] [sig       ] [1161/3516] Completed FGEN in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:22.219884] [INFO ] [sig       ] [1162/3516] Forecasting FHB...
[2025-12-03T20:40:22.219913] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-03T20:40:22.219942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-03T20:40:22.230529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-03T20:40:22.230827] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-03T20:40:22.231564] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-03T20:40:22.231636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:22.231666] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:22.231692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:22.231746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:22.286344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:22.287065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:22.287171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:22.287202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:22.402019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:22.402167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:22.402204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:22.402230] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:22.405501] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-03T20:40:22.405786] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-03T20:40:22.405906] [INFO ] [sig       ] FHB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:22.544228] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FHB.txt
[2025-12-03T20:40:22.544406] [INFO ] [sig       ] [1162/3516] Completed FHB in 0.3s | 2.96 sym/s | Total: 6.5m | ETA: 13.3m
[2025-12-03T20:40:22.544445] [INFO ] [sig       ] [1163/3516] Forecasting FHI...
[2025-12-03T20:40:22.544475] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-03T20:40:22.544506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-03T20:40:22.556496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-03T20:40:22.556836] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-03T20:40:22.557607] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-03T20:40:22.557657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:22.557688] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:22.557713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:22.557769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:22.613896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:22.614727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:22.614807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:22.614842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:22.732635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:22.732783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:22.732838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:22.732867] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:22.736124] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-12-03T20:40:22.736386] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-03T20:40:22.736505] [INFO ] [sig       ] FHI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:22.872896] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FHI.txt
[2025-12-03T20:40:22.873028] [INFO ] [sig       ] [1163/3516] Completed FHI in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.3m
[2025-12-03T20:40:22.873065] [INFO ] [sig       ] [1164/3516] Forecasting FHN...
[2025-12-03T20:40:22.873093] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-03T20:40:22.873122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-03T20:40:22.884409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-03T20:40:22.884738] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-03T20:40:22.885605] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-03T20:40:22.885660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:22.885691] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:22.885717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:22.885772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:22.941838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:22.942490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:22.942570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:22.942619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:23.059904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:23.060045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:23.060082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:23.060108] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:23.063321] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-03T20:40:23.063600] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-03T20:40:23.063722] [INFO ] [sig       ] FHN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:23.204541] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FHN.txt
[2025-12-03T20:40:23.204685] [INFO ] [sig       ] [1164/3516] Completed FHN in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.3m
[2025-12-03T20:40:23.204724] [INFO ] [sig       ] [1165/3516] Forecasting FHTX...
[2025-12-03T20:40:23.204752] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-03T20:40:23.204781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-03T20:40:23.215852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-03T20:40:23.216131] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-03T20:40:23.216916] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-03T20:40:23.216967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:23.216999] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:23.217025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:23.217079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:23.273420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:23.274254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:23.274334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:23.274366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:23.394311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:23.394451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:23.394487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:23.394514] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:23.397727] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-12-03T20:40:23.398006] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-03T20:40:23.398128] [INFO ] [sig       ] FHTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:23.538209] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FHTX.txt
[2025-12-03T20:40:23.538401] [INFO ] [sig       ] [1165/3516] Completed FHTX in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:23.538441] [INFO ] [sig       ] [1166/3516] Forecasting FIBK...
[2025-12-03T20:40:23.538471] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-03T20:40:23.538501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-03T20:40:23.550074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-03T20:40:23.550393] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-03T20:40:23.551224] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-03T20:40:23.551276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:23.551308] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:23.551333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:23.551389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:23.610714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:23.611440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:23.611517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:23.611550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:23.737710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:23.737872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:23.737922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:23.737962] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:23.741636] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-03T20:40:23.741939] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-03T20:40:23.742102] [INFO ] [sig       ] FIBK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:23.884871] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FIBK.txt
[2025-12-03T20:40:23.885007] [INFO ] [sig       ] [1166/3516] Completed FIBK in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:23.885053] [INFO ] [sig       ] [1167/3516] Forecasting FICO...
[2025-12-03T20:40:23.885097] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-03T20:40:23.885140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-03T20:40:23.897188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-03T20:40:23.897547] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-03T20:40:23.898415] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-03T20:40:23.898465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:23.898521] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:23.898564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:23.898649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:23.956787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:23.957490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:23.957570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:23.957622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:24.080280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:24.080442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:24.080494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:24.080537] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:24.084066] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-03T20:40:24.084357] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-03T20:40:24.084489] [INFO ] [sig       ] FICO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:24.226628] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FICO.txt
[2025-12-03T20:40:24.226775] [INFO ] [sig       ] [1167/3516] Completed FICO in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:24.226816] [INFO ] [sig       ] [1168/3516] Forecasting FICS...
[2025-12-03T20:40:24.226847] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-03T20:40:24.226876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-03T20:40:24.238839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-03T20:40:24.239249] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-03T20:40:24.240058] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-03T20:40:24.240110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:24.240142] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:24.240169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:24.240225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:24.295609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:24.296432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:24.296512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:24.296543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:24.421237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:24.421396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:24.421433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:24.421460] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:24.424738] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-03T20:40:24.425012] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-03T20:40:24.425141] [INFO ] [sig       ] FICS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:24.564564] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FICS.txt
[2025-12-03T20:40:24.564711] [INFO ] [sig       ] [1168/3516] Completed FICS in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:24.564748] [INFO ] [sig       ] [1169/3516] Forecasting FID...
[2025-12-03T20:40:24.564776] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-03T20:40:24.564805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-03T20:40:24.575963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-03T20:40:24.576233] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-03T20:40:24.576979] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-03T20:40:24.577028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:24.577084] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:24.577111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:24.577166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:24.631954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:24.632540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:24.632629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:24.632662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:24.747491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:24.747651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:24.747689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:24.747716] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:24.750996] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=62.76%)
[2025-12-03T20:40:24.751262] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-03T20:40:24.751384] [INFO ] [sig       ] FID: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:24.888064] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FID.txt
[2025-12-03T20:40:24.888189] [INFO ] [sig       ] [1169/3516] Completed FID in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:24.888227] [INFO ] [sig       ] [1170/3516] Forecasting FIGS...
[2025-12-03T20:40:24.888255] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-03T20:40:24.888283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-03T20:40:24.899382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-03T20:40:24.899665] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-03T20:40:24.900396] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-03T20:40:24.900444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:24.900475] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:24.900500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:24.900554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:24.955877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:24.956744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:24.956826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:24.956857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:25.075943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:25.076092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:25.076129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:25.076156] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:25.079477] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-12-03T20:40:25.079763] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-03T20:40:25.079900] [INFO ] [sig       ] FIGS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:25.218988] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FIGS.txt
[2025-12-03T20:40:25.219135] [INFO ] [sig       ] [1170/3516] Completed FIGS in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:25.219180] [INFO ] [sig       ] [1171/3516] Forecasting FIHL...
[2025-12-03T20:40:25.219209] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-03T20:40:25.219239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-03T20:40:25.230962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-03T20:40:25.231260] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-03T20:40:25.232105] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-03T20:40:25.232155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:25.232188] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:25.232216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:25.232272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:25.292116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:25.292901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:25.292982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:25.293015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:25.410753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:25.410892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:25.410935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:25.410967] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:25.414197] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=86.35%)
[2025-12-03T20:40:25.414461] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-03T20:40:25.414597] [INFO ] [sig       ] FIHL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:25.551611] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FIHL.txt
[2025-12-03T20:40:25.551763] [INFO ] [sig       ] [1171/3516] Completed FIHL in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:25.551803] [INFO ] [sig       ] [1172/3516] Forecasting FINS...
[2025-12-03T20:40:25.551834] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-03T20:40:25.551864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-03T20:40:25.563354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-03T20:40:25.563708] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-03T20:40:25.564518] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-03T20:40:25.564594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:25.564634] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:25.564662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:25.564717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:25.621122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:25.621793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:25.621866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:25.621898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:25.743958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:25.744111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:25.744147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:25.744205] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:25.748549] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-03T20:40:25.748846] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-03T20:40:25.749012] [INFO ] [sig       ] FINS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:25.886917] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FINS.txt
[2025-12-03T20:40:25.887050] [INFO ] [sig       ] [1172/3516] Completed FINS in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:25.887087] [INFO ] [sig       ] [1173/3516] Forecasting FINX...
[2025-12-03T20:40:25.887116] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-03T20:40:25.887144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-03T20:40:25.898945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-03T20:40:25.899297] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-03T20:40:25.900121] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-03T20:40:25.900171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:25.900201] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:25.900226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:25.900279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:25.954873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:25.955764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:25.955847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:25.955878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:26.070259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:26.070408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:26.070445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:26.070471] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:26.073751] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-03T20:40:26.074020] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-03T20:40:26.074139] [INFO ] [sig       ] FINX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:26.209780] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FINX.txt
[2025-12-03T20:40:26.209904] [INFO ] [sig       ] [1173/3516] Completed FINX in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:26.209941] [INFO ] [sig       ] [1174/3516] Forecasting FIP...
[2025-12-03T20:40:26.209969] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-03T20:40:26.209998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-03T20:40:26.222441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-03T20:40:26.222799] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-03T20:40:26.223661] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-03T20:40:26.223712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:26.223745] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:26.223792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:26.223855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:26.282777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:26.283647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:26.283727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:26.283770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:26.403391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:26.403538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:26.403591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:26.403638] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:26.406985] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-03T20:40:26.407268] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-03T20:40:26.407395] [INFO ] [sig       ] FIP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:26.544110] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FIP.txt
[2025-12-03T20:40:26.544244] [INFO ] [sig       ] [1174/3516] Completed FIP in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:26.544281] [INFO ] [sig       ] [1175/3516] Forecasting FIS...
[2025-12-03T20:40:26.544309] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-03T20:40:26.544338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-03T20:40:26.555630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-03T20:40:26.555928] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-03T20:40:26.556772] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-03T20:40:26.556823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:26.556856] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:26.556888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:26.556956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:26.613749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:26.614383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:26.614459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:26.614492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:26.735138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:26.735282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:26.735319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:26.735346] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:26.738612] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=60.43%)
[2025-12-03T20:40:26.738875] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-03T20:40:26.739001] [INFO ] [sig       ] FIS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:26.875016] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FIS.txt
[2025-12-03T20:40:26.875147] [INFO ] [sig       ] [1175/3516] Completed FIS in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:26.875184] [INFO ] [sig       ] [1176/3516] Forecasting FISI...
[2025-12-03T20:40:26.875213] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-03T20:40:26.875242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-03T20:40:26.887610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-03T20:40:26.887975] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-03T20:40:26.888814] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-03T20:40:26.888865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:26.888897] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:26.888928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:26.889010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:26.945941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:26.946653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:26.946747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:26.946780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:27.078808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:27.078973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:27.079012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:27.079041] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:27.082542] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=24.80%)
[2025-12-03T20:40:27.082834] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-03T20:40:27.082960] [INFO ] [sig       ] FISI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:27.227813] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FISI.txt
[2025-12-03T20:40:27.227971] [INFO ] [sig       ] [1176/3516] Completed FISI in 0.4s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:27.228032] [INFO ] [sig       ] [1177/3516] Forecasting FITB...
[2025-12-03T20:40:27.228063] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-03T20:40:27.228091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-03T20:40:27.239868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-03T20:40:27.240271] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-03T20:40:27.241122] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-03T20:40:27.241173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:27.241205] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:27.241231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:27.241287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:27.300263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:27.301117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:27.301201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:27.301234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:27.424494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:27.424694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:27.424738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:27.424775] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:27.428381] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=95.96%)
[2025-12-03T20:40:27.428735] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-03T20:40:27.428876] [INFO ] [sig       ] FITB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:27.622484] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FITB.txt
[2025-12-03T20:40:27.622661] [INFO ] [sig       ] [1177/3516] Completed FITB in 0.4s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:27.622703] [INFO ] [sig       ] [1178/3516] Forecasting FITBI...
[2025-12-03T20:40:27.622732] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-03T20:40:27.622762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-03T20:40:27.633845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-03T20:40:27.634127] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-03T20:40:27.634879] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-03T20:40:27.634928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:27.634969] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:27.634996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:27.635051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:27.690077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:27.690732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:27.690806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:27.690836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:27.809901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:27.810059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:27.810101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:27.810128] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:27.813364] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-03T20:40:27.813641] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-03T20:40:27.813764] [INFO ] [sig       ] FITBI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:27.949520] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FITBI.txt
[2025-12-03T20:40:27.949667] [INFO ] [sig       ] [1178/3516] Completed FITBI in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:27.949706] [INFO ] [sig       ] [1179/3516] Forecasting FITBO...
[2025-12-03T20:40:27.949734] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-03T20:40:27.949762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-03T20:40:27.961208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-03T20:40:27.961568] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-03T20:40:27.962423] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-03T20:40:27.962475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:27.962505] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:27.962531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:27.962604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:28.023966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:28.024910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:28.025060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:28.025097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:28.149328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:28.149474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:28.149512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:28.149539] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:28.153034] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-03T20:40:28.153345] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-03T20:40:28.153484] [INFO ] [sig       ] FITBO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:28.297285] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FITBO.txt
[2025-12-03T20:40:28.297429] [INFO ] [sig       ] [1179/3516] Completed FITBO in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:28.297469] [INFO ] [sig       ] [1180/3516] Forecasting FIVN...
[2025-12-03T20:40:28.297501] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-03T20:40:28.297530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-03T20:40:28.309467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-03T20:40:28.309866] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-03T20:40:28.310653] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-03T20:40:28.310703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:28.310735] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:28.310762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:28.310818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:28.366385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:28.367033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:28.367109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:28.367140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:28.488284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:28.488439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:28.488477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:28.488504] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:28.491777] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-03T20:40:28.492064] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-03T20:40:28.492187] [INFO ] [sig       ] FIVN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:28.632080] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FIVN.txt
[2025-12-03T20:40:28.632204] [INFO ] [sig       ] [1180/3516] Completed FIVN in 0.3s | 2.96 sym/s | Total: 6.6m | ETA: 13.2m
[2025-12-03T20:40:28.632240] [INFO ] [sig       ] [1181/3516] Forecasting FIX...
[2025-12-03T20:40:28.632267] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-03T20:40:28.632295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-03T20:40:28.644323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-03T20:40:28.644659] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-03T20:40:28.645426] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-03T20:40:28.645475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:28.645505] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:28.645529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:28.645607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:28.701266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:28.702025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:28.702106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:28.702137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:28.818990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:28.819152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:28.819190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:28.819217] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:28.822593] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=28.67%)
[2025-12-03T20:40:28.822861] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-03T20:40:28.822981] [INFO ] [sig       ] FIX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:28.960049] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FIX.txt
[2025-12-03T20:40:28.960181] [INFO ] [sig       ] [1181/3516] Completed FIX in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.2m
[2025-12-03T20:40:28.960218] [INFO ] [sig       ] [1182/3516] Forecasting FIXD...
[2025-12-03T20:40:28.960251] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-03T20:40:28.960281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-03T20:40:28.971116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-03T20:40:28.971399] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-03T20:40:28.972145] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-03T20:40:28.972194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:28.972225] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:28.972250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:28.972308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:29.027823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:29.031344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:29.031436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:29.031473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:29.151339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:29.151491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:29.151528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:29.151555] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:29.154855] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=36.98%)
[2025-12-03T20:40:29.155145] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-03T20:40:29.155270] [INFO ] [sig       ] FIXD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:29.292155] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FIXD.txt
[2025-12-03T20:40:29.292317] [INFO ] [sig       ] [1182/3516] Completed FIXD in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:29.292356] [INFO ] [sig       ] [1183/3516] Forecasting FIZZ...
[2025-12-03T20:40:29.292384] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-03T20:40:29.292413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-03T20:40:29.303290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-03T20:40:29.303600] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-03T20:40:29.304351] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-03T20:40:29.304400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:29.304431] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:29.304457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:29.304512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:29.360191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:29.360814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:29.360888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:29.360919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:29.477548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:29.477707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:29.477743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:29.477771] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:29.481001] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2025-12-03T20:40:29.481263] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-03T20:40:29.481379] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:29.618538] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FIZZ.txt
[2025-12-03T20:40:29.618682] [INFO ] [sig       ] [1183/3516] Completed FIZZ in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:29.618721] [INFO ] [sig       ] [1184/3516] Forecasting FJP...
[2025-12-03T20:40:29.618748] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-03T20:40:29.618776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-03T20:40:29.629102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-03T20:40:29.629369] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-03T20:40:29.630141] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-03T20:40:29.630189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:29.630219] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:29.630245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:29.630299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:29.686184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:29.686797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:29.686868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:29.686899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:29.802347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:29.802495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:29.802531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:29.802558] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:29.805820] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-03T20:40:29.806083] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-03T20:40:29.806199] [INFO ] [sig       ] FJP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:29.942460] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FJP.txt
[2025-12-03T20:40:29.942600] [INFO ] [sig       ] [1184/3516] Completed FJP in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:29.942639] [INFO ] [sig       ] [1185/3516] Forecasting FLEX...
[2025-12-03T20:40:29.942667] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-03T20:40:29.942694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-03T20:40:29.953854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-03T20:40:29.954139] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-03T20:40:29.954901] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-03T20:40:29.954950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:29.954981] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:29.955007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:29.955061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:30.010449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:30.011141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:30.011214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:30.011245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:30.129155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:30.129302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:30.129338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:30.129382] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:30.132597] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-03T20:40:30.132861] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-03T20:40:30.132975] [INFO ] [sig       ] FLEX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:30.270467] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FLEX.txt
[2025-12-03T20:40:30.270615] [INFO ] [sig       ] [1185/3516] Completed FLEX in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:30.270656] [INFO ] [sig       ] [1186/3516] Forecasting FLGC...
[2025-12-03T20:40:30.270684] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-03T20:40:30.270712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-03T20:40:30.280805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-03T20:40:30.281052] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-03T20:40:30.281800] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-03T20:40:30.281848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:30.281905] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:30.281932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:30.281987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:30.338951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:30.339722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:30.339804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:30.339836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:30.456850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:30.456999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:30.457038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:30.457067] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:30.460340] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-03T20:40:30.460629] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-03T20:40:30.460759] [INFO ] [sig       ] FLGC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:30.598089] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FLGC.txt
[2025-12-03T20:40:30.598247] [INFO ] [sig       ] [1186/3516] Completed FLGC in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:30.598292] [INFO ] [sig       ] [1187/3516] Forecasting FLL...
[2025-12-03T20:40:30.598321] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-03T20:40:30.598349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-03T20:40:30.609284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-03T20:40:30.609597] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-03T20:40:30.610354] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-03T20:40:30.610404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:30.610436] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:30.610462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:30.610517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:30.665453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:30.666116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:30.666189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:30.666235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:30.782327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:30.782473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:30.782511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:30.782538] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:30.785748] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-03T20:40:30.786006] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-03T20:40:30.786125] [INFO ] [sig       ] FLL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:30.923990] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FLL.txt
[2025-12-03T20:40:30.924122] [INFO ] [sig       ] [1187/3516] Completed FLL in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:30.924160] [INFO ] [sig       ] [1188/3516] Forecasting FLNC...
[2025-12-03T20:40:30.924187] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-03T20:40:30.924215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-03T20:40:30.935555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-03T20:40:30.935867] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-03T20:40:30.936628] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-03T20:40:30.936677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:30.936707] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:30.936733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:30.936787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:30.995086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:30.995765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:30.995843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:30.995876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:31.116086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:31.116231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:31.116268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:31.116296] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:31.119644] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=56.08%)
[2025-12-03T20:40:31.119917] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-03T20:40:31.120045] [INFO ] [sig       ] FLNC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:31.278379] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FLNC.txt
[2025-12-03T20:40:31.278523] [INFO ] [sig       ] [1188/3516] Completed FLNC in 0.4s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:31.278563] [INFO ] [sig       ] [1189/3516] Forecasting FLNG...
[2025-12-03T20:40:31.278612] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-03T20:40:31.278644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-03T20:40:31.290039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-03T20:40:31.290348] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-03T20:40:31.291122] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-03T20:40:31.291173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:31.291204] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:31.291230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:31.291300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:31.346751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:31.347520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:31.347624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:31.347658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:31.462265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:31.462413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:31.462450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:31.462511] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:31.465805] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-03T20:40:31.466067] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-03T20:40:31.466184] [INFO ] [sig       ] FLNG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:31.605209] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FLNG.txt
[2025-12-03T20:40:31.605358] [INFO ] [sig       ] [1189/3516] Completed FLNG in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:31.605398] [INFO ] [sig       ] [1190/3516] Forecasting FLS...
[2025-12-03T20:40:31.605425] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-03T20:40:31.605453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-03T20:40:31.617263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-03T20:40:31.617735] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-03T20:40:31.618658] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-03T20:40:31.618725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:31.618759] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:31.618785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:31.618842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:31.675705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:31.676620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:31.676713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:31.676745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:31.806693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:31.806855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:31.806894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:31.806922] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:31.810815] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-03T20:40:31.811228] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-03T20:40:31.811383] [INFO ] [sig       ] FLS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:31.954274] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FLS.txt
[2025-12-03T20:40:31.954429] [INFO ] [sig       ] [1190/3516] Completed FLS in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:31.954468] [INFO ] [sig       ] [1191/3516] Forecasting FLUX...
[2025-12-03T20:40:31.954497] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-03T20:40:31.954525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-03T20:40:31.966075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-03T20:40:31.966482] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-03T20:40:31.967385] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-03T20:40:31.967465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:31.967498] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:31.967524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:31.967608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:32.024081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:32.024947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:32.025031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:32.025065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:32.143197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:32.143346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:32.143383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:32.143410] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:32.146717] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-12-03T20:40:32.147023] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-03T20:40:32.147154] [INFO ] [sig       ] FLUX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:32.287215] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FLUX.txt
[2025-12-03T20:40:32.287369] [INFO ] [sig       ] [1191/3516] Completed FLUX in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:32.287408] [INFO ] [sig       ] [1192/3516] Forecasting FLWS...
[2025-12-03T20:40:32.287437] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-03T20:40:32.287466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-03T20:40:32.299015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-03T20:40:32.299408] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-03T20:40:32.300263] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-03T20:40:32.300327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:32.300366] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:32.300393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:32.300450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:32.358650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:32.359508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:32.359626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:32.359663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:32.482030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:32.482184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:32.482222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:32.482251] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:32.485816] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2025-12-03T20:40:32.486161] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-03T20:40:32.486306] [INFO ] [sig       ] FLWS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:32.630145] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FLWS.txt
[2025-12-03T20:40:32.630298] [INFO ] [sig       ] [1192/3516] Completed FLWS in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:32.630337] [INFO ] [sig       ] [1193/3516] Forecasting FLXS...
[2025-12-03T20:40:32.630365] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-03T20:40:32.630393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-03T20:40:32.641073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-03T20:40:32.641447] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-03T20:40:32.642222] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-03T20:40:32.642271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:32.642302] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:32.642329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:32.642383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:32.698071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:32.698906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:32.698988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:32.699021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:32.812228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:32.812381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:32.812418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:32.812446] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:32.815976] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=31.14%)
[2025-12-03T20:40:32.816344] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-03T20:40:32.816483] [INFO ] [sig       ] FLXS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:32.953861] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FLXS.txt
[2025-12-03T20:40:32.953983] [INFO ] [sig       ] [1193/3516] Completed FLXS in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:32.954019] [INFO ] [sig       ] [1194/3516] Forecasting FLYE...
[2025-12-03T20:40:32.954048] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-03T20:40:32.954076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-03T20:40:32.964608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-03T20:40:32.964897] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-03T20:40:32.965710] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-03T20:40:32.965762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:32.965795] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:32.965822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:32.965878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:33.021142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:33.021735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:33.021808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:33.021840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:33.142438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:33.142599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:33.142642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:33.142670] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:33.145979] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-03T20:40:33.146246] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-03T20:40:33.146368] [INFO ] [sig       ] FLYE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:33.282680] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FLYE.txt
[2025-12-03T20:40:33.282803] [INFO ] [sig       ] [1194/3516] Completed FLYE in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:33.282841] [INFO ] [sig       ] [1195/3516] Forecasting FMAO...
[2025-12-03T20:40:33.282869] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-03T20:40:33.282897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-03T20:40:33.292999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-03T20:40:33.293290] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-03T20:40:33.294106] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-03T20:40:33.294157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:33.294190] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:33.294216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:33.294273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:33.353058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:33.354013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:33.354112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:33.354167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:33.467622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:33.467740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:33.467778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:33.467807] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:33.471128] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=56.18%)
[2025-12-03T20:40:33.471395] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-03T20:40:33.471517] [INFO ] [sig       ] FMAO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:33.607035] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FMAO.txt
[2025-12-03T20:40:33.607144] [INFO ] [sig       ] [1195/3516] Completed FMAO in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:33.607180] [INFO ] [sig       ] [1196/3516] Forecasting FMBH...
[2025-12-03T20:40:33.607207] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-03T20:40:33.607235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-03T20:40:33.618299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-03T20:40:33.618612] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-03T20:40:33.619388] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-03T20:40:33.619439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:33.619472] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:33.619500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:33.619557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:33.676915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:33.677524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:33.677638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:33.677673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:33.796886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:33.797023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:33.797059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:33.797086] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:33.800371] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-12-03T20:40:33.800652] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-03T20:40:33.800771] [INFO ] [sig       ] FMBH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:33.937966] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FMBH.txt
[2025-12-03T20:40:33.938149] [INFO ] [sig       ] [1196/3516] Completed FMBH in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:33.938191] [INFO ] [sig       ] [1197/3516] Forecasting FMC...
[2025-12-03T20:40:33.938221] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-03T20:40:33.938258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-03T20:40:33.949486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-03T20:40:33.949867] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-03T20:40:33.950648] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-03T20:40:33.950699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:33.950730] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:33.950757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:33.950826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:34.007874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:34.008709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:34.008788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:34.008822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:34.132142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:34.132268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:34.132304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:34.132330] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:34.135501] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=44.21%)
[2025-12-03T20:40:34.135778] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-03T20:40:34.135895] [INFO ] [sig       ] FMC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:34.271269] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FMC.txt
[2025-12-03T20:40:34.271378] [INFO ] [sig       ] [1197/3516] Completed FMC in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:34.271416] [INFO ] [sig       ] [1198/3516] Forecasting FMHI...
[2025-12-03T20:40:34.271444] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-03T20:40:34.271472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-03T20:40:34.282255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-03T20:40:34.282539] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-03T20:40:34.283328] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-03T20:40:34.283377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:34.283407] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:34.283433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:34.283489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:34.338525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:34.339174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:34.339259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:34.339292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:34.456174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:34.456310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:34.456345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:34.456372] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:34.459791] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: DOWN (p=48.92%)
[2025-12-03T20:40:34.460058] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-03T20:40:34.460184] [INFO ] [sig       ] FMHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:34.598658] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FMHI.txt
[2025-12-03T20:40:34.598774] [INFO ] [sig       ] [1198/3516] Completed FMHI in 0.3s | 2.96 sym/s | Total: 6.7m | ETA: 13.1m
[2025-12-03T20:40:34.598810] [INFO ] [sig       ] [1199/3516] Forecasting FMN...
[2025-12-03T20:40:34.598839] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-03T20:40:34.598867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-03T20:40:34.609413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-03T20:40:34.609703] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-03T20:40:34.610444] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-03T20:40:34.610493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:34.610524] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:34.610549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:34.610620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:34.665200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:34.665810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:34.665881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:34.665911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:34.781799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:34.781921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:34.781959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:34.781988] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:34.785255] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=68.12%)
[2025-12-03T20:40:34.785543] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-03T20:40:34.785687] [INFO ] [sig       ] FMN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:34.924916] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FMN.txt
[2025-12-03T20:40:34.925067] [INFO ] [sig       ] [1199/3516] Completed FMN in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.1m
[2025-12-03T20:40:34.925114] [INFO ] [sig       ] [1200/3516] Forecasting FMNB...
[2025-12-03T20:40:34.925156] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-03T20:40:34.925187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-03T20:40:34.936626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-03T20:40:34.936934] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-03T20:40:34.937730] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-03T20:40:34.937780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:34.937812] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:34.937838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:34.937894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:34.995232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:34.995977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:34.996073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:34.996131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:35.110655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:35.110803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:35.110840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:35.110867] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:35.114088] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-03T20:40:35.114350] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-03T20:40:35.114467] [INFO ] [sig       ] FMNB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:35.256378] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FMNB.txt
[2025-12-03T20:40:35.256520] [INFO ] [sig       ] [1200/3516] Completed FMNB in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:35.256559] [INFO ] [sig       ] [1201/3516] Forecasting FMX...
[2025-12-03T20:40:35.256609] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-03T20:40:35.256639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-03T20:40:35.267733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-03T20:40:35.268067] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-03T20:40:35.268880] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-03T20:40:35.268931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:35.268963] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:35.268990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:35.269048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:35.326463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:35.327146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:35.327229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:35.327262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:35.449099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:35.449259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:35.449299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:35.449329] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:35.452736] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=84.12%)
[2025-12-03T20:40:35.453010] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-03T20:40:35.453137] [INFO ] [sig       ] FMX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:35.591997] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FMX.txt
[2025-12-03T20:40:35.592136] [INFO ] [sig       ] [1201/3516] Completed FMX in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:35.592176] [INFO ] [sig       ] [1202/3516] Forecasting FN...
[2025-12-03T20:40:35.592205] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-03T20:40:35.592234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-03T20:40:35.603250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-03T20:40:35.603549] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-03T20:40:35.604341] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-03T20:40:35.604402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:35.604436] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:35.604462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:35.604517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:35.661703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:35.662547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:35.662651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:35.662685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:35.784557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:35.784724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:35.784763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:35.784790] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:35.788160] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=67.61%)
[2025-12-03T20:40:35.788442] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-03T20:40:35.788588] [INFO ] [sig       ] FN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:35.930299] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FN.txt
[2025-12-03T20:40:35.930458] [INFO ] [sig       ] [1202/3516] Completed FN in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:35.930498] [INFO ] [sig       ] [1203/3516] Forecasting FNB...
[2025-12-03T20:40:35.930527] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-03T20:40:35.930555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-03T20:40:35.941959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-03T20:40:35.942238] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-03T20:40:35.943014] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-03T20:40:35.943062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:35.943119] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:35.943146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:35.943201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:35.998109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:35.998895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:35.998991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:35.999023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:36.115423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:36.115600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:36.115639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:36.115665] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:36.118960] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2025-12-03T20:40:36.119227] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-03T20:40:36.119349] [INFO ] [sig       ] FNB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:36.254259] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FNB.txt
[2025-12-03T20:40:36.254408] [INFO ] [sig       ] [1203/3516] Completed FNB in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:36.254447] [INFO ] [sig       ] [1204/3516] Forecasting FNKO...
[2025-12-03T20:40:36.254475] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-03T20:40:36.254503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-03T20:40:36.265634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-03T20:40:36.266033] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-03T20:40:36.266879] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-03T20:40:36.266930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:36.266960] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:36.266985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:36.267039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:36.321907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:36.322751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:36.322830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:36.322861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:36.436730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:36.436890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:36.436927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:36.436953] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:36.440188] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-03T20:40:36.440463] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-03T20:40:36.440601] [INFO ] [sig       ] FNKO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:36.577944] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FNKO.txt
[2025-12-03T20:40:36.578142] [INFO ] [sig       ] [1204/3516] Completed FNKO in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:36.578184] [INFO ] [sig       ] [1205/3516] Forecasting FNLC...
[2025-12-03T20:40:36.578211] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-03T20:40:36.578238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-03T20:40:36.589146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-03T20:40:36.589539] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-03T20:40:36.590316] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-03T20:40:36.590365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:36.590396] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:36.590421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:36.590476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:36.648262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:36.649198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:36.649298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:36.649331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:36.753612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:36.753767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:36.753804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:36.753830] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:36.757091] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-03T20:40:36.757357] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-03T20:40:36.757479] [INFO ] [sig       ] FNLC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:36.894784] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FNLC.txt
[2025-12-03T20:40:36.894947] [INFO ] [sig       ] [1205/3516] Completed FNLC in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:36.895015] [INFO ] [sig       ] [1206/3516] Forecasting FNX...
[2025-12-03T20:40:36.895045] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-03T20:40:36.895075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-03T20:40:36.906591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-03T20:40:36.906923] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-03T20:40:36.907681] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-03T20:40:36.907730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:36.907760] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:36.907785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:36.907839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:36.962003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:36.962593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:36.962668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:36.962698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:37.078537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:37.078706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:37.078744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:37.078803] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:37.082051] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-03T20:40:37.082314] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-03T20:40:37.082434] [INFO ] [sig       ] FNX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:37.217767] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FNX.txt
[2025-12-03T20:40:37.217883] [INFO ] [sig       ] [1206/3516] Completed FNX in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:37.217918] [INFO ] [sig       ] [1207/3516] Forecasting FNY...
[2025-12-03T20:40:37.217947] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-03T20:40:37.217976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-03T20:40:37.229118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-03T20:40:37.229376] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-03T20:40:37.230152] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-03T20:40:37.230201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:37.230234] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:37.230260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:37.230315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:37.285088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:37.285682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:37.285756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:37.285785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:37.397853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:37.398001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:37.398040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:37.398067] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:37.401199] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-03T20:40:37.401451] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-03T20:40:37.401606] [INFO ] [sig       ] FNY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:37.537357] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FNY.txt
[2025-12-03T20:40:37.537474] [INFO ] [sig       ] [1207/3516] Completed FNY in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:37.537510] [INFO ] [sig       ] [1208/3516] Forecasting FOA...
[2025-12-03T20:40:37.537538] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-03T20:40:37.537566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-03T20:40:37.549526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-03T20:40:37.549875] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-03T20:40:37.550663] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-03T20:40:37.550712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:37.550742] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:37.550766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:37.550822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:37.605501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:37.606451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:37.606536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:37.606566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:37.728755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:37.728925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:37.728964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:37.728991] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:37.732308] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=17.77%)
[2025-12-03T20:40:37.732591] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-03T20:40:37.732713] [INFO ] [sig       ] FOA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:37.869514] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FOA.txt
[2025-12-03T20:40:37.869687] [INFO ] [sig       ] [1208/3516] Completed FOA in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:37.869727] [INFO ] [sig       ] [1209/3516] Forecasting FOF...
[2025-12-03T20:40:37.869754] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-03T20:40:37.869783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-03T20:40:37.881356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-03T20:40:37.881664] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-03T20:40:37.882421] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-03T20:40:37.882471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:37.882502] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:37.882527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:37.882607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:37.937397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:37.938024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:37.938098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:37.938128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:38.051638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:38.051763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:38.051804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:38.051864] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:38.055131] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-03T20:40:38.055601] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-03T20:40:38.055719] [INFO ] [sig       ] FOF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:38.191407] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FOF.txt
[2025-12-03T20:40:38.191527] [INFO ] [sig       ] [1209/3516] Completed FOF in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:38.191563] [INFO ] [sig       ] [1210/3516] Forecasting FOLD...
[2025-12-03T20:40:38.191610] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-03T20:40:38.191639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-03T20:40:38.203123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-03T20:40:38.203419] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-03T20:40:38.204238] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-03T20:40:38.204289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:38.204320] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:38.204347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:38.204402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:38.258702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:38.259282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:38.259355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:38.259385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:38.372566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:38.372699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:38.372733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:38.372759] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:38.375947] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-03T20:40:38.376205] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-03T20:40:38.376323] [INFO ] [sig       ] FOLD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:38.510930] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FOLD.txt
[2025-12-03T20:40:38.511053] [INFO ] [sig       ] [1210/3516] Completed FOLD in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:38.511090] [INFO ] [sig       ] [1211/3516] Forecasting FORM...
[2025-12-03T20:40:38.511117] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-03T20:40:38.511145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-03T20:40:38.522523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-03T20:40:38.522826] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-03T20:40:38.523556] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-03T20:40:38.523625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:38.523657] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:38.523682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:38.523737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:38.578528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:38.579134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:38.579220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:38.579251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:38.703100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:38.703300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:38.703359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:38.703389] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:38.707032] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2025-12-03T20:40:38.707321] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-03T20:40:38.707452] [INFO ] [sig       ] FORM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:38.856050] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FORM.txt
[2025-12-03T20:40:38.856205] [INFO ] [sig       ] [1211/3516] Completed FORM in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:38.856245] [INFO ] [sig       ] [1212/3516] Forecasting FOSL...
[2025-12-03T20:40:38.856273] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-03T20:40:38.856301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-03T20:40:38.867701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-03T20:40:38.868096] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-03T20:40:38.868918] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-03T20:40:38.868967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:38.869000] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:38.869027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:38.869084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:38.925848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:38.926698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:38.926778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:38.926810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:39.044923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:39.045068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:39.045106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:39.045134] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:39.048404] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: UP (p=65.27%)
[2025-12-03T20:40:39.048685] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-03T20:40:39.048805] [INFO ] [sig       ] FOSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:39.186150] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FOSL.txt
[2025-12-03T20:40:39.186278] [INFO ] [sig       ] [1212/3516] Completed FOSL in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:39.186315] [INFO ] [sig       ] [1213/3516] Forecasting FOX...
[2025-12-03T20:40:39.186343] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-03T20:40:39.186371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-03T20:40:39.197415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-03T20:40:39.197730] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-03T20:40:39.198508] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-03T20:40:39.198557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:39.198620] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:39.198649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:39.198703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:39.254130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:39.254748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:39.254855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:39.254888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:39.381230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:39.381401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:39.381441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:39.381469] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:39.384843] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=60.09%)
[2025-12-03T20:40:39.385111] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-03T20:40:39.385232] [INFO ] [sig       ] FOX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:39.523133] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FOX.txt
[2025-12-03T20:40:39.523274] [INFO ] [sig       ] [1213/3516] Completed FOX in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:39.523312] [INFO ] [sig       ] [1214/3516] Forecasting FOXA...
[2025-12-03T20:40:39.523341] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-03T20:40:39.523370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-03T20:40:39.535539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-03T20:40:39.535939] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-03T20:40:39.536733] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-03T20:40:39.536782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:39.536813] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:39.536839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:39.536893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:39.594021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:39.594925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:39.595007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:39.595041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:39.711731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:39.711887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:39.711927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:39.711954] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:39.715243] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=87.41%)
[2025-12-03T20:40:39.715543] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-03T20:40:39.715692] [INFO ] [sig       ] FOXA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:39.860051] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FOXA.txt
[2025-12-03T20:40:39.860202] [INFO ] [sig       ] [1214/3516] Completed FOXA in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:39.860240] [INFO ] [sig       ] [1215/3516] Forecasting FOXF...
[2025-12-03T20:40:39.860268] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-03T20:40:39.860296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-03T20:40:39.871693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-03T20:40:39.872061] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-03T20:40:39.872820] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-03T20:40:39.872869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:39.872899] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:39.872924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:39.872978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:39.929219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:39.930041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:39.930118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:39.930148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:40.049948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:40.050102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:40.050141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:40.050169] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:40.053566] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=83.89%)
[2025-12-03T20:40:40.053866] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-03T20:40:40.053995] [INFO ] [sig       ] FOXF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:40.192300] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FOXF.txt
[2025-12-03T20:40:40.192438] [INFO ] [sig       ] [1215/3516] Completed FOXF in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.0m
[2025-12-03T20:40:40.192475] [INFO ] [sig       ] [1216/3516] Forecasting FPF...
[2025-12-03T20:40:40.192503] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-03T20:40:40.192532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-03T20:40:40.204355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-03T20:40:40.204693] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-03T20:40:40.205440] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-03T20:40:40.205489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:40.205520] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:40.205546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:40.205616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:40.259841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:40.260421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:40.260494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:40.260524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:40.378097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:40.378248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:40.378288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:40.378321] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:40.381624] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=41.82%)
[2025-12-03T20:40:40.381895] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-03T20:40:40.382013] [INFO ] [sig       ] FPF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:40.519931] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FPF.txt
[2025-12-03T20:40:40.520134] [INFO ] [sig       ] [1216/3516] Completed FPF in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 12.9m
[2025-12-03T20:40:40.520173] [INFO ] [sig       ] [1217/3516] Forecasting FPI...
[2025-12-03T20:40:40.520204] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-03T20:40:40.520247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-03T20:40:40.531930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-03T20:40:40.532231] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-03T20:40:40.533036] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-03T20:40:40.533089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:40.533121] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:40.533148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:40.533205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:40.589555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:40.590204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:40.590295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:40.590334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:40.708831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:40.708987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:40.709025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:40.709053] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:40.712363] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-12-03T20:40:40.712655] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-03T20:40:40.712779] [INFO ] [sig       ] FPI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:40.855305] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FPI.txt
[2025-12-03T20:40:40.855638] [INFO ] [sig       ] [1217/3516] Completed FPI in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:40.855683] [INFO ] [sig       ] [1218/3516] Forecasting FPXI...
[2025-12-03T20:40:40.855712] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-03T20:40:40.855742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-03T20:40:40.870073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-03T20:40:40.870440] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-03T20:40:40.871223] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-03T20:40:40.871280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:40.871311] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:40.871337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:40.871392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:40.928006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:40.928683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:40.928759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:40.928791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:41.034319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:41.034499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:41.034551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:41.034605] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:41.037942] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-03T20:40:41.038224] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-03T20:40:41.038350] [INFO ] [sig       ] FPXI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:41.177220] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FPXI.txt
[2025-12-03T20:40:41.177368] [INFO ] [sig       ] [1218/3516] Completed FPXI in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:41.177404] [INFO ] [sig       ] [1219/3516] Forecasting FRA...
[2025-12-03T20:40:41.177433] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-03T20:40:41.177461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-03T20:40:41.190834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-03T20:40:41.191176] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-03T20:40:41.191957] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-03T20:40:41.192008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:41.192039] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:41.192064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:41.192119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:41.248894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:41.249719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:41.249799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:41.249830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:41.370031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:41.370185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:41.370221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:41.370249] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:41.373491] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-12-03T20:40:41.373768] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-03T20:40:41.373886] [INFO ] [sig       ] FRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:41.510346] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FRA.txt
[2025-12-03T20:40:41.510514] [INFO ] [sig       ] [1219/3516] Completed FRA in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:41.510563] [INFO ] [sig       ] [1220/3516] Forecasting FRHC...
[2025-12-03T20:40:41.510620] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-03T20:40:41.510654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-03T20:40:41.524774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-03T20:40:41.525196] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-03T20:40:41.526174] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-03T20:40:41.526236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:41.526313] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:41.526353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:41.526435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:41.591700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:41.592518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:41.592613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:41.592647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:41.709195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:41.709357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:41.709397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:41.709443] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:41.712729] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=86.59%)
[2025-12-03T20:40:41.712987] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-03T20:40:41.713106] [INFO ] [sig       ] FRHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:41.855292] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FRHC.txt
[2025-12-03T20:40:41.855461] [INFO ] [sig       ] [1220/3516] Completed FRHC in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:41.855501] [INFO ] [sig       ] [1221/3516] Forecasting FRME...
[2025-12-03T20:40:41.855530] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-03T20:40:41.855558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-03T20:40:41.867778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-03T20:40:41.868198] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-03T20:40:41.869014] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-03T20:40:41.869065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:41.869098] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:41.869124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:41.869179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:41.929279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:41.930135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:41.930240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:41.930275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:42.049616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:42.049766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:42.049807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:42.049835] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:42.053098] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-12-03T20:40:42.053357] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-03T20:40:42.053472] [INFO ] [sig       ] FRME: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:42.192034] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FRME.txt
[2025-12-03T20:40:42.192176] [INFO ] [sig       ] [1221/3516] Completed FRME in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:42.192215] [INFO ] [sig       ] [1222/3516] Forecasting FRO...
[2025-12-03T20:40:42.192244] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-03T20:40:42.192272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-03T20:40:42.203957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-03T20:40:42.204258] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-03T20:40:42.205028] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-03T20:40:42.205078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:42.205112] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:42.205139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:42.205196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:42.261282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:42.262083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:42.262162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:42.262194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:42.382416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:42.382586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:42.382625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:42.382653] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:42.385920] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-03T20:40:42.386180] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-03T20:40:42.386299] [INFO ] [sig       ] FRO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:42.523823] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FRO.txt
[2025-12-03T20:40:42.523974] [INFO ] [sig       ] [1222/3516] Completed FRO in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:42.524020] [INFO ] [sig       ] [1223/3516] Forecasting FROG...
[2025-12-03T20:40:42.524048] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-03T20:40:42.524077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-03T20:40:42.535924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-03T20:40:42.536254] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-03T20:40:42.537014] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-03T20:40:42.537063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:42.537093] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:42.537118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:42.537171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:42.591296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:42.591927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:42.592003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:42.592033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:42.713312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:42.713461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:42.713498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:42.713561] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:42.716895] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-03T20:40:42.717159] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-03T20:40:42.717283] [INFO ] [sig       ] FROG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:42.854976] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FROG.txt
[2025-12-03T20:40:42.855106] [INFO ] [sig       ] [1223/3516] Completed FROG in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:42.855144] [INFO ] [sig       ] [1224/3516] Forecasting FRPH...
[2025-12-03T20:40:42.855172] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-03T20:40:42.855200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-03T20:40:42.865899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-03T20:40:42.866159] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-03T20:40:42.866904] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-03T20:40:42.866955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:42.866984] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:42.867009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:42.867074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:42.922097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:42.922767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:42.922844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:42.922875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:43.046882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:43.047050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:43.047106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:43.047150] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:43.051844] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2025-12-03T20:40:43.052199] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-03T20:40:43.052368] [INFO ] [sig       ] FRPH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:43.197554] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FRPH.txt
[2025-12-03T20:40:43.197707] [INFO ] [sig       ] [1224/3516] Completed FRPH in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:43.197745] [INFO ] [sig       ] [1225/3516] Forecasting FRSH...
[2025-12-03T20:40:43.197772] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-03T20:40:43.197801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-03T20:40:43.209329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-03T20:40:43.209654] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-03T20:40:43.210394] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-03T20:40:43.210443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:43.210473] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:43.210499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:43.210554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:43.265665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:43.266410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:43.266488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:43.266519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:43.386618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:43.386773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:43.386812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:43.386840] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:43.390133] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=98.06%)
[2025-12-03T20:40:43.390394] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-03T20:40:43.390512] [INFO ] [sig       ] FRSH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:43.527399] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FRSH.txt
[2025-12-03T20:40:43.527530] [INFO ] [sig       ] [1225/3516] Completed FRSH in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:43.527566] [INFO ] [sig       ] [1226/3516] Forecasting FRSX...
[2025-12-03T20:40:43.527614] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-03T20:40:43.527643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-03T20:40:43.539535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-03T20:40:43.539890] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-03T20:40:43.540672] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-03T20:40:43.540733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:43.540764] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:43.540789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:43.540843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:43.596201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:43.596889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:43.596964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:43.596995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:43.712610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:43.712778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:43.712816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:43.712843] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:43.716246] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-12-03T20:40:43.716560] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-03T20:40:43.716706] [INFO ] [sig       ] FRSX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:43.853367] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FRSX.txt
[2025-12-03T20:40:43.853505] [INFO ] [sig       ] [1226/3516] Completed FRSX in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:43.853543] [INFO ] [sig       ] [1227/3516] Forecasting FSBC...
[2025-12-03T20:40:43.853589] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-03T20:40:43.853620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-03T20:40:43.865043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-03T20:40:43.865354] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-03T20:40:43.866123] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-03T20:40:43.866172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:43.866202] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:43.866228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:43.866281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:43.920918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:43.921483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:43.921556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:43.921605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:44.040066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:44.040175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:44.040210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:44.040236] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:44.043322] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-03T20:40:44.043593] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-03T20:40:44.043711] [INFO ] [sig       ] FSBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:44.181034] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FSBC.txt
[2025-12-03T20:40:44.181162] [INFO ] [sig       ] [1227/3516] Completed FSBC in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:44.181201] [INFO ] [sig       ] [1228/3516] Forecasting FSK...
[2025-12-03T20:40:44.181228] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-03T20:40:44.181256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-03T20:40:44.193836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-03T20:40:44.194183] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-03T20:40:44.195062] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-03T20:40:44.195114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:44.195145] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:44.195172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:44.195227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:44.251679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:44.252358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:44.252450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:44.252484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:44.369960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:44.370119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:44.370158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:44.370187] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:44.373563] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2025-12-03T20:40:44.373852] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-03T20:40:44.373976] [INFO ] [sig       ] FSK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:44.512626] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FSK.txt
[2025-12-03T20:40:44.512776] [INFO ] [sig       ] [1228/3516] Completed FSK in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:44.512815] [INFO ] [sig       ] [1229/3516] Forecasting FSLY...
[2025-12-03T20:40:44.512845] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-03T20:40:44.512874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-03T20:40:44.524084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-03T20:40:44.524382] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-03T20:40:44.525187] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-03T20:40:44.525239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:44.525271] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:44.525298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:44.525355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:44.584359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:44.585216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:44.585311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:44.585360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:44.713651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:44.713801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:44.713838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:44.713867] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:44.717175] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-03T20:40:44.717445] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-03T20:40:44.717567] [INFO ] [sig       ] FSLY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:44.861233] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FSLY.txt
[2025-12-03T20:40:44.861397] [INFO ] [sig       ] [1229/3516] Completed FSLY in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:44.861456] [INFO ] [sig       ] [1230/3516] Forecasting FSM...
[2025-12-03T20:40:44.861502] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-03T20:40:44.861542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-03T20:40:44.873049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-03T20:40:44.873362] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-03T20:40:44.874144] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-03T20:40:44.874196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:44.874227] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:44.874254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:44.874308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:44.931310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:44.932157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:44.932288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:44.932329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:45.052561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:45.052728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:45.052765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:45.052793] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:45.056024] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=67.07%)
[2025-12-03T20:40:45.056287] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-03T20:40:45.056407] [INFO ] [sig       ] FSM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:45.193796] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FSM.txt
[2025-12-03T20:40:45.193942] [INFO ] [sig       ] [1230/3516] Completed FSM in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:45.193980] [INFO ] [sig       ] [1231/3516] Forecasting FSS...
[2025-12-03T20:40:45.194010] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-03T20:40:45.194038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-03T20:40:45.205050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-03T20:40:45.205339] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-03T20:40:45.206096] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-03T20:40:45.206145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:45.206176] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:45.206202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:45.206257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:45.260593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:45.261291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:45.261367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:45.261398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:45.381987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:45.382142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:45.382179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:45.382206] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:45.385441] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-12-03T20:40:45.385746] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-03T20:40:45.385865] [INFO ] [sig       ] FSS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:45.519891] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FSS.txt
[2025-12-03T20:40:45.520020] [INFO ] [sig       ] [1231/3516] Completed FSS in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:45.520056] [INFO ] [sig       ] [1232/3516] Forecasting FTA...
[2025-12-03T20:40:45.520084] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-03T20:40:45.520112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-03T20:40:45.530501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-03T20:40:45.530832] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-03T20:40:45.531566] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-03T20:40:45.531641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:45.531671] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:45.531696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:45.531749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:45.585873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:45.586521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:45.586616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:45.586648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:45.702340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:45.702487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:45.702531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:45.702559] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:45.706022] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=9.15%)
[2025-12-03T20:40:45.706314] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-03T20:40:45.706440] [INFO ] [sig       ] FTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:45.851303] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTA.txt
[2025-12-03T20:40:45.851457] [INFO ] [sig       ] [1232/3516] Completed FTA in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:45.851495] [INFO ] [sig       ] [1233/3516] Forecasting FTAI...
[2025-12-03T20:40:45.851523] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-03T20:40:45.851551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-03T20:40:45.864147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-03T20:40:45.864479] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-03T20:40:45.865250] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-03T20:40:45.865299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:45.865329] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:45.865354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:45.865411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:45.919723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:45.920371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:45.920448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:45.920478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:46.039199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:46.039361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:46.039417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:46.039445] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:46.042779] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: UP (p=87.00%)
[2025-12-03T20:40:46.043049] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-03T20:40:46.043170] [INFO ] [sig       ] FTAI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:46.177909] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTAI.txt
[2025-12-03T20:40:46.178088] [INFO ] [sig       ] [1233/3516] Completed FTAI in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.9m
[2025-12-03T20:40:46.178127] [INFO ] [sig       ] [1234/3516] Forecasting FTC...
[2025-12-03T20:40:46.178154] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-03T20:40:46.178183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-03T20:40:46.189209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-03T20:40:46.189524] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-03T20:40:46.190272] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-03T20:40:46.190321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:46.190352] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:46.190378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:46.190432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:46.246350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:46.247046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:46.247120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:46.247151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:46.365529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:46.365693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:46.365731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:46.365757] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:46.369001] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-03T20:40:46.369267] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-03T20:40:46.369384] [INFO ] [sig       ] FTC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:46.503217] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTC.txt
[2025-12-03T20:40:46.503330] [INFO ] [sig       ] [1234/3516] Completed FTC in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 12.8m
[2025-12-03T20:40:46.503367] [INFO ] [sig       ] [1235/3516] Forecasting FTCI...
[2025-12-03T20:40:46.503395] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-03T20:40:46.503422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-03T20:40:46.515163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-03T20:40:46.515548] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-03T20:40:46.516336] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-03T20:40:46.516385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:46.516416] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:46.516442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:46.516496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:46.573643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:46.574562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:46.574667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:46.574700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:46.695399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:46.695566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:46.695625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:46.695652] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:46.698976] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=18.47%)
[2025-12-03T20:40:46.699288] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-03T20:40:46.699422] [INFO ] [sig       ] FTCI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:46.836989] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTCI.txt
[2025-12-03T20:40:46.837143] [INFO ] [sig       ] [1235/3516] Completed FTCI in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:46.837187] [INFO ] [sig       ] [1236/3516] Forecasting FTCS...
[2025-12-03T20:40:46.837234] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-03T20:40:46.837279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-03T20:40:46.851927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-03T20:40:46.852390] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-03T20:40:46.853207] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-03T20:40:46.853256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:46.853288] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:46.853313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:46.853367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:46.908255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:46.909120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:46.909199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:46.909231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:47.024218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:47.024374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:47.024412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:47.024439] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:47.027745] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-03T20:40:47.028025] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-03T20:40:47.028142] [INFO ] [sig       ] FTCS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:47.163293] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTCS.txt
[2025-12-03T20:40:47.163411] [INFO ] [sig       ] [1236/3516] Completed FTCS in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:47.163457] [INFO ] [sig       ] [1237/3516] Forecasting FTEK...
[2025-12-03T20:40:47.163485] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-03T20:40:47.163514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-03T20:40:47.177483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-03T20:40:47.178153] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-03T20:40:47.179374] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-03T20:40:47.179438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:47.179557] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:47.179618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:47.179708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:47.239440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:47.240649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:47.240745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:47.240779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:47.358724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:47.358960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:47.359003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:47.359033] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:47.362825] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-03T20:40:47.363126] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-03T20:40:47.363264] [INFO ] [sig       ] FTEK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:47.507463] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTEK.txt
[2025-12-03T20:40:47.507676] [INFO ] [sig       ] [1237/3516] Completed FTEK in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:47.507719] [INFO ] [sig       ] [1238/3516] Forecasting FTGC...
[2025-12-03T20:40:47.507749] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-03T20:40:47.507780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-03T20:40:47.521719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-03T20:40:47.522151] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-03T20:40:47.522967] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-03T20:40:47.523018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:47.523049] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:47.523074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:47.523130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:47.584319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:47.585047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:47.585129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:47.585161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:47.706901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:47.707060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:47.707098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:47.707125] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:47.710603] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-03T20:40:47.710878] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-03T20:40:47.711014] [INFO ] [sig       ] FTGC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:47.852021] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTGC.txt
[2025-12-03T20:40:47.852198] [INFO ] [sig       ] [1238/3516] Completed FTGC in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:47.852247] [INFO ] [sig       ] [1239/3516] Forecasting FTGS...
[2025-12-03T20:40:47.852276] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-03T20:40:47.852311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-03T20:40:47.864758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-03T20:40:47.865164] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-03T20:40:47.866154] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-03T20:40:47.866204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:47.866236] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:47.866262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:47.866316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:47.922637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:47.923528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:47.923632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:47.923667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:48.042721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:48.042883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:48.042919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:48.042947] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:48.046211] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-03T20:40:48.046468] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-03T20:40:48.046604] [INFO ] [sig       ] FTGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:48.185312] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTGS.txt
[2025-12-03T20:40:48.185420] [INFO ] [sig       ] [1239/3516] Completed FTGS in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:48.185456] [INFO ] [sig       ] [1240/3516] Forecasting FTHI...
[2025-12-03T20:40:48.185484] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-03T20:40:48.185512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-03T20:40:48.196201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-03T20:40:48.196494] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-03T20:40:48.197257] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-03T20:40:48.197307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:48.197339] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:48.197365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:48.197421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:48.253992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:48.254614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:48.254692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:48.254724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:48.377495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:48.377670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:48.377708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:48.377769] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:48.381149] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-03T20:40:48.381447] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-03T20:40:48.381593] [INFO ] [sig       ] FTHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:48.520717] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTHI.txt
[2025-12-03T20:40:48.520855] [INFO ] [sig       ] [1240/3516] Completed FTHI in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:48.520900] [INFO ] [sig       ] [1241/3516] Forecasting FTHM...
[2025-12-03T20:40:48.520929] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-03T20:40:48.520957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-03T20:40:48.532074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-03T20:40:48.532358] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-03T20:40:48.533118] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-03T20:40:48.533167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:48.533197] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:48.533223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:48.533277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:48.587511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:48.588109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:48.588182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:48.588212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:48.704442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:48.704566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:48.704619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:48.704646] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:48.707788] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=54.57%)
[2025-12-03T20:40:48.708058] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-03T20:40:48.708174] [INFO ] [sig       ] FTHM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:48.842792] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTHM.txt
[2025-12-03T20:40:48.842898] [INFO ] [sig       ] [1241/3516] Completed FTHM in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:48.842935] [INFO ] [sig       ] [1242/3516] Forecasting FTHY...
[2025-12-03T20:40:48.842962] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-03T20:40:48.842991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-03T20:40:48.854407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-03T20:40:48.854712] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-03T20:40:48.855440] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-03T20:40:48.855488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:48.855518] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:48.855543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:48.855617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:48.910032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:48.910622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:48.910693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:48.910724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:49.023143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:49.023266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:49.023308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:49.023336] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:49.026498] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-03T20:40:49.026776] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-03T20:40:49.026909] [INFO ] [sig       ] FTHY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:49.168223] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTHY.txt
[2025-12-03T20:40:49.168334] [INFO ] [sig       ] [1242/3516] Completed FTHY in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:49.168370] [INFO ] [sig       ] [1243/3516] Forecasting FTK...
[2025-12-03T20:40:49.168398] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-03T20:40:49.168428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-03T20:40:49.180931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-03T20:40:49.181297] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-03T20:40:49.182195] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-03T20:40:49.182248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:49.182279] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:49.182305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:49.182360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:49.243449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:49.244493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:49.244614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:49.244657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:49.369861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:49.370034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:49.370076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:49.370102] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:49.373604] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: UP (p=90.98%)
[2025-12-03T20:40:49.373902] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-03T20:40:49.374041] [INFO ] [sig       ] FTK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:49.516597] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTK.txt
[2025-12-03T20:40:49.516777] [INFO ] [sig       ] [1243/3516] Completed FTK in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:49.516828] [INFO ] [sig       ] [1244/3516] Forecasting FTLF...
[2025-12-03T20:40:49.516869] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-03T20:40:49.516905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-03T20:40:49.528655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-03T20:40:49.528962] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-03T20:40:49.529776] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-03T20:40:49.529836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:49.529870] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:49.529896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:49.529958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:49.588553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:49.589351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:49.589433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:49.589466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:49.700372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:49.700530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:49.700606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:49.700637] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:49.704074] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=25.80%)
[2025-12-03T20:40:49.704346] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-03T20:40:49.704496] [INFO ] [sig       ] FTLF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:49.847182] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTLF.txt
[2025-12-03T20:40:49.847342] [INFO ] [sig       ] [1244/3516] Completed FTLF in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:49.847382] [INFO ] [sig       ] [1245/3516] Forecasting FTQI...
[2025-12-03T20:40:49.847413] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-03T20:40:49.847441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-03T20:40:49.859673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-03T20:40:49.860031] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-03T20:40:49.860809] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-03T20:40:49.860859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:49.860891] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:49.860917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:49.860972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:49.922249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:49.923096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:49.923190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:49.923240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:50.046514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:50.046692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:50.046732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:50.046759] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:50.050239] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-12-03T20:40:50.050524] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-03T20:40:50.050668] [INFO ] [sig       ] FTQI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:50.193418] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTQI.txt
[2025-12-03T20:40:50.193606] [INFO ] [sig       ] [1245/3516] Completed FTQI in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:50.193661] [INFO ] [sig       ] [1246/3516] Forecasting FTRE...
[2025-12-03T20:40:50.193691] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-03T20:40:50.193720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-03T20:40:50.206559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-03T20:40:50.206917] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-03T20:40:50.207700] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-03T20:40:50.207749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:50.207780] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:50.207806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:50.207860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:50.266184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:50.266978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:50.267077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:50.267109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:50.394986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:50.395146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:50.395185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:50.395214] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:50.398871] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=0.31%)
[2025-12-03T20:40:50.399140] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-03T20:40:50.399263] [INFO ] [sig       ] FTRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:50.541916] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTRE.txt
[2025-12-03T20:40:50.542060] [INFO ] [sig       ] [1246/3516] Completed FTRE in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:50.542099] [INFO ] [sig       ] [1247/3516] Forecasting FTRI...
[2025-12-03T20:40:50.542133] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-03T20:40:50.542174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-03T20:40:50.553826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-03T20:40:50.554141] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-03T20:40:50.554925] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-03T20:40:50.554974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:50.555007] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:50.555034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:50.555090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:50.609638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:50.610318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:50.610424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:50.610457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:50.731502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:50.731694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:50.731733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:50.731759] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:50.735116] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=42.44%)
[2025-12-03T20:40:50.735378] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-03T20:40:50.735507] [INFO ] [sig       ] FTRI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:50.869962] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTRI.txt
[2025-12-03T20:40:50.870103] [INFO ] [sig       ] [1247/3516] Completed FTRI in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:50.870141] [INFO ] [sig       ] [1248/3516] Forecasting FTS...
[2025-12-03T20:40:50.870169] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-03T20:40:50.870197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-03T20:40:50.881503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-03T20:40:50.881857] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-03T20:40:50.882641] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-03T20:40:50.882691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:50.882743] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:50.882770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:50.882824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:50.937517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:50.938238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:50.938317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:50.938349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:51.062177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:51.062330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:51.062366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:51.062393] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:51.065657] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=11.38%)
[2025-12-03T20:40:51.065923] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-03T20:40:51.066044] [INFO ] [sig       ] FTS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:51.200650] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTS.txt
[2025-12-03T20:40:51.200793] [INFO ] [sig       ] [1248/3516] Completed FTS in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:51.200831] [INFO ] [sig       ] [1249/3516] Forecasting FTSL...
[2025-12-03T20:40:51.200860] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-03T20:40:51.200889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-03T20:40:51.212488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-03T20:40:51.212817] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-03T20:40:51.213548] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-03T20:40:51.213615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:51.213646] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:51.213672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:51.213726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:51.269014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:51.269600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:51.269674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:51.269705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:51.384420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:51.384567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:51.384621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:51.384647] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:51.387835] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-03T20:40:51.388114] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-03T20:40:51.388234] [INFO ] [sig       ] FTSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:51.522831] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTSL.txt
[2025-12-03T20:40:51.522953] [INFO ] [sig       ] [1249/3516] Completed FTSL in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:51.522989] [INFO ] [sig       ] [1250/3516] Forecasting FTSM...
[2025-12-03T20:40:51.523017] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-03T20:40:51.523045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-03T20:40:51.534547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-03T20:40:51.534964] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-03T20:40:51.535770] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-03T20:40:51.535820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:51.535851] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:51.535876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:51.535931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:51.590038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:51.590750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:51.590828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:51.590859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:51.695810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:51.695981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:51.696020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:51.696047] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:51.699463] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=64.22%)
[2025-12-03T20:40:51.699748] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-03T20:40:51.699875] [INFO ] [sig       ] FTSM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:51.837127] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTSM.txt
[2025-12-03T20:40:51.837328] [INFO ] [sig       ] [1250/3516] Completed FTSM in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.8m
[2025-12-03T20:40:51.837371] [INFO ] [sig       ] [1251/3516] Forecasting FTXG...
[2025-12-03T20:40:51.837401] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-12-03T20:40:51.837431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-12-03T20:40:51.848458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-12-03T20:40:51.848829] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-12-03T20:40:51.849606] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-12-03T20:40:51.849656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:51.849689] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:51.849716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:51.849772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:51.907975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:51.908737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:51.908818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:51.908849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:52.020369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:52.020523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:52.020562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:52.020620] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:52.024169] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-03T20:40:52.024433] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-12-03T20:40:52.024558] [INFO ] [sig       ] FTXG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:52.163024] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FTXG.txt
[2025-12-03T20:40:52.163163] [INFO ] [sig       ] [1251/3516] Completed FTXG in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.7m
[2025-12-03T20:40:52.163202] [INFO ] [sig       ] [1252/3516] Forecasting FTXL...
[2025-12-03T20:40:52.163237] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-03T20:40:52.163267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-03T20:40:52.174697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-03T20:40:52.175032] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-03T20:40:52.175856] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-03T20:40:52.175907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:52.175939] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:52.175964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:52.176018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:52.233361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:52.234130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:52.234210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:52.234243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:52.358798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:52.358968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:52.359015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:52.359044] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:52.362737] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-03T20:40:52.363087] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-03T20:40:52.363239] [INFO ] [sig       ] FTXL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:52.505612] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTXL.txt
[2025-12-03T20:40:52.505746] [INFO ] [sig       ] [1252/3516] Completed FTXL in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 12.7m
[2025-12-03T20:40:52.505784] [INFO ] [sig       ] [1253/3516] Forecasting FTXN...
[2025-12-03T20:40:52.505812] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-03T20:40:52.505840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-03T20:40:52.516929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-03T20:40:52.517240] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-03T20:40:52.518090] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-03T20:40:52.518153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:52.518197] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:52.518227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:52.518282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:52.575586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:52.576213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:52.576287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:52.576326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:52.696052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:52.696230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:52.696282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:52.696318] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:52.699745] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2025-12-03T20:40:52.700014] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-03T20:40:52.700145] [INFO ] [sig       ] FTXN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:52.842950] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTXN.txt
[2025-12-03T20:40:52.843079] [INFO ] [sig       ] [1253/3516] Completed FTXN in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:52.843117] [INFO ] [sig       ] [1254/3516] Forecasting FTXO...
[2025-12-03T20:40:52.843147] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-03T20:40:52.843176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-03T20:40:52.854604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-03T20:40:52.854924] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-03T20:40:52.855746] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-03T20:40:52.855798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:52.855862] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:52.855900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:52.855979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:52.913783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:52.914477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:52.914560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:52.914613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:53.034478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:53.034642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:53.034681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:53.034709] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:53.041213] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=51.88%)
[2025-12-03T20:40:53.041603] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-03T20:40:53.041741] [INFO ] [sig       ] FTXO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:53.183416] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FTXO.txt
[2025-12-03T20:40:53.183550] [INFO ] [sig       ] [1254/3516] Completed FTXO in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:53.183607] [INFO ] [sig       ] [1255/3516] Forecasting FUL...
[2025-12-03T20:40:53.183640] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-03T20:40:53.183670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-03T20:40:53.194824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-03T20:40:53.195135] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-03T20:40:53.195930] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-03T20:40:53.195988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:53.196028] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:53.196062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:53.196127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:53.254092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:53.254743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:53.254822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:53.254854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:53.380428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:53.380593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:53.380635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:53.380683] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:53.384219] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=36.48%)
[2025-12-03T20:40:53.384489] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-03T20:40:53.384634] [INFO ] [sig       ] FUL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:53.526491] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FUL.txt
[2025-12-03T20:40:53.526635] [INFO ] [sig       ] [1255/3516] Completed FUL in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:53.526675] [INFO ] [sig       ] [1256/3516] Forecasting FULC...
[2025-12-03T20:40:53.526702] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-03T20:40:53.526729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-03T20:40:53.538295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-03T20:40:53.538629] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-03T20:40:53.539389] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-03T20:40:53.539441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:53.539474] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:53.539502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:53.539568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:53.597215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:53.597946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:53.598045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:53.598080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:53.726843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:53.726991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:53.727028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:53.727055] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:53.730539] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-12-03T20:40:53.730826] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-03T20:40:53.730947] [INFO ] [sig       ] FULC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:53.871023] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FULC.txt
[2025-12-03T20:40:53.871160] [INFO ] [sig       ] [1256/3516] Completed FULC in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:53.871197] [INFO ] [sig       ] [1257/3516] Forecasting FUN...
[2025-12-03T20:40:53.871226] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-03T20:40:53.871255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-03T20:40:53.882168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-03T20:40:53.882473] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-03T20:40:53.883230] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-03T20:40:53.883278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:53.883309] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:53.883333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:53.883387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:53.937753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:53.938391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:53.938468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:53.938514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:54.054300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:54.054449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:54.054489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:54.054548] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:54.057883] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-12-03T20:40:54.058167] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-03T20:40:54.058290] [INFO ] [sig       ] FUN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:54.194465] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FUN.txt
[2025-12-03T20:40:54.194608] [INFO ] [sig       ] [1257/3516] Completed FUN in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:54.194652] [INFO ] [sig       ] [1258/3516] Forecasting FUNC...
[2025-12-03T20:40:54.194679] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-03T20:40:54.194707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-03T20:40:54.205060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-03T20:40:54.205341] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-03T20:40:54.206108] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-03T20:40:54.206156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:54.206186] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:54.206211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:54.206264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:54.261121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:54.261843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:54.261919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:54.261950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:54.375487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:54.375650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:54.375688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:54.375714] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:54.378968] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-12-03T20:40:54.379229] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-03T20:40:54.379345] [INFO ] [sig       ] FUNC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:54.515044] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FUNC.txt
[2025-12-03T20:40:54.515191] [INFO ] [sig       ] [1258/3516] Completed FUNC in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:54.515228] [INFO ] [sig       ] [1259/3516] Forecasting FUND...
[2025-12-03T20:40:54.515258] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-03T20:40:54.515285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-03T20:40:54.526521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-03T20:40:54.526816] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-03T20:40:54.527623] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-03T20:40:54.527673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:54.527704] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:54.527742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:54.527800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:54.586095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:54.586825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:54.586901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:54.586934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:54.709569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:54.709748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:54.709974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:54.710002] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:54.713431] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-03T20:40:54.713725] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-03T20:40:54.713848] [INFO ] [sig       ] FUND: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:54.855280] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FUND.txt
[2025-12-03T20:40:54.855406] [INFO ] [sig       ] [1259/3516] Completed FUND in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:54.855442] [INFO ] [sig       ] [1260/3516] Forecasting FVCB...
[2025-12-03T20:40:54.855470] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-03T20:40:54.855498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-03T20:40:54.866212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-03T20:40:54.866486] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-03T20:40:54.867325] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-03T20:40:54.867376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:54.867407] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:54.867433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:54.867487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:54.924291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:54.924893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:54.924969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:54.925001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:55.034036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:55.034182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:55.034219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:55.034246] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:55.037475] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=6.78%)
[2025-12-03T20:40:55.037756] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-03T20:40:55.037873] [INFO ] [sig       ] FVCB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:55.175848] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FVCB.txt
[2025-12-03T20:40:55.175996] [INFO ] [sig       ] [1260/3516] Completed FVCB in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:55.176035] [INFO ] [sig       ] [1261/3516] Forecasting FWONA...
[2025-12-03T20:40:55.176064] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-03T20:40:55.176093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-03T20:40:55.187039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-03T20:40:55.187399] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-03T20:40:55.188687] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-03T20:40:55.188827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:55.188860] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:55.188887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:55.188954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:55.245494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:55.246242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:55.246322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:55.246354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:55.366660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:55.366811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:55.366850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:55.366877] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:55.370229] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-03T20:40:55.370497] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-03T20:40:55.370646] [INFO ] [sig       ] FWONA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:55.513542] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FWONA.txt
[2025-12-03T20:40:55.513706] [INFO ] [sig       ] [1261/3516] Completed FWONA in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:55.513753] [INFO ] [sig       ] [1262/3516] Forecasting FWONK...
[2025-12-03T20:40:55.513782] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-03T20:40:55.513811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-03T20:40:55.529215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-03T20:40:55.529702] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-03T20:40:55.530751] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-03T20:40:55.530815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:55.530861] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:55.530898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:55.530978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:55.588752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:55.589617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:55.589699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:55.589730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:55.705284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:55.705437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:55.705475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:55.705502] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:55.708990] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-03T20:40:55.709276] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-03T20:40:55.709402] [INFO ] [sig       ] FWONK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:55.849289] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FWONK.txt
[2025-12-03T20:40:55.849414] [INFO ] [sig       ] [1262/3516] Completed FWONK in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:55.849450] [INFO ] [sig       ] [1263/3516] Forecasting FWRD...
[2025-12-03T20:40:55.849478] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-03T20:40:55.849512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-03T20:40:55.860483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-03T20:40:55.860776] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-03T20:40:55.861507] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-03T20:40:55.861556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:55.861606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:55.861634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:55.861688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:55.918228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:55.918858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:55.918933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:55.918965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:56.039926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:56.040078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:56.040118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:56.040146] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:56.043534] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=94.38%)
[2025-12-03T20:40:56.043825] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-03T20:40:56.043950] [INFO ] [sig       ] FWRD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:56.183782] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FWRD.txt
[2025-12-03T20:40:56.183932] [INFO ] [sig       ] [1263/3516] Completed FWRD in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:56.183968] [INFO ] [sig       ] [1264/3516] Forecasting FWRG...
[2025-12-03T20:40:56.183997] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-03T20:40:56.184026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-03T20:40:56.195967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-03T20:40:56.196339] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-03T20:40:56.197150] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-03T20:40:56.197200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:56.197231] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:56.197258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:56.197313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:56.257732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:56.258721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:56.258846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:56.258880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:56.388952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:56.389132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:56.389181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:56.389217] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:56.394544] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-03T20:40:56.394966] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-03T20:40:56.395144] [INFO ] [sig       ] FWRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:56.542969] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FWRG.txt
[2025-12-03T20:40:56.543125] [INFO ] [sig       ] [1264/3516] Completed FWRG in 0.4s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:56.543163] [INFO ] [sig       ] [1265/3516] Forecasting FYC...
[2025-12-03T20:40:56.543191] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-03T20:40:56.543221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-03T20:40:56.554296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-03T20:40:56.554724] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-03T20:40:56.555636] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-03T20:40:56.555689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:56.555720] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:56.555745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:56.555800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:56.616740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:56.617693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:56.617789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:56.617822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:56.745601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:56.745789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:56.745836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:56.745869] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:56.749776] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=14.62%)
[2025-12-03T20:40:56.750192] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-03T20:40:56.750374] [INFO ] [sig       ] FYC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:56.937095] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/FYC.txt
[2025-12-03T20:40:56.937312] [INFO ] [sig       ] [1265/3516] Completed FYC in 0.4s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:56.937378] [INFO ] [sig       ] [1266/3516] Forecasting FYX...
[2025-12-03T20:40:56.937427] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-03T20:40:56.937474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-03T20:40:56.950423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-03T20:40:56.950847] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-03T20:40:56.951683] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-03T20:40:56.951735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:56.951767] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:56.951792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:56.951847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:57.007902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:57.008864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:57.008955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:57.008988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:57.137493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:57.137669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:57.137710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:57.137739] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:57.141534] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-03T20:40:57.141843] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-03T20:40:57.141983] [INFO ] [sig       ] FYX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:57.292273] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/FYX.txt
[2025-12-03T20:40:57.292440] [INFO ] [sig       ] [1266/3516] Completed FYX in 0.4s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:57.292487] [INFO ] [sig       ] [1267/3516] Forecasting G...
[2025-12-03T20:40:57.292518] [INFO ] [sig       ] Generating forecast for: G
[2025-12-03T20:40:57.292547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-03T20:40:57.305897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-03T20:40:57.306367] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-03T20:40:57.307304] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-03T20:40:57.307357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:57.307388] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:57.307414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:57.307470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:57.388210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:57.389414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:57.389524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:57.389598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:57.519957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:57.520108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:57.520147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:57.520177] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:57.523931] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-03T20:40:57.524283] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-03T20:40:57.524428] [INFO ] [sig       ] G: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:57.669486] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/G.txt
[2025-12-03T20:40:57.669694] [INFO ] [sig       ] [1267/3516] Completed G in 0.4s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:57.669757] [INFO ] [sig       ] [1268/3516] Forecasting GAB...
[2025-12-03T20:40:57.669798] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-03T20:40:57.669835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-03T20:40:57.683620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-03T20:40:57.684096] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-03T20:40:57.685247] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-03T20:40:57.685307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:57.685351] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:57.685384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:57.685452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:57.746364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:57.747280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:57.747363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:57.747396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:57.873637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:57.873811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:57.873850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:57.873879] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:57.877192] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=70.91%)
[2025-12-03T20:40:57.877459] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-03T20:40:57.877599] [INFO ] [sig       ] GAB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:58.018278] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GAB.txt
[2025-12-03T20:40:58.018431] [INFO ] [sig       ] [1268/3516] Completed GAB in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.7m
[2025-12-03T20:40:58.018468] [INFO ] [sig       ] [1269/3516] Forecasting GABC...
[2025-12-03T20:40:58.018497] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-03T20:40:58.018527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-03T20:40:58.030009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-03T20:40:58.030359] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-03T20:40:58.031128] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-03T20:40:58.031177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:58.031207] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:58.031237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:58.031292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:58.089011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:58.089902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:58.089991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:58.090023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:58.209880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:58.210030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:58.210069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:58.210096] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:58.213457] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-03T20:40:58.213757] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-03T20:40:58.213884] [INFO ] [sig       ] GABC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:58.357075] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GABC.txt
[2025-12-03T20:40:58.357238] [INFO ] [sig       ] [1269/3516] Completed GABC in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.6m
[2025-12-03T20:40:58.357276] [INFO ] [sig       ] [1270/3516] Forecasting GAIA...
[2025-12-03T20:40:58.357307] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-03T20:40:58.357336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-03T20:40:58.368422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-03T20:40:58.368844] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-03T20:40:58.369747] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-03T20:40:58.369801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:58.369832] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:58.369857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:58.369913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:58.428143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:58.429051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:58.429131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:58.429164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:58.548929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:58.549085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:58.549124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:58.549152] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:58.552434] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-12-03T20:40:58.552713] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-03T20:40:58.552833] [INFO ] [sig       ] GAIA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:58.690174] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GAIA.txt
[2025-12-03T20:40:58.690326] [INFO ] [sig       ] [1270/3516] Completed GAIA in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 12.6m
[2025-12-03T20:40:58.690365] [INFO ] [sig       ] [1271/3516] Forecasting GAIN...
[2025-12-03T20:40:58.690393] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-03T20:40:58.690421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-03T20:40:58.702374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-03T20:40:58.702668] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-03T20:40:58.703397] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-03T20:40:58.703446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:58.703501] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:58.703529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:58.703604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:58.760274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:58.761004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:58.761082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:58.761116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:58.878707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:58.878855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:58.878894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:58.878921] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:58.882225] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=81.26%)
[2025-12-03T20:40:58.882555] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-03T20:40:58.882706] [INFO ] [sig       ] GAIN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:40:59.026744] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GAIN.txt
[2025-12-03T20:40:59.026896] [INFO ] [sig       ] [1271/3516] Completed GAIN in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:40:59.026935] [INFO ] [sig       ] [1272/3516] Forecasting GAM...
[2025-12-03T20:40:59.026963] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-03T20:40:59.026990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-03T20:40:59.037946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-03T20:40:59.038362] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-03T20:40:59.039142] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-03T20:40:59.039206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:59.039236] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:59.039261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:59.039315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:59.095647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:59.096490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:59.096589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:59.096625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:59.209843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:59.210004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:59.210046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:59.210074] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:59.213305] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-03T20:40:59.213566] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-03T20:40:59.213708] [INFO ] [sig       ] GAM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:59.350909] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GAM.txt
[2025-12-03T20:40:59.351040] [INFO ] [sig       ] [1272/3516] Completed GAM in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:40:59.351076] [INFO ] [sig       ] [1273/3516] Forecasting GAMB...
[2025-12-03T20:40:59.351104] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-03T20:40:59.351133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-03T20:40:59.362430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-03T20:40:59.362744] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-03T20:40:59.363503] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-03T20:40:59.363553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:59.363613] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:59.363645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:59.363704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:59.420293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:59.420945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:59.421022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:59.421053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:59.541130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:59.541277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:59.541314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:59.541340] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:59.545366] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=33.71%)
[2025-12-03T20:40:59.545648] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-03T20:40:59.545773] [INFO ] [sig       ] GAMB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:40:59.684194] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GAMB.txt
[2025-12-03T20:40:59.684328] [INFO ] [sig       ] [1273/3516] Completed GAMB in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:40:59.684364] [INFO ] [sig       ] [1274/3516] Forecasting GANX...
[2025-12-03T20:40:59.684392] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-03T20:40:59.684423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-03T20:40:59.695659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-03T20:40:59.696011] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-03T20:40:59.696833] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-03T20:40:59.696884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:40:59.696916] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:40:59.696942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:40:59.696998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:40:59.754259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:40:59.754879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:40:59.754954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:40:59.754987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:40:59.874494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:40:59.874652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:40:59.874690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:40:59.874757] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:40:59.879073] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-12-03T20:40:59.879339] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-03T20:40:59.879462] [INFO ] [sig       ] GANX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:00.016942] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GANX.txt
[2025-12-03T20:41:00.017100] [INFO ] [sig       ] [1274/3516] Completed GANX in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:00.017138] [INFO ] [sig       ] [1275/3516] Forecasting GASS...
[2025-12-03T20:41:00.017166] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-03T20:41:00.017194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-03T20:41:00.028070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-03T20:41:00.028391] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-03T20:41:00.029185] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-03T20:41:00.029235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:00.029266] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:00.029292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:00.029348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:00.086193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:00.086851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:00.086931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:00.086964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:00.205671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:00.205842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:00.205887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:00.205923] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:00.209312] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-12-03T20:41:00.209603] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-03T20:41:00.209725] [INFO ] [sig       ] GASS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:00.348469] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GASS.txt
[2025-12-03T20:41:00.348606] [INFO ] [sig       ] [1275/3516] Completed GASS in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:00.348653] [INFO ] [sig       ] [1276/3516] Forecasting GATX...
[2025-12-03T20:41:00.348687] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-03T20:41:00.348721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-03T20:41:00.359697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-03T20:41:00.359987] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-03T20:41:00.360740] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-03T20:41:00.360788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:00.360818] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:00.360843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:00.360898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:00.416606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:00.417413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:00.417492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:00.417524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:00.536423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:00.536533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:00.536588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:00.536621] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:00.539928] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-03T20:41:00.540194] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-03T20:41:00.540317] [INFO ] [sig       ] GATX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:00.682272] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GATX.txt
[2025-12-03T20:41:00.682394] [INFO ] [sig       ] [1276/3516] Completed GATX in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:00.682430] [INFO ] [sig       ] [1277/3516] Forecasting GAUZ...
[2025-12-03T20:41:00.682459] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-03T20:41:00.682486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-03T20:41:00.693168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-03T20:41:00.693470] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-03T20:41:00.694234] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-03T20:41:00.694284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:00.694315] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:00.694341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:00.694396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:00.750657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:00.751253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:00.751328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:00.751360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:00.871946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:00.872086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:00.872123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:00.872149] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:00.875401] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-03T20:41:00.875701] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-03T20:41:00.875830] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:01.014626] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GAUZ.txt
[2025-12-03T20:41:01.014773] [INFO ] [sig       ] [1277/3516] Completed GAUZ in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:01.014812] [INFO ] [sig       ] [1278/3516] Forecasting GBAB...
[2025-12-03T20:41:01.014839] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-03T20:41:01.014868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-03T20:41:01.027225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-03T20:41:01.027530] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-03T20:41:01.028354] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-03T20:41:01.028404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:01.028436] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:01.028462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:01.028516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:01.083922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:01.084681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:01.084757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:01.084789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:01.202810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:01.202970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:01.203008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:01.203036] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:01.206294] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-03T20:41:01.206553] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-03T20:41:01.206695] [INFO ] [sig       ] GBAB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:01.349100] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GBAB.txt
[2025-12-03T20:41:01.349257] [INFO ] [sig       ] [1278/3516] Completed GBAB in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:01.349298] [INFO ] [sig       ] [1279/3516] Forecasting GBDC...
[2025-12-03T20:41:01.349326] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-03T20:41:01.349354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-03T20:41:01.360593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-03T20:41:01.360877] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-03T20:41:01.361634] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-03T20:41:01.361682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:01.361713] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:01.361738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:01.361793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:01.416387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:01.417036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:01.417112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:01.417142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:01.532139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:01.532299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:01.532353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:01.532382] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:01.535708] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-03T20:41:01.536006] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-03T20:41:01.536133] [INFO ] [sig       ] GBDC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:01.683913] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GBDC.txt
[2025-12-03T20:41:01.684081] [INFO ] [sig       ] [1279/3516] Completed GBDC in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:01.684122] [INFO ] [sig       ] [1280/3516] Forecasting GBIO...
[2025-12-03T20:41:01.684152] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-03T20:41:01.684181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-03T20:41:01.695812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-03T20:41:01.696183] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-03T20:41:01.696966] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-03T20:41:01.697017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:01.697048] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:01.697075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:01.697131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:01.754658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:01.755527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:01.755635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:01.755669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:01.913652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:01.913819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:01.913859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:01.913886] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:01.917221] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-12-03T20:41:01.917507] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-03T20:41:01.917653] [INFO ] [sig       ] GBIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:02.071370] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GBIO.txt
[2025-12-03T20:41:02.071522] [INFO ] [sig       ] [1280/3516] Completed GBIO in 0.4s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:02.071561] [INFO ] [sig       ] [1281/3516] Forecasting GBTG...
[2025-12-03T20:41:02.071610] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-03T20:41:02.071641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-03T20:41:02.082419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-03T20:41:02.082797] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-03T20:41:02.083549] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-03T20:41:02.083627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:02.083659] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:02.083687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:02.083741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:02.138709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:02.139594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:02.139708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:02.139741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:02.259593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:02.259744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:02.259781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:02.259809] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:02.263071] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-03T20:41:02.263342] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-03T20:41:02.263463] [INFO ] [sig       ] GBTG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:02.403037] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GBTG.txt
[2025-12-03T20:41:02.403186] [INFO ] [sig       ] [1281/3516] Completed GBTG in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:02.403224] [INFO ] [sig       ] [1282/3516] Forecasting GBX...
[2025-12-03T20:41:02.403254] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-03T20:41:02.403282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-03T20:41:02.414110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-03T20:41:02.414461] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-03T20:41:02.415225] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-03T20:41:02.415273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:02.415304] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:02.415329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:02.415384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:02.470506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:02.471329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:02.471409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:02.471441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:02.585683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:02.585836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:02.585873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:02.585899] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:02.589232] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-03T20:41:02.589515] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-03T20:41:02.589664] [INFO ] [sig       ] GBX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:02.729242] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GBX.txt
[2025-12-03T20:41:02.729366] [INFO ] [sig       ] [1282/3516] Completed GBX in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:02.729402] [INFO ] [sig       ] [1283/3516] Forecasting GCBC...
[2025-12-03T20:41:02.729430] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-03T20:41:02.729458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-03T20:41:02.740691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-03T20:41:02.740993] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-03T20:41:02.741898] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-03T20:41:02.741955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:02.742005] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:02.742042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:02.742112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:02.797457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:02.798152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:02.798226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:02.798257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:02.904279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:02.904412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:02.904447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:02.904473] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:02.907656] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-12-03T20:41:02.907918] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-03T20:41:02.908058] [INFO ] [sig       ] GCBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:03.045691] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GCBC.txt
[2025-12-03T20:41:03.045814] [INFO ] [sig       ] [1283/3516] Completed GCBC in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:03.045850] [INFO ] [sig       ] [1284/3516] Forecasting GCMG...
[2025-12-03T20:41:03.045878] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-03T20:41:03.045905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-03T20:41:03.056864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-03T20:41:03.057158] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-03T20:41:03.057944] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-03T20:41:03.058017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:03.058053] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:03.058079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:03.058135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:03.113438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:03.114063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:03.114135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:03.114165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:03.233749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:03.233885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:03.233921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:03.233948] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:03.237123] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-03T20:41:03.237382] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-03T20:41:03.237500] [INFO ] [sig       ] GCMG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:03.374193] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GCMG.txt
[2025-12-03T20:41:03.374336] [INFO ] [sig       ] [1284/3516] Completed GCMG in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:03.374373] [INFO ] [sig       ] [1285/3516] Forecasting GCO...
[2025-12-03T20:41:03.374401] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-03T20:41:03.374430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-03T20:41:03.385118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-03T20:41:03.385406] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-03T20:41:03.386156] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-03T20:41:03.386205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:03.386235] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:03.386261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:03.386314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:03.445042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:03.445707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:03.445783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:03.445816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:03.565935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:03.566042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:03.566079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:03.566106] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:03.569386] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-03T20:41:03.569659] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-03T20:41:03.569787] [INFO ] [sig       ] GCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:03.707715] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GCO.txt
[2025-12-03T20:41:03.707839] [INFO ] [sig       ] [1285/3516] Completed GCO in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:03.707875] [INFO ] [sig       ] [1286/3516] Forecasting GD...
[2025-12-03T20:41:03.707903] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-03T20:41:03.707932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-03T20:41:03.718485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-03T20:41:03.718787] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-03T20:41:03.719513] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-03T20:41:03.719562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:03.719644] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:03.719673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:03.719727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:03.776796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:03.777384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:03.777460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:03.777493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:03.894348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:03.894493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:03.894536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:03.894562] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:03.897816] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-03T20:41:03.898103] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-03T20:41:03.898224] [INFO ] [sig       ] GD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:04.036643] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GD.txt
[2025-12-03T20:41:04.036769] [INFO ] [sig       ] [1286/3516] Completed GD in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.6m
[2025-12-03T20:41:04.036820] [INFO ] [sig       ] [1287/3516] Forecasting GDC...
[2025-12-03T20:41:04.036855] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-03T20:41:04.036889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-03T20:41:04.047769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-03T20:41:04.048105] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-03T20:41:04.048963] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-03T20:41:04.049014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:04.049048] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:04.049074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:04.049131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:04.106394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:04.107030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:04.107105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:04.107138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:04.227373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:04.227517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:04.227554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:04.227604] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:04.230845] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=29.17%)
[2025-12-03T20:41:04.231104] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-03T20:41:04.231223] [INFO ] [sig       ] GDC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:04.368489] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GDC.txt
[2025-12-03T20:41:04.368623] [INFO ] [sig       ] [1287/3516] Completed GDC in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.5m
[2025-12-03T20:41:04.368662] [INFO ] [sig       ] [1288/3516] Forecasting GDDY...
[2025-12-03T20:41:04.368690] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-03T20:41:04.368719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-03T20:41:04.380097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-03T20:41:04.380402] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-03T20:41:04.381173] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-03T20:41:04.381223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:04.381284] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:04.381312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:04.381373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:04.439471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:04.440213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:04.440292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:04.440325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:04.562252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:04.562421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:04.562463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:04.562493] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:04.566075] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-12-03T20:41:04.566366] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-03T20:41:04.566502] [INFO ] [sig       ] GDDY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:04.703429] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GDDY.txt
[2025-12-03T20:41:04.703557] [INFO ] [sig       ] [1288/3516] Completed GDDY in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 12.5m
[2025-12-03T20:41:04.703611] [INFO ] [sig       ] [1289/3516] Forecasting GDEN...
[2025-12-03T20:41:04.703641] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-03T20:41:04.703669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-03T20:41:04.715703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-03T20:41:04.715985] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-03T20:41:04.716768] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-03T20:41:04.716817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:04.716848] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:04.716873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:04.716926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:04.771783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:04.772429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:04.772517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:04.772548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:04.892327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:04.892484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:04.892521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:04.892548] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:04.895848] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-03T20:41:04.896115] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-03T20:41:04.896232] [INFO ] [sig       ] GDEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:05.033214] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GDEN.txt
[2025-12-03T20:41:05.033347] [INFO ] [sig       ] [1289/3516] Completed GDEN in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:05.033384] [INFO ] [sig       ] [1290/3516] Forecasting GDHG...
[2025-12-03T20:41:05.033413] [INFO ] [sig       ] Generating forecast for: GDHG
[2025-12-03T20:41:05.033442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDHG' from 'https://tdm.silogroup.org/data/derivative_storage/GDHG.csv'.
[2025-12-03T20:41:05.046618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDHG'.
[2025-12-03T20:41:05.047057] [INFO ] [FORECASTER] Starting predict_future for GDHG
[2025-12-03T20:41:05.048085] [DEBUG] [LOCAL     ] No optimal features file found for GDHG: ./output/feature-sets/GDHG.txt
[2025-12-03T20:41:05.048146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:05.048190] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:05.048228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:05.048305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:05.112015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:05.112904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:05.112983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:05.113015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:05.227435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:05.227604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:05.227643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:05.227688] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:05.231051] [DEBUG] [FORECASTER] GDHG: Forecast T+1@11:T+2@11: UP (p=57.89%)
[2025-12-03T20:41:05.231318] [INFO ] [FORECASTER] Completed predict_future for GDHG
[2025-12-03T20:41:05.231441] [INFO ] [sig       ] GDHG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:05.371774] [INFO ] [LOCAL     ] Saved forecast: GDHG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GDHG.txt
[2025-12-03T20:41:05.371931] [INFO ] [sig       ] [1290/3516] Completed GDHG in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:05.371969] [INFO ] [sig       ] [1291/3516] Forecasting GDRX...
[2025-12-03T20:41:05.371998] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-03T20:41:05.372028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-03T20:41:05.383891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-03T20:41:05.384279] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-03T20:41:05.385067] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-03T20:41:05.385117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:05.385147] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:05.385172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:05.385226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:05.440932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:05.441763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:05.441847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:05.441880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:05.561847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:05.562004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:05.562043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:05.562110] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:05.565692] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-03T20:41:05.565987] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-03T20:41:05.566118] [INFO ] [sig       ] GDRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:05.715605] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GDRX.txt
[2025-12-03T20:41:05.715765] [INFO ] [sig       ] [1291/3516] Completed GDRX in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:05.715811] [INFO ] [sig       ] [1292/3516] Forecasting GDS...
[2025-12-03T20:41:05.715847] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-03T20:41:05.715885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-03T20:41:05.731442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-03T20:41:05.731837] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-03T20:41:05.732671] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-03T20:41:05.732722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:05.732754] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:05.732782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:05.732854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:05.793020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:05.793880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:05.793980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:05.794021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:05.918963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:05.919119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:05.919159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:05.919187] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:05.922558] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-12-03T20:41:05.922849] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-03T20:41:05.922977] [INFO ] [sig       ] GDS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:06.061834] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GDS.txt
[2025-12-03T20:41:06.061990] [INFO ] [sig       ] [1292/3516] Completed GDS in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:06.062028] [INFO ] [sig       ] [1293/3516] Forecasting GDYN...
[2025-12-03T20:41:06.062057] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-03T20:41:06.062085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-03T20:41:06.076480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-03T20:41:06.076865] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-03T20:41:06.077709] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-03T20:41:06.077760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:06.077792] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:06.077819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:06.077874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:06.134716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:06.135610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:06.135691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:06.135722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:06.256942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:06.257094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:06.257132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:06.257159] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:06.260460] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-03T20:41:06.260751] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-03T20:41:06.260879] [INFO ] [sig       ] GDYN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:06.401462] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GDYN.txt
[2025-12-03T20:41:06.401648] [INFO ] [sig       ] [1293/3516] Completed GDYN in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:06.401689] [INFO ] [sig       ] [1294/3516] Forecasting GE...
[2025-12-03T20:41:06.401718] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-03T20:41:06.401747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-03T20:41:06.414080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-03T20:41:06.414446] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-03T20:41:06.415257] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-03T20:41:06.415308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:06.415339] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:06.415376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:06.415433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:06.472538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:06.473420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:06.473499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:06.473532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:06.601421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:06.601521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:06.601558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:06.601612] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:06.605130] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=91.30%)
[2025-12-03T20:41:06.605443] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-03T20:41:06.605604] [INFO ] [sig       ] GE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:06.747284] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GE.txt
[2025-12-03T20:41:06.747428] [INFO ] [sig       ] [1294/3516] Completed GE in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:06.747464] [INFO ] [sig       ] [1295/3516] Forecasting GECC...
[2025-12-03T20:41:06.747491] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-03T20:41:06.747520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-03T20:41:06.758774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-03T20:41:06.759040] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-03T20:41:06.759814] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-03T20:41:06.759862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:06.759893] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:06.759919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:06.759973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:06.816431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:06.817093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:06.817169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:06.817201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:06.939590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:06.939738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:06.939778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:06.939806] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:06.943170] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=54.36%)
[2025-12-03T20:41:06.943445] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-03T20:41:06.943622] [INFO ] [sig       ] GECC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:07.082968] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GECC.txt
[2025-12-03T20:41:07.083102] [INFO ] [sig       ] [1295/3516] Completed GECC in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:07.083138] [INFO ] [sig       ] [1296/3516] Forecasting GEF...
[2025-12-03T20:41:07.083166] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-03T20:41:07.083194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-03T20:41:07.094374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-03T20:41:07.094690] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-03T20:41:07.095460] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-03T20:41:07.095510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:07.095541] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:07.095568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:07.095648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:07.154521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:07.155245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:07.155321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:07.155353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:07.274229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:07.274374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:07.274411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:07.274439] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:07.277652] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=55.86%)
[2025-12-03T20:41:07.277908] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-03T20:41:07.278052] [INFO ] [sig       ] GEF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:07.417723] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GEF.txt
[2025-12-03T20:41:07.417855] [INFO ] [sig       ] [1296/3516] Completed GEF in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:07.417898] [INFO ] [sig       ] [1297/3516] Forecasting GEHC...
[2025-12-03T20:41:07.417928] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-03T20:41:07.417956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-03T20:41:07.428950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-03T20:41:07.429272] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-03T20:41:07.430060] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-03T20:41:07.430110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:07.430141] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:07.430167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:07.430221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:07.486716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:07.487443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:07.487520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:07.487552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:07.608627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:07.608773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:07.608811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:07.608837] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:07.612055] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-03T20:41:07.612309] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-03T20:41:07.612426] [INFO ] [sig       ] GEHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:07.751146] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GEHC.txt
[2025-12-03T20:41:07.751274] [INFO ] [sig       ] [1297/3516] Completed GEHC in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:07.751312] [INFO ] [sig       ] [1298/3516] Forecasting GEL...
[2025-12-03T20:41:07.751339] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-03T20:41:07.751373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-03T20:41:07.762940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-03T20:41:07.763326] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-03T20:41:07.764261] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-03T20:41:07.764312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:07.764343] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:07.764370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:07.764426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:07.824156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:07.824980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:07.825096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:07.825129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:07.944339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:07.944487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:07.944526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:07.944555] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:07.947872] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2025-12-03T20:41:07.948155] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-03T20:41:07.948276] [INFO ] [sig       ] GEL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:08.084115] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GEL.txt
[2025-12-03T20:41:08.084241] [INFO ] [sig       ] [1298/3516] Completed GEL in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:08.084278] [INFO ] [sig       ] [1299/3516] Forecasting GEN...
[2025-12-03T20:41:08.084306] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-03T20:41:08.084335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-03T20:41:08.095032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-03T20:41:08.095347] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-03T20:41:08.096117] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-03T20:41:08.096166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:08.096196] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:08.096222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:08.096276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:08.151711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:08.152483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:08.152561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:08.152612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:08.273541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:08.273708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:08.273747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:08.273776] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:08.277033] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-12-03T20:41:08.277299] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-03T20:41:08.277420] [INFO ] [sig       ] GEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:08.414714] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GEN.txt
[2025-12-03T20:41:08.414865] [INFO ] [sig       ] [1299/3516] Completed GEN in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:08.414905] [INFO ] [sig       ] [1300/3516] Forecasting GENK...
[2025-12-03T20:41:08.414934] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-03T20:41:08.414963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-03T20:41:08.425678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-03T20:41:08.426009] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-03T20:41:08.426793] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-03T20:41:08.426841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:08.426871] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:08.426897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:08.426951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:08.487393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:08.488255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:08.488337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:08.488369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:08.618709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:08.618857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:08.618894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:08.618923] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:08.622198] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-03T20:41:08.622459] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-03T20:41:08.622594] [INFO ] [sig       ] GENK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:08.758747] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GENK.txt
[2025-12-03T20:41:08.758884] [INFO ] [sig       ] [1300/3516] Completed GENK in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:08.758921] [INFO ] [sig       ] [1301/3516] Forecasting GEOS...
[2025-12-03T20:41:08.758950] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-03T20:41:08.758979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-03T20:41:08.770128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-03T20:41:08.770448] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-03T20:41:08.771226] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-03T20:41:08.771275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:08.771308] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:08.771335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:08.771391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:08.827705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:08.828519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:08.828616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:08.828650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:08.947774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:08.947923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:08.947960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:08.948013] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:08.951341] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=81.55%)
[2025-12-03T20:41:08.951635] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-03T20:41:08.951759] [INFO ] [sig       ] GEOS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:09.088874] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GEOS.txt
[2025-12-03T20:41:09.089044] [INFO ] [sig       ] [1301/3516] Completed GEOS in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:09.089083] [INFO ] [sig       ] [1302/3516] Forecasting GERN...
[2025-12-03T20:41:09.089112] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-03T20:41:09.089141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-03T20:41:09.100725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-03T20:41:09.101053] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-03T20:41:09.101837] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-03T20:41:09.101888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:09.101922] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:09.101958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:09.102037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:09.161449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:09.162291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:09.162371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:09.162405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:09.283295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:09.283457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:09.283500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:09.283528] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:09.287014] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=91.22%)
[2025-12-03T20:41:09.287280] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-03T20:41:09.287401] [INFO ] [sig       ] GERN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:09.433259] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GERN.txt
[2025-12-03T20:41:09.433403] [INFO ] [sig       ] [1302/3516] Completed GERN in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:09.433443] [INFO ] [sig       ] [1303/3516] Forecasting GES...
[2025-12-03T20:41:09.433473] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-03T20:41:09.433503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-03T20:41:09.445128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-03T20:41:09.445445] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-03T20:41:09.446281] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-03T20:41:09.446333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:09.446366] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:09.446392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:09.446449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:09.505108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:09.505972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:09.506070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:09.506121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:09.628988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:09.629099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:09.629134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:09.629161] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:09.632492] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-12-03T20:41:09.632819] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-03T20:41:09.632952] [INFO ] [sig       ] GES: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:09.778546] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GES.txt
[2025-12-03T20:41:09.778707] [INFO ] [sig       ] [1303/3516] Completed GES in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:09.778746] [INFO ] [sig       ] [1304/3516] Forecasting GEVO...
[2025-12-03T20:41:09.778777] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-03T20:41:09.778807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-03T20:41:09.790379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-03T20:41:09.790764] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-03T20:41:09.791518] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-03T20:41:09.791568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:09.791620] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:09.791648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:09.791704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:09.851262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:09.852040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:09.852118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:09.852151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:09.974510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:09.974672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:09.974712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:09.974743] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:09.978017] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-03T20:41:09.978286] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-03T20:41:09.978409] [INFO ] [sig       ] GEVO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:10.129043] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GEVO.txt
[2025-12-03T20:41:10.129195] [INFO ] [sig       ] [1304/3516] Completed GEVO in 0.4s | 2.96 sym/s | Total: 7.3m | ETA: 12.5m
[2025-12-03T20:41:10.129233] [INFO ] [sig       ] [1305/3516] Forecasting GFF...
[2025-12-03T20:41:10.129263] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-03T20:41:10.129293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-03T20:41:10.140993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-03T20:41:10.141408] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-03T20:41:10.142283] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-03T20:41:10.142334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:10.142396] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:10.142424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:10.142494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:10.199029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:10.199733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:10.199809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:10.199840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:10.314145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:10.314291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:10.314328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:10.314357] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:10.317667] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-12-03T20:41:10.317936] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-03T20:41:10.318080] [INFO ] [sig       ] GFF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:10.458031] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GFF.txt
[2025-12-03T20:41:10.458184] [INFO ] [sig       ] [1305/3516] Completed GFF in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 12.4m
[2025-12-03T20:41:10.458223] [INFO ] [sig       ] [1306/3516] Forecasting GFI...
[2025-12-03T20:41:10.458250] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-03T20:41:10.458279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-03T20:41:10.470105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-03T20:41:10.470479] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-03T20:41:10.471499] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-03T20:41:10.471550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:10.471599] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:10.471628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:10.471683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:10.529926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:10.530775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:10.530856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:10.530889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:10.656479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:10.656645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:10.656684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:10.656711] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:10.659982] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-03T20:41:10.660276] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-03T20:41:10.660396] [INFO ] [sig       ] GFI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:10.800470] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GFI.txt
[2025-12-03T20:41:10.800638] [INFO ] [sig       ] [1306/3516] Completed GFI in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:10.800676] [INFO ] [sig       ] [1307/3516] Forecasting GFL...
[2025-12-03T20:41:10.800704] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-03T20:41:10.800735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-03T20:41:10.812212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-03T20:41:10.812615] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-03T20:41:10.813407] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-03T20:41:10.813478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:10.813522] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:10.813552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:10.813638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:10.871461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:10.872295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:10.872375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:10.872408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:10.997543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:10.997712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:10.997751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:10.997781] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:11.001280] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-03T20:41:11.001559] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-03T20:41:11.001704] [INFO ] [sig       ] GFL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:11.147080] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GFL.txt
[2025-12-03T20:41:11.147233] [INFO ] [sig       ] [1307/3516] Completed GFL in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:11.147274] [INFO ] [sig       ] [1308/3516] Forecasting GGAL...
[2025-12-03T20:41:11.147303] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-03T20:41:11.147332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-03T20:41:11.158543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-03T20:41:11.158871] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-03T20:41:11.159677] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-03T20:41:11.159727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:11.159758] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:11.159784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:11.159839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:11.218536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:11.219365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:11.219444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:11.219477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:11.337285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:11.337411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:11.337446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:11.337503] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:11.340748] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-12-03T20:41:11.341033] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-03T20:41:11.341176] [INFO ] [sig       ] GGAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:11.526956] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GGAL.txt
[2025-12-03T20:41:11.527115] [INFO ] [sig       ] [1308/3516] Completed GGAL in 0.4s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:11.527155] [INFO ] [sig       ] [1309/3516] Forecasting GGB...
[2025-12-03T20:41:11.527185] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-03T20:41:11.527215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-03T20:41:11.538233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-03T20:41:11.538527] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-03T20:41:11.539290] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-03T20:41:11.539339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:11.539371] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:11.539397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:11.539451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:11.598718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:11.599405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:11.599484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:11.599516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:11.728148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:11.728333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:11.728390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:11.728431] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:11.731924] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=35.07%)
[2025-12-03T20:41:11.732197] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-03T20:41:11.732321] [INFO ] [sig       ] GGB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:11.874606] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GGB.txt
[2025-12-03T20:41:11.874756] [INFO ] [sig       ] [1309/3516] Completed GGB in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:11.874794] [INFO ] [sig       ] [1310/3516] Forecasting GGG...
[2025-12-03T20:41:11.874822] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-03T20:41:11.874850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-03T20:41:11.886394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-03T20:41:11.886736] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-03T20:41:11.887490] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-03T20:41:11.887539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:11.887587] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:11.887616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:11.887672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:11.945819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:11.946717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:11.946810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:11.946852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:12.071793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:12.071941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:12.071982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:12.072010] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:12.075437] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-03T20:41:12.075732] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-03T20:41:12.075855] [INFO ] [sig       ] GGG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:12.217289] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GGG.txt
[2025-12-03T20:41:12.217426] [INFO ] [sig       ] [1310/3516] Completed GGG in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:12.217477] [INFO ] [sig       ] [1311/3516] Forecasting GGLL...
[2025-12-03T20:41:12.217516] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-03T20:41:12.217546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-03T20:41:12.228607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-03T20:41:12.228915] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-03T20:41:12.229672] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-03T20:41:12.229721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:12.229751] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:12.229776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:12.229830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:12.283659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:12.284307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:12.284383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:12.284413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:12.402705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:12.402854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:12.402892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:12.402919] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:12.406795] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-03T20:41:12.407235] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-03T20:41:12.407391] [INFO ] [sig       ] GGLL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:12.565862] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GGLL.txt
[2025-12-03T20:41:12.566000] [INFO ] [sig       ] [1311/3516] Completed GGLL in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:12.566037] [INFO ] [sig       ] [1312/3516] Forecasting GH...
[2025-12-03T20:41:12.566065] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-03T20:41:12.566094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-03T20:41:12.591328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-03T20:41:12.591631] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-03T20:41:12.592411] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-03T20:41:12.592462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:12.592494] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:12.592524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:12.592619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:12.650739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:12.651500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:12.651604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:12.651639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:12.774144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:12.774291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:12.774327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:12.774354] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:12.777592] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=67.10%)
[2025-12-03T20:41:12.777880] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-03T20:41:12.778035] [INFO ] [sig       ] GH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:12.918537] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GH.txt
[2025-12-03T20:41:12.918673] [INFO ] [sig       ] [1312/3516] Completed GH in 0.4s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:12.918710] [INFO ] [sig       ] [1313/3516] Forecasting GHI...
[2025-12-03T20:41:12.918738] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-03T20:41:12.918766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-03T20:41:12.930793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-03T20:41:12.931132] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-03T20:41:12.931927] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-03T20:41:12.931979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:12.932010] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:12.932036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:12.932092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:12.990955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:12.991819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:12.991930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:12.991967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:13.109564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:13.109737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:13.109802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:13.109833] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:13.113079] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=44.94%)
[2025-12-03T20:41:13.113338] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-03T20:41:13.113456] [INFO ] [sig       ] GHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:13.255876] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GHI.txt
[2025-12-03T20:41:13.256015] [INFO ] [sig       ] [1313/3516] Completed GHI in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:13.256051] [INFO ] [sig       ] [1314/3516] Forecasting GHRS...
[2025-12-03T20:41:13.256080] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-03T20:41:13.256108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-03T20:41:13.270678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-03T20:41:13.271384] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-03T20:41:13.272410] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-03T20:41:13.272463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:13.272497] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:13.272522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:13.272596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:13.335601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:13.336649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:13.336775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:13.336808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:13.457262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:13.457429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:13.457467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:13.457513] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:13.460953] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-03T20:41:13.461255] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-03T20:41:13.461381] [INFO ] [sig       ] GHRS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:13.601765] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GHRS.txt
[2025-12-03T20:41:13.601916] [INFO ] [sig       ] [1314/3516] Completed GHRS in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:13.601956] [INFO ] [sig       ] [1315/3516] Forecasting GHY...
[2025-12-03T20:41:13.601984] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-03T20:41:13.602012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-03T20:41:13.613784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-03T20:41:13.614118] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-03T20:41:13.614900] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-03T20:41:13.614950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:13.614980] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:13.615006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:13.615060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:13.670752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:13.671503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:13.671626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:13.671660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:13.789140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:13.789298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:13.789337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:13.789365] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:13.792737] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-03T20:41:13.793038] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-03T20:41:13.793176] [INFO ] [sig       ] GHY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:13.939759] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GHY.txt
[2025-12-03T20:41:13.939886] [INFO ] [sig       ] [1315/3516] Completed GHY in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:13.939922] [INFO ] [sig       ] [1316/3516] Forecasting GIB...
[2025-12-03T20:41:13.939950] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-03T20:41:13.939979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-03T20:41:13.951173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-03T20:41:13.951471] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-03T20:41:13.952263] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-03T20:41:13.952314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:13.952345] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:13.952373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:13.952430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:14.009501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:14.010327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:14.010424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:14.010458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:14.132583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:14.132756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:14.132796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:14.132826] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:14.136192] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-03T20:41:14.136478] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-03T20:41:14.136623] [INFO ] [sig       ] GIB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:14.276704] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GIB.txt
[2025-12-03T20:41:14.276813] [INFO ] [sig       ] [1316/3516] Completed GIB in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:14.276850] [INFO ] [sig       ] [1317/3516] Forecasting GIFI...
[2025-12-03T20:41:14.276877] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-03T20:41:14.276905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-03T20:41:14.287695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-03T20:41:14.287940] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-03T20:41:14.288715] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-03T20:41:14.288764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:14.288794] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:14.288819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:14.288873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:14.343653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:14.344271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:14.344344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:14.344374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:14.459684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:14.459793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:14.459832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:14.459860] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:14.463049] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: DOWN (p=36.93%)
[2025-12-03T20:41:14.463309] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-03T20:41:14.463431] [INFO ] [sig       ] GIFI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:14.607086] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GIFI.txt
[2025-12-03T20:41:14.607221] [INFO ] [sig       ] [1317/3516] Completed GIFI in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:14.607259] [INFO ] [sig       ] [1318/3516] Forecasting GIII...
[2025-12-03T20:41:14.607288] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-03T20:41:14.607318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-03T20:41:14.618766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-03T20:41:14.619068] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-03T20:41:14.619896] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-03T20:41:14.619948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:14.619991] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:14.620025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:14.620095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:14.679141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:14.679809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:14.679885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:14.679916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:14.800478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:14.800635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:14.800672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:14.800700] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:14.803936] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=67.45%)
[2025-12-03T20:41:14.804224] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-03T20:41:14.804342] [INFO ] [sig       ] GIII: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:14.943389] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GIII.txt
[2025-12-03T20:41:14.943544] [INFO ] [sig       ] [1318/3516] Completed GIII in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:14.943599] [INFO ] [sig       ] [1319/3516] Forecasting GIL...
[2025-12-03T20:41:14.943629] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-03T20:41:14.943657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-03T20:41:14.954596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-03T20:41:14.954874] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-03T20:41:14.955631] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-03T20:41:14.955679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:14.955710] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:14.955736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:14.955789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:15.010838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:15.011430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:15.011502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:15.011534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:15.130709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:15.130857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:15.130893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:15.130920] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:15.134147] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=46.87%)
[2025-12-03T20:41:15.134412] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-03T20:41:15.134534] [INFO ] [sig       ] GIL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:15.270557] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GIL.txt
[2025-12-03T20:41:15.270720] [INFO ] [sig       ] [1319/3516] Completed GIL in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:15.270759] [INFO ] [sig       ] [1320/3516] Forecasting GILD...
[2025-12-03T20:41:15.270787] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-03T20:41:15.270815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-03T20:41:15.284206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-03T20:41:15.284531] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-03T20:41:15.285286] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-03T20:41:15.285335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:15.285365] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:15.285390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:15.285444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:15.339698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:15.340377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:15.340452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:15.340482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:15.463723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:15.463888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:15.463928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:15.463956] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:15.467479] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=8.50%)
[2025-12-03T20:41:15.467772] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-03T20:41:15.467904] [INFO ] [sig       ] GILD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:15.617241] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GILD.txt
[2025-12-03T20:41:15.617388] [INFO ] [sig       ] [1320/3516] Completed GILD in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:15.617428] [INFO ] [sig       ] [1321/3516] Forecasting GIS...
[2025-12-03T20:41:15.617455] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-03T20:41:15.617483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-03T20:41:15.628963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-03T20:41:15.629304] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-03T20:41:15.630131] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-03T20:41:15.630192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:15.630230] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:15.630261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:15.630315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:15.689977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:15.690795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:15.690873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:15.690905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:15.816563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:15.816728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:15.816766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:15.816794] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:15.820120] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-03T20:41:15.820402] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-03T20:41:15.820521] [INFO ] [sig       ] GIS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:15.958546] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GIS.txt
[2025-12-03T20:41:15.958663] [INFO ] [sig       ] [1321/3516] Completed GIS in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:15.958699] [INFO ] [sig       ] [1322/3516] Forecasting GKOS...
[2025-12-03T20:41:15.958727] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-03T20:41:15.958762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-03T20:41:15.970776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-03T20:41:15.971178] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-03T20:41:15.972010] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-03T20:41:15.972060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:15.972123] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:15.972150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:15.972205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:16.028068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:16.029004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:16.029097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:16.029135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:16.153384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:16.153566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:16.153643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:16.153676] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:16.157143] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2025-12-03T20:41:16.157422] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-03T20:41:16.157550] [INFO ] [sig       ] GKOS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:16.299345] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GKOS.txt
[2025-12-03T20:41:16.299512] [INFO ] [sig       ] [1322/3516] Completed GKOS in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 12.4m
[2025-12-03T20:41:16.299551] [INFO ] [sig       ] [1323/3516] Forecasting GL...
[2025-12-03T20:41:16.299602] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-03T20:41:16.299632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-03T20:41:16.311379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-03T20:41:16.311776] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-03T20:41:16.312552] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-03T20:41:16.312621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:16.312654] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:16.312679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:16.312739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:16.371470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:16.372370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:16.372453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:16.372485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:16.508790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:16.508953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:16.508993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:16.509020] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:16.512517] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-03T20:41:16.512838] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-03T20:41:16.512968] [INFO ] [sig       ] GL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:16.655757] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GL.txt
[2025-12-03T20:41:16.655911] [INFO ] [sig       ] [1323/3516] Completed GL in 0.4s | 2.96 sym/s | Total: 7.4m | ETA: 12.3m
[2025-12-03T20:41:16.655949] [INFO ] [sig       ] [1324/3516] Forecasting GLAD...
[2025-12-03T20:41:16.655977] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-03T20:41:16.656005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-03T20:41:16.667846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-03T20:41:16.668243] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-03T20:41:16.669042] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-03T20:41:16.669090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:16.669120] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:16.669145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:16.669198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:16.724456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:16.725353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:16.725435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:16.725467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:16.841038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:16.841204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:16.841244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:16.841271] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:16.844699] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2025-12-03T20:41:16.844974] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-03T20:41:16.845097] [INFO ] [sig       ] GLAD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:16.986653] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GLAD.txt
[2025-12-03T20:41:16.986808] [INFO ] [sig       ] [1324/3516] Completed GLAD in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:16.986846] [INFO ] [sig       ] [1325/3516] Forecasting GLBE...
[2025-12-03T20:41:16.986875] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-03T20:41:16.986904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-03T20:41:16.998059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-03T20:41:16.998441] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-03T20:41:16.999268] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-03T20:41:16.999323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:16.999353] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:16.999379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:16.999433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:17.057926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:17.058792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:17.058871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:17.058903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:17.181090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:17.181242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:17.181280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:17.181362] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:17.184860] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-03T20:41:17.185205] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-03T20:41:17.185340] [INFO ] [sig       ] GLBE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:17.323448] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GLBE.txt
[2025-12-03T20:41:17.323615] [INFO ] [sig       ] [1325/3516] Completed GLBE in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:17.323656] [INFO ] [sig       ] [1326/3516] Forecasting GLBS...
[2025-12-03T20:41:17.323685] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-03T20:41:17.323714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-03T20:41:17.337025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-03T20:41:17.337461] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-03T20:41:17.338505] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-03T20:41:17.338568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:17.338635] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:17.338674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:17.338757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:17.402903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:17.403723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:17.403800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:17.403833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:17.510706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:17.510853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:17.510890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:17.510917] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:17.514162] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=91.06%)
[2025-12-03T20:41:17.514421] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-03T20:41:17.514540] [INFO ] [sig       ] GLBS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:17.653677] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GLBS.txt
[2025-12-03T20:41:17.653801] [INFO ] [sig       ] [1326/3516] Completed GLBS in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:17.653839] [INFO ] [sig       ] [1327/3516] Forecasting GLDD...
[2025-12-03T20:41:17.653867] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-03T20:41:17.653895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-03T20:41:17.664965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-03T20:41:17.665258] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-03T20:41:17.666073] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-03T20:41:17.666129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:17.666160] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:17.666187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:17.666244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:17.723140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:17.723789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:17.723865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:17.723896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:17.843998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:17.844141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:17.844176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:17.844204] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:17.847415] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=47.16%)
[2025-12-03T20:41:17.847692] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-03T20:41:17.847809] [INFO ] [sig       ] GLDD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:17.984594] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GLDD.txt
[2025-12-03T20:41:17.984718] [INFO ] [sig       ] [1327/3516] Completed GLDD in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:17.984755] [INFO ] [sig       ] [1328/3516] Forecasting GLNG...
[2025-12-03T20:41:17.984782] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-03T20:41:17.984811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-03T20:41:17.996002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-03T20:41:17.996301] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-03T20:41:17.997097] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-03T20:41:17.997150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:17.997184] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:17.997210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:17.997265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:18.054893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:18.055739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:18.055819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:18.055851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:18.178123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:18.178270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:18.178307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:18.178334] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:18.181598] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-03T20:41:18.181859] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-03T20:41:18.181976] [INFO ] [sig       ] GLNG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:18.321675] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GLNG.txt
[2025-12-03T20:41:18.321826] [INFO ] [sig       ] [1328/3516] Completed GLNG in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:18.321866] [INFO ] [sig       ] [1329/3516] Forecasting GLOB...
[2025-12-03T20:41:18.321895] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-03T20:41:18.321923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-03T20:41:18.333681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-03T20:41:18.334063] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-03T20:41:18.334865] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-03T20:41:18.334914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:18.334946] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:18.334972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:18.335039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:18.390533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:18.391391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:18.391468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:18.391499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:18.508009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:18.508169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:18.508214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:18.508241] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:18.511806] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-12-03T20:41:18.512115] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-03T20:41:18.512249] [INFO ] [sig       ] GLOB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:18.663708] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GLOB.txt
[2025-12-03T20:41:18.663863] [INFO ] [sig       ] [1329/3516] Completed GLOB in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:18.663902] [INFO ] [sig       ] [1330/3516] Forecasting GLP...
[2025-12-03T20:41:18.663931] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-03T20:41:18.663960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-03T20:41:18.674808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-03T20:41:18.675182] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-03T20:41:18.675954] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-03T20:41:18.676004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:18.676035] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:18.676060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:18.676114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:18.731542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:18.732400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:18.732481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:18.732512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:18.850670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:18.850848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:18.850885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:18.850913] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:18.854337] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-12-03T20:41:18.854692] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-03T20:41:18.854826] [INFO ] [sig       ] GLP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:19.012022] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GLP.txt
[2025-12-03T20:41:19.012179] [INFO ] [sig       ] [1330/3516] Completed GLP in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:19.012219] [INFO ] [sig       ] [1331/3516] Forecasting GLPG...
[2025-12-03T20:41:19.012249] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-03T20:41:19.012279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-03T20:41:19.024433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-03T20:41:19.024825] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-03T20:41:19.025616] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-03T20:41:19.025690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:19.025738] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:19.025770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:19.025827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:19.085619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:19.086435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:19.086515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:19.086547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:19.208823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:19.208982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:19.209021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:19.209047] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:19.212487] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=50.98%)
[2025-12-03T20:41:19.212824] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-03T20:41:19.212957] [INFO ] [sig       ] GLPG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:19.352401] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GLPG.txt
[2025-12-03T20:41:19.352527] [INFO ] [sig       ] [1331/3516] Completed GLPG in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:19.352588] [INFO ] [sig       ] [1332/3516] Forecasting GLPI...
[2025-12-03T20:41:19.352621] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-03T20:41:19.352649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-03T20:41:19.363681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-03T20:41:19.363969] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-03T20:41:19.364719] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-03T20:41:19.364768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:19.364799] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:19.364826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:19.364880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:19.419198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:19.419828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:19.419939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:19.419973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:19.532534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:19.532696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:19.532734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:19.532762] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:19.536216] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-03T20:41:19.536481] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-03T20:41:19.536620] [INFO ] [sig       ] GLPI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:19.673673] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GLPI.txt
[2025-12-03T20:41:19.673792] [INFO ] [sig       ] [1332/3516] Completed GLPI in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:19.673830] [INFO ] [sig       ] [1333/3516] Forecasting GLRE...
[2025-12-03T20:41:19.673858] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-03T20:41:19.673887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-03T20:41:19.684806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-03T20:41:19.685079] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-03T20:41:19.685823] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-03T20:41:19.685872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:19.685902] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:19.685928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:19.685983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:19.743562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:19.744205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:19.744301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:19.744335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:19.861453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:19.861601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:19.861639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:19.861666] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:19.864851] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-12-03T20:41:19.865111] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-03T20:41:19.865226] [INFO ] [sig       ] GLRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:20.006143] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GLRE.txt
[2025-12-03T20:41:20.006317] [INFO ] [sig       ] [1333/3516] Completed GLRE in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:20.006355] [INFO ] [sig       ] [1334/3516] Forecasting GLSI...
[2025-12-03T20:41:20.006385] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-03T20:41:20.006413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-03T20:41:20.017315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-03T20:41:20.017700] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-03T20:41:20.018533] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-03T20:41:20.018616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:20.018667] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:20.018698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:20.018759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:20.073963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:20.074771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:20.074848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:20.074880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:20.191108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:20.191257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:20.191295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:20.191322] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:20.194601] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2025-12-03T20:41:20.194892] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-03T20:41:20.195017] [INFO ] [sig       ] GLSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:20.331750] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GLSI.txt
[2025-12-03T20:41:20.331915] [INFO ] [sig       ] [1334/3516] Completed GLSI in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:20.331955] [INFO ] [sig       ] [1335/3516] Forecasting GLTO...
[2025-12-03T20:41:20.331983] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-03T20:41:20.332010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-03T20:41:20.343606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-03T20:41:20.343948] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-03T20:41:20.344745] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-03T20:41:20.344796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:20.344828] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:20.344853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:20.344908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:20.401358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:20.402133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:20.402212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:20.402244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:20.514942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:20.515094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:20.515131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:20.515159] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:20.518470] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2025-12-03T20:41:20.518758] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-03T20:41:20.518880] [INFO ] [sig       ] GLTO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:20.660601] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GLTO.txt
[2025-12-03T20:41:20.660773] [INFO ] [sig       ] [1335/3516] Completed GLTO in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:20.660819] [INFO ] [sig       ] [1336/3516] Forecasting GLUE...
[2025-12-03T20:41:20.660858] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-03T20:41:20.660894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-03T20:41:20.672308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-03T20:41:20.672700] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-03T20:41:20.673501] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-03T20:41:20.673552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:20.673611] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:20.673642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:20.673698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:20.730209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:20.731009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:20.731092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:20.731124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:20.851950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:20.852101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:20.852138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:20.852166] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:20.855472] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-03T20:41:20.855787] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-03T20:41:20.855913] [INFO ] [sig       ] GLUE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:20.992437] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GLUE.txt
[2025-12-03T20:41:20.992610] [INFO ] [sig       ] [1336/3516] Completed GLUE in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:20.992651] [INFO ] [sig       ] [1337/3516] Forecasting GMAB...
[2025-12-03T20:41:20.992680] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-03T20:41:20.992708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-03T20:41:21.004076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-03T20:41:21.004485] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-03T20:41:21.005331] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-03T20:41:21.005391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:21.005421] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:21.005446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:21.005501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:21.061967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:21.062821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:21.062910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:21.062941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:21.185019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:21.185171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:21.185208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:21.185235] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:21.188523] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=66.33%)
[2025-12-03T20:41:21.188812] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-03T20:41:21.188937] [INFO ] [sig       ] GMAB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:21.328941] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GMAB.txt
[2025-12-03T20:41:21.329114] [INFO ] [sig       ] [1337/3516] Completed GMAB in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:21.329154] [INFO ] [sig       ] [1338/3516] Forecasting GME...
[2025-12-03T20:41:21.329184] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-03T20:41:21.329212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-03T20:41:21.340445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-03T20:41:21.340835] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-03T20:41:21.341682] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-03T20:41:21.341733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:21.341766] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:21.341793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:21.341853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:21.396862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:21.397647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:21.397727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:21.397759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:21.516937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:21.517105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:21.517143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:21.517171] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:21.520475] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-12-03T20:41:21.520776] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-03T20:41:21.520902] [INFO ] [sig       ] GME: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:21.660440] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GME.txt
[2025-12-03T20:41:21.660666] [INFO ] [sig       ] [1338/3516] Completed GME in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:21.660734] [INFO ] [sig       ] [1339/3516] Forecasting GMED...
[2025-12-03T20:41:21.660778] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-03T20:41:21.660818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-03T20:41:21.672452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-03T20:41:21.672817] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-03T20:41:21.673586] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-03T20:41:21.673639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:21.673699] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:21.673732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:21.673806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:21.733934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:21.734934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:21.735044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:21.735095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:21.858525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:21.858690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:21.858727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:21.858754] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:21.861994] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-12-03T20:41:21.862267] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-03T20:41:21.862389] [INFO ] [sig       ] GMED: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:22.003787] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GMED.txt
[2025-12-03T20:41:22.003940] [INFO ] [sig       ] [1339/3516] Completed GMED in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.3m
[2025-12-03T20:41:22.003985] [INFO ] [sig       ] [1340/3516] Forecasting GMM...
[2025-12-03T20:41:22.004016] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-03T20:41:22.004044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-03T20:41:22.015209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-03T20:41:22.015551] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-03T20:41:22.016335] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-03T20:41:22.016385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:22.016415] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:22.016442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:22.016498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:22.074273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:22.075100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:22.075180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:22.075214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:22.184263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:22.184414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:22.184451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:22.184479] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:22.187752] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-12-03T20:41:22.188058] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-03T20:41:22.188182] [INFO ] [sig       ] GMM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:22.325443] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GMM.txt
[2025-12-03T20:41:22.325597] [INFO ] [sig       ] [1340/3516] Completed GMM in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.2m
[2025-12-03T20:41:22.325640] [INFO ] [sig       ] [1341/3516] Forecasting GMRE...
[2025-12-03T20:41:22.325667] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-03T20:41:22.325696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-03T20:41:22.337107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-03T20:41:22.337471] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-03T20:41:22.338333] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-03T20:41:22.338383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:22.338413] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:22.338438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:22.338493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:22.394710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:22.395479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:22.395563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:22.395617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:22.515848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:22.515998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:22.516034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:22.516061] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:22.519334] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-03T20:41:22.519615] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-03T20:41:22.519734] [INFO ] [sig       ] GMRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:22.659134] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GMRE.txt
[2025-12-03T20:41:22.659289] [INFO ] [sig       ] [1341/3516] Completed GMRE in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.2m
[2025-12-03T20:41:22.659336] [INFO ] [sig       ] [1342/3516] Forecasting GNE...
[2025-12-03T20:41:22.659369] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-03T20:41:22.659403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-03T20:41:22.671170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-03T20:41:22.671545] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-03T20:41:22.672379] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-03T20:41:22.672442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:22.672475] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:22.672502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:22.672557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:22.731500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:22.732381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:22.732483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:22.732516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:22.848901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:22.849048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:22.849085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:22.849171] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:22.852586] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-03T20:41:22.852867] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-03T20:41:22.852995] [INFO ] [sig       ] GNE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:22.991689] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GNE.txt
[2025-12-03T20:41:22.991839] [INFO ] [sig       ] [1342/3516] Completed GNE in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:22.991876] [INFO ] [sig       ] [1343/3516] Forecasting GNK...
[2025-12-03T20:41:22.991906] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-03T20:41:22.991934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-03T20:41:23.003476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-03T20:41:23.003882] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-03T20:41:23.004746] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-03T20:41:23.004803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:23.004835] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:23.004863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:23.004923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:23.061965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:23.062802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:23.062884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:23.062917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:23.183868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:23.184012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:23.184053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:23.184080] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:23.187338] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-03T20:41:23.187632] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-03T20:41:23.187759] [INFO ] [sig       ] GNK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:23.324392] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GNK.txt
[2025-12-03T20:41:23.324537] [INFO ] [sig       ] [1343/3516] Completed GNK in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:23.324592] [INFO ] [sig       ] [1344/3516] Forecasting GNL...
[2025-12-03T20:41:23.324623] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-03T20:41:23.324651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-03T20:41:23.335538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-03T20:41:23.335902] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-03T20:41:23.336661] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-03T20:41:23.336710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:23.336739] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:23.336764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:23.336819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:23.391893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:23.392688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:23.392771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:23.392802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:23.508834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:23.508989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:23.509027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:23.509054] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:23.512397] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-03T20:41:23.512700] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-03T20:41:23.512826] [INFO ] [sig       ] GNL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:23.650917] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GNL.txt
[2025-12-03T20:41:23.651062] [INFO ] [sig       ] [1344/3516] Completed GNL in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:23.651098] [INFO ] [sig       ] [1345/3516] Forecasting GNLN...
[2025-12-03T20:41:23.651127] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-03T20:41:23.651155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-03T20:41:23.662455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-03T20:41:23.662830] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-03T20:41:23.663668] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-03T20:41:23.663719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:23.663750] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:23.663776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:23.663833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:23.722185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:23.723044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:23.723136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:23.723167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:23.830178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:23.830341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:23.830386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:23.830419] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:23.833732] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-03T20:41:23.833996] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-03T20:41:23.834119] [INFO ] [sig       ] GNLN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:23.976415] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GNLN.txt
[2025-12-03T20:41:23.976604] [INFO ] [sig       ] [1345/3516] Completed GNLN in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:23.976656] [INFO ] [sig       ] [1346/3516] Forecasting GNLX...
[2025-12-03T20:41:23.976689] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-03T20:41:23.976718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-03T20:41:23.991513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-03T20:41:23.992027] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-03T20:41:23.993101] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-03T20:41:23.993166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:23.993213] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:23.993257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:23.993347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:24.060915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:24.061750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:24.061833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:24.061864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:24.179008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:24.179163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:24.179201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:24.179229] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:24.182503] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-12-03T20:41:24.182798] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-03T20:41:24.182920] [INFO ] [sig       ] GNLX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:24.322478] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GNLX.txt
[2025-12-03T20:41:24.322644] [INFO ] [sig       ] [1346/3516] Completed GNLX in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:24.322685] [INFO ] [sig       ] [1347/3516] Forecasting GNMA...
[2025-12-03T20:41:24.322713] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-03T20:41:24.322741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-03T20:41:24.333438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-03T20:41:24.333818] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-03T20:41:24.334554] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-03T20:41:24.334621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:24.334652] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:24.334678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:24.334732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:24.391523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:24.392300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:24.392386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:24.392419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:24.508889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:24.509047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:24.509085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:24.509113] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:24.512431] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2025-12-03T20:41:24.512741] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-03T20:41:24.512885] [INFO ] [sig       ] GNMA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:24.651977] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GNMA.txt
[2025-12-03T20:41:24.652121] [INFO ] [sig       ] [1347/3516] Completed GNMA in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:24.652163] [INFO ] [sig       ] [1348/3516] Forecasting GNOM...
[2025-12-03T20:41:24.652201] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-03T20:41:24.652240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-03T20:41:24.663419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-03T20:41:24.663783] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-03T20:41:24.664533] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-03T20:41:24.664600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:24.664632] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:24.664658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:24.664712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:24.722589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:24.723408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:24.723495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:24.723530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:24.840234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:24.840386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:24.840424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:24.840452] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:24.843783] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-03T20:41:24.844069] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-03T20:41:24.844192] [INFO ] [sig       ] GNOM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:24.984934] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GNOM.txt
[2025-12-03T20:41:24.985070] [INFO ] [sig       ] [1348/3516] Completed GNOM in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:24.985107] [INFO ] [sig       ] [1349/3516] Forecasting GNPX...
[2025-12-03T20:41:24.985135] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-03T20:41:24.985163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-03T20:41:24.996974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-03T20:41:24.997337] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-03T20:41:25.001206] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-03T20:41:25.001280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:25.001321] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:25.001349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:25.001405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:25.058756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:25.059649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:25.059783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:25.059825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:25.174399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:25.174551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:25.174625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:25.174655] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:25.177900] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-03T20:41:25.178214] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-03T20:41:25.178343] [INFO ] [sig       ] GNPX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:25.316037] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GNPX.txt
[2025-12-03T20:41:25.316185] [INFO ] [sig       ] [1349/3516] Completed GNPX in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:25.316223] [INFO ] [sig       ] [1350/3516] Forecasting GNRC...
[2025-12-03T20:41:25.316253] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-03T20:41:25.316281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-03T20:41:25.328417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-03T20:41:25.328833] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-03T20:41:25.329668] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-03T20:41:25.329718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:25.329750] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:25.329775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:25.329831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:25.386842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:25.387707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:25.387789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:25.387821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:25.511924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:25.512076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:25.512114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:25.512142] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:25.515398] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-03T20:41:25.515685] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-03T20:41:25.515806] [INFO ] [sig       ] GNRC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:25.653546] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GNRC.txt
[2025-12-03T20:41:25.653719] [INFO ] [sig       ] [1350/3516] Completed GNRC in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:25.653758] [INFO ] [sig       ] [1351/3516] Forecasting GNSS...
[2025-12-03T20:41:25.653785] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-03T20:41:25.653813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-03T20:41:25.664900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-03T20:41:25.665240] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-03T20:41:25.665996] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-03T20:41:25.666045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:25.666075] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:25.666100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:25.666155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:25.721463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:25.722357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:25.722467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:25.722501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:25.842600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:25.842757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:25.842796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:25.842824] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:25.846209] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-12-03T20:41:25.846510] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-03T20:41:25.846654] [INFO ] [sig       ] GNSS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:25.986518] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GNSS.txt
[2025-12-03T20:41:25.986689] [INFO ] [sig       ] [1351/3516] Completed GNSS in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:25.986729] [INFO ] [sig       ] [1352/3516] Forecasting GNTX...
[2025-12-03T20:41:25.986757] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-03T20:41:25.986785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-03T20:41:25.998480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-03T20:41:25.998918] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-03T20:41:25.999766] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-03T20:41:25.999819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:25.999852] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:25.999880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:25.999936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:26.056328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:26.057172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:26.057259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:26.057294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:26.175051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:26.175201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:26.175240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:26.175269] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:26.178665] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-03T20:41:26.178935] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-03T20:41:26.179059] [INFO ] [sig       ] GNTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:26.316418] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GNTX.txt
[2025-12-03T20:41:26.316593] [INFO ] [sig       ] [1352/3516] Completed GNTX in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:26.316634] [INFO ] [sig       ] [1353/3516] Forecasting GO...
[2025-12-03T20:41:26.316662] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-03T20:41:26.316690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-03T20:41:26.327969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-03T20:41:26.328296] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-03T20:41:26.329084] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-03T20:41:26.329134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:26.329176] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:26.329205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:26.329261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:26.389750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:26.390612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:26.390691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:26.390723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:26.515918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:26.516067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:26.516104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:26.516131] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:26.519365] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=19.98%)
[2025-12-03T20:41:26.519644] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-03T20:41:26.519763] [INFO ] [sig       ] GO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:26.657357] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GO.txt
[2025-12-03T20:41:26.657490] [INFO ] [sig       ] [1353/3516] Completed GO in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:26.657527] [INFO ] [sig       ] [1354/3516] Forecasting GOCO...
[2025-12-03T20:41:26.657555] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-03T20:41:26.657602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-03T20:41:26.668849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-03T20:41:26.669123] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-03T20:41:26.669869] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-03T20:41:26.669918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:26.669948] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:26.669973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:26.670028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:26.725805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:26.726486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:26.726562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:26.726614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:26.844800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:26.844961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:26.845000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:26.845029] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:26.848443] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-03T20:41:26.848749] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-03T20:41:26.848881] [INFO ] [sig       ] GOCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:26.987293] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GOCO.txt
[2025-12-03T20:41:26.987415] [INFO ] [sig       ] [1354/3516] Completed GOCO in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:26.987452] [INFO ] [sig       ] [1355/3516] Forecasting GOF...
[2025-12-03T20:41:26.987479] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-03T20:41:26.987506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-03T20:41:26.998929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-03T20:41:26.999210] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-03T20:41:26.999956] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-03T20:41:27.000005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:27.000036] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:27.000062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:27.000117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:27.054964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:27.055787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:27.055866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:27.055897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:27.179957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:27.180129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:27.180167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:27.180195] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:27.183543] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-12-03T20:41:27.183830] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-03T20:41:27.183945] [INFO ] [sig       ] GOF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:27.321514] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GOF.txt
[2025-12-03T20:41:27.321666] [INFO ] [sig       ] [1355/3516] Completed GOF in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:27.321704] [INFO ] [sig       ] [1356/3516] Forecasting GOGO...
[2025-12-03T20:41:27.321733] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-03T20:41:27.321761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-03T20:41:27.333149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-03T20:41:27.333467] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-03T20:41:27.334216] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-03T20:41:27.334265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:27.334321] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:27.334352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:27.334408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:27.390001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:27.390639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:27.390712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:27.390743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:27.505912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:27.506066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:27.506104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:27.506130] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:27.509389] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=28.18%)
[2025-12-03T20:41:27.509664] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-03T20:41:27.509783] [INFO ] [sig       ] GOGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:27.650463] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GOGO.txt
[2025-12-03T20:41:27.650627] [INFO ] [sig       ] [1356/3516] Completed GOGO in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:27.650668] [INFO ] [sig       ] [1357/3516] Forecasting GOLF...
[2025-12-03T20:41:27.650702] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-03T20:41:27.650732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-03T20:41:27.661954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-03T20:41:27.662259] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-03T20:41:27.663074] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-03T20:41:27.663124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:27.663154] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:27.663179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:27.663234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:27.720533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:27.721383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:27.721469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:27.721501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:27.838445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:27.838613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:27.838652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:27.838681] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:27.841986] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-03T20:41:27.842252] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-03T20:41:27.842371] [INFO ] [sig       ] GOLF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:27.980610] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GOLF.txt
[2025-12-03T20:41:27.980748] [INFO ] [sig       ] [1357/3516] Completed GOLF in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.2m
[2025-12-03T20:41:27.980797] [INFO ] [sig       ] [1358/3516] Forecasting GOOD...
[2025-12-03T20:41:27.980835] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-03T20:41:27.980865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-03T20:41:27.992124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-03T20:41:27.992410] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-03T20:41:27.993182] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-03T20:41:27.993230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:27.993261] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:27.993287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:27.993342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:28.049975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:28.050685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:28.050763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:28.050795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:28.170308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:28.170466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:28.170512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:28.170540] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:28.174091] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=83.89%)
[2025-12-03T20:41:28.174414] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-03T20:41:28.174559] [INFO ] [sig       ] GOOD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:28.312897] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GOOD.txt
[2025-12-03T20:41:28.313036] [INFO ] [sig       ] [1358/3516] Completed GOOD in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.1m
[2025-12-03T20:41:28.313073] [INFO ] [sig       ] [1359/3516] Forecasting GOOG...
[2025-12-03T20:41:28.313101] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-03T20:41:28.313130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-03T20:41:28.324522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-03T20:41:28.324815] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-03T20:41:28.325539] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-03T20:41:28.325609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:28.325641] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:28.325667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:28.325722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:28.381108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:28.381741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:28.381820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:28.381852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:28.510323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:28.510484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:28.510522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:28.510599] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:28.514048] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2025-12-03T20:41:28.514316] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-03T20:41:28.514446] [INFO ] [sig       ] GOOG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:28.656055] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GOOG.txt
[2025-12-03T20:41:28.656180] [INFO ] [sig       ] [1359/3516] Completed GOOG in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.1m
[2025-12-03T20:41:28.656217] [INFO ] [sig       ] [1360/3516] Forecasting GOOGL...
[2025-12-03T20:41:28.656245] [INFO ] [sig       ] Generating forecast for: GOOGL
[2025-12-03T20:41:28.656274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'.
[2025-12-03T20:41:28.667683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'.
[2025-12-03T20:41:28.667956] [INFO ] [FORECASTER] Starting predict_future for GOOGL
[2025-12-03T20:41:28.668735] [DEBUG] [LOCAL     ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt
[2025-12-03T20:41:28.668784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:28.668815] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:28.668841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:28.668896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:28.726483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:28.727121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:28.727199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:28.727232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:28.848628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:28.848780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:28.848817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:28.848860] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:28.852170] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-03T20:41:28.852463] [INFO ] [FORECASTER] Completed predict_future for GOOGL
[2025-12-03T20:41:28.852610] [INFO ] [sig       ] GOOGL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:28.992676] [INFO ] [LOCAL     ] Saved forecast: GOOGL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GOOGL.txt
[2025-12-03T20:41:28.992809] [INFO ] [sig       ] [1360/3516] Completed GOOGL in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:28.992847] [INFO ] [sig       ] [1361/3516] Forecasting GOOS...
[2025-12-03T20:41:28.992876] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-03T20:41:28.992905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-03T20:41:29.004554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-03T20:41:29.004841] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-03T20:41:29.005609] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-03T20:41:29.005658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:29.005688] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:29.005714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:29.005768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:29.062785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:29.063444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:29.063524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:29.063556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:29.186817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:29.186963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:29.187000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:29.187027] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:29.190257] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=25.19%)
[2025-12-03T20:41:29.190521] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-03T20:41:29.190658] [INFO ] [sig       ] GOOS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:29.326592] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GOOS.txt
[2025-12-03T20:41:29.326710] [INFO ] [sig       ] [1361/3516] Completed GOOS in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:29.326747] [INFO ] [sig       ] [1362/3516] Forecasting GOSS...
[2025-12-03T20:41:29.326774] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-03T20:41:29.326803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-03T20:41:29.338020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-03T20:41:29.338308] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-03T20:41:29.339050] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-03T20:41:29.339099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:29.339130] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:29.339155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:29.339209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:29.394287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:29.394931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:29.395007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:29.395056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:29.514486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:29.514647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:29.514685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:29.514713] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:29.518113] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-12-03T20:41:29.518387] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-03T20:41:29.518531] [INFO ] [sig       ] GOSS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:29.656951] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GOSS.txt
[2025-12-03T20:41:29.657090] [INFO ] [sig       ] [1362/3516] Completed GOSS in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:29.657129] [INFO ] [sig       ] [1363/3516] Forecasting GOVI...
[2025-12-03T20:41:29.657158] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-03T20:41:29.657198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-03T20:41:29.669178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-03T20:41:29.669527] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-03T20:41:29.670283] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-03T20:41:29.670332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:29.670363] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:29.670388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:29.670446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:29.728436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:29.729306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:29.729386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:29.729417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:29.847264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:29.847410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:29.847452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:29.847481] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:29.850786] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-03T20:41:29.851048] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-03T20:41:29.851171] [INFO ] [sig       ] GOVI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:29.994001] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GOVI.txt
[2025-12-03T20:41:29.994136] [INFO ] [sig       ] [1363/3516] Completed GOVI in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:29.994182] [INFO ] [sig       ] [1364/3516] Forecasting GPC...
[2025-12-03T20:41:29.994211] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-03T20:41:29.994242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-03T20:41:30.006569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-03T20:41:30.006969] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-03T20:41:30.007756] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-03T20:41:30.007806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:30.007838] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:30.007876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:30.007936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:30.075852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:30.076918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:30.077018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:30.077067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:30.207836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:30.208008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:30.208053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:30.208080] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:30.211375] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-12-03T20:41:30.211660] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-03T20:41:30.211780] [INFO ] [sig       ] GPC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:30.348817] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GPC.txt
[2025-12-03T20:41:30.348938] [INFO ] [sig       ] [1364/3516] Completed GPC in 0.4s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:30.348975] [INFO ] [sig       ] [1365/3516] Forecasting GPI...
[2025-12-03T20:41:30.349002] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-03T20:41:30.349030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-03T20:41:30.360170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-03T20:41:30.360444] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-03T20:41:30.361210] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-03T20:41:30.361259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:30.361289] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:30.361315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:30.361369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:30.418966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:30.419599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:30.419677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:30.419710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:30.541042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:30.541180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:30.541218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:30.541247] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:30.544599] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-12-03T20:41:30.544865] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-03T20:41:30.544986] [INFO ] [sig       ] GPI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:30.686393] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GPI.txt
[2025-12-03T20:41:30.686536] [INFO ] [sig       ] [1365/3516] Completed GPI in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:30.686596] [INFO ] [sig       ] [1366/3516] Forecasting GPIQ...
[2025-12-03T20:41:30.686626] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-03T20:41:30.686654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-03T20:41:30.698062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-03T20:41:30.698346] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-03T20:41:30.699293] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-03T20:41:30.699343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:30.699375] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:30.699402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:30.699458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:30.756690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:30.757461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:30.757597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:30.757642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:30.877798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:30.877942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:30.877995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:30.878032] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:30.881341] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-03T20:41:30.881628] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-03T20:41:30.881751] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:31.019662] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GPIQ.txt
[2025-12-03T20:41:31.019804] [INFO ] [sig       ] [1366/3516] Completed GPIQ in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:31.019841] [INFO ] [sig       ] [1367/3516] Forecasting GPIX...
[2025-12-03T20:41:31.019871] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-03T20:41:31.019900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-03T20:41:31.030857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-03T20:41:31.031135] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-03T20:41:31.031888] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-03T20:41:31.031938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:31.031968] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:31.031993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:31.032048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:31.086235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:31.086834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:31.086907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:31.086938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:31.201871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:31.202023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:31.202059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:31.202086] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:31.205304] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=55.30%)
[2025-12-03T20:41:31.205559] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-03T20:41:31.205695] [INFO ] [sig       ] GPIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:31.343699] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GPIX.txt
[2025-12-03T20:41:31.343819] [INFO ] [sig       ] [1367/3516] Completed GPIX in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:31.343860] [INFO ] [sig       ] [1368/3516] Forecasting GPJA...
[2025-12-03T20:41:31.343889] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-03T20:41:31.343922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-03T20:41:31.354412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-03T20:41:31.354700] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-03T20:41:31.355420] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-03T20:41:31.355473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:31.355503] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:31.355528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:31.355606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:31.410376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:31.410993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:31.411071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:31.411102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:31.524499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:31.524645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:31.524682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:31.524708] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:31.527876] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=83.48%)
[2025-12-03T20:41:31.528168] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-03T20:41:31.528284] [INFO ] [sig       ] GPJA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:31.665479] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GPJA.txt
[2025-12-03T20:41:31.665645] [INFO ] [sig       ] [1368/3516] Completed GPJA in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:31.665684] [INFO ] [sig       ] [1369/3516] Forecasting GPK...
[2025-12-03T20:41:31.665713] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-03T20:41:31.665741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-03T20:41:31.676715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-03T20:41:31.676983] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-03T20:41:31.677723] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-03T20:41:31.677773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:31.677804] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:31.677831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:31.677885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:31.733348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:31.734012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:31.734088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:31.734120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:31.854733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:31.854887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:31.854929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:31.854957] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:31.858256] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-12-03T20:41:31.858526] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-03T20:41:31.858667] [INFO ] [sig       ] GPK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:32.007156] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GPK.txt
[2025-12-03T20:41:32.007338] [INFO ] [sig       ] [1369/3516] Completed GPK in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:32.007380] [INFO ] [sig       ] [1370/3516] Forecasting GPN...
[2025-12-03T20:41:32.007408] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-03T20:41:32.007436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-03T20:41:32.018819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-03T20:41:32.019116] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-03T20:41:32.019892] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-03T20:41:32.019943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:32.019976] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:32.020003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:32.020060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:32.076647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:32.077232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:32.077309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:32.077342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:32.198008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:32.198156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:32.198193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:32.198220] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:32.201416] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-03T20:41:32.201698] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-03T20:41:32.201815] [INFO ] [sig       ] GPN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:32.339925] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GPN.txt
[2025-12-03T20:41:32.340062] [INFO ] [sig       ] [1370/3516] Completed GPN in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:32.340108] [INFO ] [sig       ] [1371/3516] Forecasting GPRE...
[2025-12-03T20:41:32.340138] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-03T20:41:32.340168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-03T20:41:32.351257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-03T20:41:32.351535] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-03T20:41:32.352297] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-03T20:41:32.352348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:32.352379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:32.352406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:32.352463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:32.409237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:32.409899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:32.409977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:32.410009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:32.530119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:32.530266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:32.530304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:32.530333] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:32.533749] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-12-03T20:41:32.534014] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-03T20:41:32.534136] [INFO ] [sig       ] GPRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:32.675159] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GPRE.txt
[2025-12-03T20:41:32.675299] [INFO ] [sig       ] [1371/3516] Completed GPRE in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:32.675337] [INFO ] [sig       ] [1372/3516] Forecasting GPRK...
[2025-12-03T20:41:32.675365] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-03T20:41:32.675393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-03T20:41:32.687018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-03T20:41:32.687323] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-03T20:41:32.688132] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-03T20:41:32.688182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:32.688212] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:32.688237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:32.688294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:32.744256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:32.744871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:32.744946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:32.744979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:32.866097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:32.866241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:32.866278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:32.866305] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:32.869524] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-03T20:41:32.869797] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-03T20:41:32.869913] [INFO ] [sig       ] GPRK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:33.007229] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GPRK.txt
[2025-12-03T20:41:33.007360] [INFO ] [sig       ] [1372/3516] Completed GPRK in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:33.007398] [INFO ] [sig       ] [1373/3516] Forecasting GPRO...
[2025-12-03T20:41:33.007426] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-03T20:41:33.007454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-03T20:41:33.019067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-03T20:41:33.019343] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-03T20:41:33.020091] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-03T20:41:33.020140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:33.020196] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:33.020224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:33.020280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:33.074628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:33.075223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:33.075295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:33.075326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:33.199099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:33.199252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:33.199290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:33.199317] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:33.202540] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-03T20:41:33.202816] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-03T20:41:33.202933] [INFO ] [sig       ] GPRO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:33.339727] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GPRO.txt
[2025-12-03T20:41:33.339848] [INFO ] [sig       ] [1373/3516] Completed GPRO in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:33.339885] [INFO ] [sig       ] [1374/3516] Forecasting GRAB...
[2025-12-03T20:41:33.339914] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-03T20:41:33.339942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-03T20:41:33.350938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-03T20:41:33.351231] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-03T20:41:33.351979] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-03T20:41:33.352029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:33.352059] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:33.352084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:33.352139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:33.407380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:33.408031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:33.408108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:33.408139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:33.524380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:33.524519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:33.524557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:33.524603] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:33.527760] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-03T20:41:33.528040] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-03T20:41:33.528164] [INFO ] [sig       ] GRAB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:33.665007] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GRAB.txt
[2025-12-03T20:41:33.665123] [INFO ] [sig       ] [1374/3516] Completed GRAB in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.1m
[2025-12-03T20:41:33.665159] [INFO ] [sig       ] [1375/3516] Forecasting GRAL...
[2025-12-03T20:41:33.665188] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-03T20:41:33.665216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-03T20:41:33.676283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-03T20:41:33.676559] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-03T20:41:33.677305] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-03T20:41:33.677354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:33.677386] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:33.677412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:33.677477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:33.732666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:33.733458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:33.733536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:33.733568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:33.855115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:33.855266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:33.855304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:33.855333] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:33.858666] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2025-12-03T20:41:33.858930] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-03T20:41:33.859050] [INFO ] [sig       ] GRAL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:33.997155] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GRAL.txt
[2025-12-03T20:41:33.997283] [INFO ] [sig       ] [1375/3516] Completed GRAL in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.0m
[2025-12-03T20:41:33.997334] [INFO ] [sig       ] [1376/3516] Forecasting GRBK...
[2025-12-03T20:41:33.997367] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-03T20:41:33.997396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-03T20:41:34.008903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-03T20:41:34.009208] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-03T20:41:34.009987] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-03T20:41:34.010038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:34.010069] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:34.010097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:34.010154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:34.070624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:34.071337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:34.071415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:34.071447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:34.193532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:34.193706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:34.193745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:34.193803] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:34.197125] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-12-03T20:41:34.197393] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-03T20:41:34.197514] [INFO ] [sig       ] GRBK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:34.337526] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GRBK.txt
[2025-12-03T20:41:34.337666] [INFO ] [sig       ] [1376/3516] Completed GRBK in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.0m
[2025-12-03T20:41:34.337703] [INFO ] [sig       ] [1377/3516] Forecasting GRC...
[2025-12-03T20:41:34.337731] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-03T20:41:34.337759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-03T20:41:34.348740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-03T20:41:34.349005] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-03T20:41:34.349761] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-03T20:41:34.349820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:34.349851] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:34.349876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:34.349930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:34.404652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:34.405339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:34.405415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:34.405446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:34.521361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:34.521515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:34.521556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:34.521602] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:34.524863] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=77.55%)
[2025-12-03T20:41:34.525124] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-03T20:41:34.525240] [INFO ] [sig       ] GRC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:34.661511] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GRC.txt
[2025-12-03T20:41:34.661653] [INFO ] [sig       ] [1377/3516] Completed GRC in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.0m
[2025-12-03T20:41:34.661692] [INFO ] [sig       ] [1378/3516] Forecasting GREE...
[2025-12-03T20:41:34.661720] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-03T20:41:34.661748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-03T20:41:34.673387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-03T20:41:34.673698] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-03T20:41:34.674423] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-03T20:41:34.674471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:34.674501] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:34.674526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:34.674600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:34.729371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:34.729989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:34.730060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:34.730091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:34.845842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:34.845991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:34.846028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:34.846055] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:34.849360] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-03T20:41:34.849638] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-03T20:41:34.849758] [INFO ] [sig       ] GREE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:34.985548] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GREE.txt
[2025-12-03T20:41:34.985698] [INFO ] [sig       ] [1378/3516] Completed GREE in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:34.985736] [INFO ] [sig       ] [1379/3516] Forecasting GRFS...
[2025-12-03T20:41:34.985763] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-03T20:41:34.985792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-03T20:41:34.996767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-03T20:41:34.997039] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-03T20:41:34.997891] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-03T20:41:34.997941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:34.997971] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:34.998022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:34.998088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:35.053975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:35.054597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:35.054673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:35.054704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:35.175602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:35.175746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:35.175782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:35.175809] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:35.179159] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-03T20:41:35.179425] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-03T20:41:35.179553] [INFO ] [sig       ] GRFS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:35.318706] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GRFS.txt
[2025-12-03T20:41:35.318826] [INFO ] [sig       ] [1379/3516] Completed GRFS in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:35.318862] [INFO ] [sig       ] [1380/3516] Forecasting GRI...
[2025-12-03T20:41:35.318889] [INFO ] [sig       ] Generating forecast for: GRI
[2025-12-03T20:41:35.318917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-12-03T20:41:35.329973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-12-03T20:41:35.330252] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-12-03T20:41:35.330995] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-12-03T20:41:35.331044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:35.331075] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:35.331100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:35.331154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:35.387243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:35.387878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:35.387953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:35.388000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:35.509109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:35.509267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:35.509309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:35.509338] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:35.512678] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-03T20:41:35.512950] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-12-03T20:41:35.513078] [INFO ] [sig       ] GRI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:35.652106] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GRI.txt
[2025-12-03T20:41:35.652256] [INFO ] [sig       ] [1380/3516] Completed GRI in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:35.652296] [INFO ] [sig       ] [1381/3516] Forecasting GRID...
[2025-12-03T20:41:35.652324] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-03T20:41:35.652352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-03T20:41:35.664393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-03T20:41:35.664741] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-03T20:41:35.665555] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-03T20:41:35.665625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:35.665674] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:35.665722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:35.665787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:35.739358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:35.740530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:35.740678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:35.740732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:35.865069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:35.865217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:35.865256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:35.865282] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:35.868637] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-03T20:41:35.868919] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-03T20:41:35.869041] [INFO ] [sig       ] GRID: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:36.006410] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GRID.txt
[2025-12-03T20:41:36.006534] [INFO ] [sig       ] [1381/3516] Completed GRID in 0.4s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:36.006593] [INFO ] [sig       ] [1382/3516] Forecasting GRMN...
[2025-12-03T20:41:36.006625] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-03T20:41:36.006653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-03T20:41:36.017844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-03T20:41:36.018156] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-03T20:41:36.018930] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-03T20:41:36.018980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:36.019010] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:36.019036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:36.019092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:36.075993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:36.076644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:36.076719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:36.076751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:36.195026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:36.195169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:36.195206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:36.195233] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:36.198560] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-12-03T20:41:36.198861] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-03T20:41:36.198981] [INFO ] [sig       ] GRMN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:36.335667] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GRMN.txt
[2025-12-03T20:41:36.335787] [INFO ] [sig       ] [1382/3516] Completed GRMN in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:36.335823] [INFO ] [sig       ] [1383/3516] Forecasting GRND...
[2025-12-03T20:41:36.335850] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-03T20:41:36.335878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-03T20:41:36.347142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-03T20:41:36.347414] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-03T20:41:36.348184] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-03T20:41:36.348232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:36.348261] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:36.348287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:36.348340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:36.408438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:36.409330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:36.409448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:36.409481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:36.538275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:36.538426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:36.538464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:36.538491] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:36.541918] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=41.73%)
[2025-12-03T20:41:36.542179] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-03T20:41:36.542298] [INFO ] [sig       ] GRND: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:36.679532] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GRND.txt
[2025-12-03T20:41:36.679669] [INFO ] [sig       ] [1383/3516] Completed GRND in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:36.679707] [INFO ] [sig       ] [1384/3516] Forecasting GRPN...
[2025-12-03T20:41:36.679736] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-03T20:41:36.679764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-03T20:41:36.691212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-03T20:41:36.691492] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-03T20:41:36.692334] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-03T20:41:36.692385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:36.692414] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:36.692439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:36.692492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:36.748905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:36.749697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:36.749774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:36.749806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:36.870664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:36.870839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:36.870883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:36.870911] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:36.874175] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-03T20:41:36.874431] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-03T20:41:36.874549] [INFO ] [sig       ] GRPN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:37.011009] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GRPN.txt
[2025-12-03T20:41:37.011128] [INFO ] [sig       ] [1384/3516] Completed GRPN in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:37.011165] [INFO ] [sig       ] [1385/3516] Forecasting GRVY...
[2025-12-03T20:41:37.011193] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-03T20:41:37.011221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-03T20:41:37.022013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-03T20:41:37.022260] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-03T20:41:37.023009] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-03T20:41:37.023059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:37.023090] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:37.023116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:37.023170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:37.078222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:37.078852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:37.078927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:37.078957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:37.187872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:37.188029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:37.188075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:37.188104] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:37.191384] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2025-12-03T20:41:37.191696] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-03T20:41:37.191853] [INFO ] [sig       ] GRVY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:37.333100] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GRVY.txt
[2025-12-03T20:41:37.333236] [INFO ] [sig       ] [1385/3516] Completed GRVY in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:37.333275] [INFO ] [sig       ] [1386/3516] Forecasting GRWG...
[2025-12-03T20:41:37.333306] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-03T20:41:37.333336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-03T20:41:37.344851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-03T20:41:37.345125] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-03T20:41:37.345870] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-03T20:41:37.345919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:37.345949] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:37.345975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:37.346029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:37.401846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:37.402469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:37.402544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:37.402591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:37.520982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:37.521137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:37.521173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:37.521201] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:37.524448] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=42.51%)
[2025-12-03T20:41:37.524735] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-03T20:41:37.524851] [INFO ] [sig       ] GRWG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:37.662376] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GRWG.txt
[2025-12-03T20:41:37.662520] [INFO ] [sig       ] [1386/3516] Completed GRWG in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:37.662559] [INFO ] [sig       ] [1387/3516] Forecasting GRX...
[2025-12-03T20:41:37.662605] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-03T20:41:37.662638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-03T20:41:37.673176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-03T20:41:37.673431] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-03T20:41:37.674191] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-03T20:41:37.674241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:37.674271] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:37.674297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:37.674351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:37.730185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:37.730834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:37.730907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:37.730938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:37.838664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:37.838826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:37.838864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:37.838891] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:37.842287] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-03T20:41:37.842552] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-03T20:41:37.842716] [INFO ] [sig       ] GRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:37.980158] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GRX.txt
[2025-12-03T20:41:37.980270] [INFO ] [sig       ] [1387/3516] Completed GRX in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:37.980305] [INFO ] [sig       ] [1388/3516] Forecasting GS...
[2025-12-03T20:41:37.980334] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-03T20:41:37.980362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-03T20:41:37.991563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-03T20:41:37.991856] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-03T20:41:37.992594] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-03T20:41:37.992647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:37.992699] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:37.992726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:37.992780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:38.047369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:38.048007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:38.048082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:38.048113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:38.171635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:38.171792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:38.171830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:38.171856] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:38.175063] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-03T20:41:38.175320] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-03T20:41:38.175437] [INFO ] [sig       ] GS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:38.315282] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GS.txt
[2025-12-03T20:41:38.315442] [INFO ] [sig       ] [1388/3516] Completed GS in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:38.315483] [INFO ] [sig       ] [1389/3516] Forecasting GSBC...
[2025-12-03T20:41:38.315512] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-03T20:41:38.315541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-03T20:41:38.326734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-03T20:41:38.327106] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-03T20:41:38.327886] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-03T20:41:38.327934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:38.327965] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:38.328012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:38.328067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:38.383440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:38.384299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:38.384380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:38.384412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:38.499232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:38.499386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:38.499424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:38.499451] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:38.502692] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=33.41%)
[2025-12-03T20:41:38.502951] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-03T20:41:38.503065] [INFO ] [sig       ] GSBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:38.638386] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GSBC.txt
[2025-12-03T20:41:38.638501] [INFO ] [sig       ] [1389/3516] Completed GSBC in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:38.638538] [INFO ] [sig       ] [1390/3516] Forecasting GSBD...
[2025-12-03T20:41:38.638566] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-03T20:41:38.638613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-03T20:41:38.650141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-03T20:41:38.650454] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-03T20:41:38.651201] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-03T20:41:38.651249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:38.651306] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:38.651334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:38.651389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:38.706313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:38.706942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:38.707016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:38.707047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:38.825195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:38.825349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:38.825390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:38.825418] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:38.828725] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-03T20:41:38.829000] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-03T20:41:38.829124] [INFO ] [sig       ] GSBD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:38.972704] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GSBD.txt
[2025-12-03T20:41:38.972866] [INFO ] [sig       ] [1390/3516] Completed GSBD in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:38.972911] [INFO ] [sig       ] [1391/3516] Forecasting GSHD...
[2025-12-03T20:41:38.972942] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-03T20:41:38.972970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-03T20:41:38.984518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-03T20:41:38.984839] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-03T20:41:38.985656] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-03T20:41:38.985713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:38.985746] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:38.985772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:38.985829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:39.065741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:39.066794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:39.066898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:39.066949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:39.199554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:39.199727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:39.199768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:39.199795] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:39.203036] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-03T20:41:39.203296] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-03T20:41:39.203413] [INFO ] [sig       ] GSHD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:39.339374] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GSHD.txt
[2025-12-03T20:41:39.339528] [INFO ] [sig       ] [1391/3516] Completed GSHD in 0.4s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:39.339592] [INFO ] [sig       ] [1392/3516] Forecasting GSK...
[2025-12-03T20:41:39.339625] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-03T20:41:39.339658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-03T20:41:39.352353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-03T20:41:39.352791] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-03T20:41:39.353590] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-03T20:41:39.353644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:39.353676] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:39.353702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:39.353757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:39.410604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:39.411308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:39.411385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:39.411418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:39.537176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:39.537322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:39.537360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:39.537387] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:39.540806] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-03T20:41:39.541071] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-03T20:41:39.541188] [INFO ] [sig       ] GSK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:39.678612] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GSK.txt
[2025-12-03T20:41:39.678754] [INFO ] [sig       ] [1392/3516] Completed GSK in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.0m
[2025-12-03T20:41:39.678793] [INFO ] [sig       ] [1393/3516] Forecasting GSL...
[2025-12-03T20:41:39.678821] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-03T20:41:39.678851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-03T20:41:39.690092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-03T20:41:39.690393] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-03T20:41:39.691178] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-03T20:41:39.691228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:39.691259] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:39.691286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:39.691341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:39.748104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:39.748728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:39.748801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:39.748831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:39.875155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:39.875294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:39.875347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:39.875414] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:39.879826] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-03T20:41:39.880199] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-03T20:41:39.880353] [INFO ] [sig       ] GSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:40.018997] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GSL.txt
[2025-12-03T20:41:40.019150] [INFO ] [sig       ] [1393/3516] Completed GSL in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 11.9m
[2025-12-03T20:41:40.019189] [INFO ] [sig       ] [1394/3516] Forecasting GSM...
[2025-12-03T20:41:40.019216] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-03T20:41:40.019245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-03T20:41:40.031115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-03T20:41:40.031522] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-03T20:41:40.032308] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-03T20:41:40.032360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:40.032390] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:40.032415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:40.032469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:40.087721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:40.088566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:40.088666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:40.088697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:40.206515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:40.206688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:40.206726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:40.206753] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:40.210139] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=39.04%)
[2025-12-03T20:41:40.210443] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-03T20:41:40.210590] [INFO ] [sig       ] GSM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:40.351269] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GSM.txt
[2025-12-03T20:41:40.351417] [INFO ] [sig       ] [1394/3516] Completed GSM in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 11.9m
[2025-12-03T20:41:40.351455] [INFO ] [sig       ] [1395/3516] Forecasting GTLB...
[2025-12-03T20:41:40.351482] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-03T20:41:40.351510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-03T20:41:40.363408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-03T20:41:40.363765] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-03T20:41:40.364546] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-03T20:41:40.364612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:40.364644] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:40.364670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:40.364729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:40.419761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:40.420397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:40.420472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:40.420504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:40.537957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:40.538122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:40.538160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:40.538212] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:40.541481] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=76.64%)
[2025-12-03T20:41:40.541763] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-03T20:41:40.541879] [INFO ] [sig       ] GTLB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:40.678654] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GTLB.txt
[2025-12-03T20:41:40.678788] [INFO ] [sig       ] [1395/3516] Completed GTLB in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 11.9m
[2025-12-03T20:41:40.678832] [INFO ] [sig       ] [1396/3516] Forecasting GTLS...
[2025-12-03T20:41:40.678865] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-03T20:41:40.678893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-03T20:41:40.691004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-03T20:41:40.691384] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-03T20:41:40.692210] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-03T20:41:40.692261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:40.692292] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:40.692316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:40.692370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:40.747127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:40.748006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:40.748087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:40.748118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:40.870880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:40.871037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:40.871074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:40.871100] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:40.874400] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=44.37%)
[2025-12-03T20:41:40.874697] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-03T20:41:40.874817] [INFO ] [sig       ] GTLS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:41.011360] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GTLS.txt
[2025-12-03T20:41:41.011511] [INFO ] [sig       ] [1396/3516] Completed GTLS in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:41.011550] [INFO ] [sig       ] [1397/3516] Forecasting GTN...
[2025-12-03T20:41:41.011606] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-03T20:41:41.011638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-03T20:41:41.022956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-03T20:41:41.023261] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-03T20:41:41.023998] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-03T20:41:41.024047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:41.024077] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:41.024102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:41.024156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:41.079476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:41.080295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:41.080398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:41.080431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:41.205164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:41.205316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:41.205354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:41.205381] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:41.208668] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=29.05%)
[2025-12-03T20:41:41.208931] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-03T20:41:41.209050] [INFO ] [sig       ] GTN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:41.345380] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GTN.txt
[2025-12-03T20:41:41.345530] [INFO ] [sig       ] [1397/3516] Completed GTN in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:41.345589] [INFO ] [sig       ] [1398/3516] Forecasting GTX...
[2025-12-03T20:41:41.345621] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-03T20:41:41.345650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-03T20:41:41.357408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-03T20:41:41.357751] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-03T20:41:41.358521] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-03T20:41:41.358570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:41.358622] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:41.358648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:41.358702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:41.414835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:41.415635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:41.415710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:41.415742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:41.536455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:41.536637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:41.536686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:41.536719] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:41.540125] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2025-12-03T20:41:41.540392] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-03T20:41:41.540514] [INFO ] [sig       ] GTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:41.678234] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GTX.txt
[2025-12-03T20:41:41.678359] [INFO ] [sig       ] [1398/3516] Completed GTX in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:41.678397] [INFO ] [sig       ] [1399/3516] Forecasting GTY...
[2025-12-03T20:41:41.678424] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-03T20:41:41.678452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-03T20:41:41.689444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-03T20:41:41.689745] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-03T20:41:41.690463] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-03T20:41:41.690511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:41.690541] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:41.690600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:41.690660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:41.746623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:41.747306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:41.747384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:41.747415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:41.868473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:41.868639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:41.868684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:41.868716] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:41.871996] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=13.92%)
[2025-12-03T20:41:41.872253] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-03T20:41:41.872369] [INFO ] [sig       ] GTY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:42.008667] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GTY.txt
[2025-12-03T20:41:42.008811] [INFO ] [sig       ] [1399/3516] Completed GTY in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:42.008856] [INFO ] [sig       ] [1400/3516] Forecasting GUG...
[2025-12-03T20:41:42.008884] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-03T20:41:42.008912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-03T20:41:42.024042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-03T20:41:42.024504] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-03T20:41:42.025544] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-03T20:41:42.025633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:42.025677] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:42.025712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:42.025788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:42.088294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:42.089174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:42.089308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:42.089354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:42.207184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:42.207332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:42.207370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:42.207397] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:42.210670] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-12-03T20:41:42.210930] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-03T20:41:42.211048] [INFO ] [sig       ] GUG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:42.347256] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GUG.txt
[2025-12-03T20:41:42.347407] [INFO ] [sig       ] [1400/3516] Completed GUG in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:42.347446] [INFO ] [sig       ] [1401/3516] Forecasting GVA...
[2025-12-03T20:41:42.347475] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-03T20:41:42.347503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-03T20:41:42.358824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-03T20:41:42.359131] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-03T20:41:42.359913] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-03T20:41:42.359962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:42.359992] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:42.360017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:42.360072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:42.415054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:42.415671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:42.415751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:42.415782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:42.531304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:42.531455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:42.531493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:42.531520] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:42.534750] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-03T20:41:42.535007] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-03T20:41:42.535125] [INFO ] [sig       ] GVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:42.675686] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GVA.txt
[2025-12-03T20:41:42.675812] [INFO ] [sig       ] [1401/3516] Completed GVA in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:42.675851] [INFO ] [sig       ] [1402/3516] Forecasting GWH...
[2025-12-03T20:41:42.675879] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-03T20:41:42.675907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-03T20:41:42.691191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-03T20:41:42.691488] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-03T20:41:42.692244] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-03T20:41:42.692293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:42.692322] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:42.692346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:42.692400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:42.747738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:42.748380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:42.748456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:42.748486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:42.869793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:42.869911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:42.869948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:42.869975] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:42.873177] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-03T20:41:42.873432] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-03T20:41:42.873551] [INFO ] [sig       ] GWH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:43.014983] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GWH.txt
[2025-12-03T20:41:43.015139] [INFO ] [sig       ] [1402/3516] Completed GWH in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:43.015179] [INFO ] [sig       ] [1403/3516] Forecasting GWRS...
[2025-12-03T20:41:43.015207] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-03T20:41:43.015243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-03T20:41:43.026855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-03T20:41:43.027217] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-03T20:41:43.027977] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-03T20:41:43.028050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:43.028081] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:43.028106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:43.028160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:43.083189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:43.084031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:43.084109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:43.084139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:43.197553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:43.197720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:43.197758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:43.197785] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:43.201030] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-12-03T20:41:43.201290] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-03T20:41:43.201407] [INFO ] [sig       ] GWRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:43.337303] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GWRS.txt
[2025-12-03T20:41:43.337459] [INFO ] [sig       ] [1403/3516] Completed GWRS in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:43.337499] [INFO ] [sig       ] [1404/3516] Forecasting GXAI...
[2025-12-03T20:41:43.337526] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-03T20:41:43.337555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-03T20:41:43.352506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-03T20:41:43.352909] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-03T20:41:43.353882] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-03T20:41:43.353942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:43.353981] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:43.354015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:43.354091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:43.415463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:43.416322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:43.416410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:43.416440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:43.531610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:43.531764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:43.531804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:43.531831] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:43.535117] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2025-12-03T20:41:43.535383] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-03T20:41:43.535503] [INFO ] [sig       ] GXAI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:43.673385] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/GXAI.txt
[2025-12-03T20:41:43.673513] [INFO ] [sig       ] [1404/3516] Completed GXAI in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:43.673549] [INFO ] [sig       ] [1405/3516] Forecasting GYRE...
[2025-12-03T20:41:43.673595] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-03T20:41:43.673627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-03T20:41:43.684611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-03T20:41:43.684912] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-03T20:41:43.685664] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-03T20:41:43.685717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:43.685754] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:43.685786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:43.685853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:43.741146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:43.741814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:43.741902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:43.741934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:43.858772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:43.858917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:43.858954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:43.858980] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:43.862265] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-12-03T20:41:43.862523] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-03T20:41:43.862655] [INFO ] [sig       ] GYRE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:43.998759] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/GYRE.txt
[2025-12-03T20:41:43.998907] [INFO ] [sig       ] [1405/3516] Completed GYRE in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:43.998945] [INFO ] [sig       ] [1406/3516] Forecasting H...
[2025-12-03T20:41:43.998973] [INFO ] [sig       ] Generating forecast for: H
[2025-12-03T20:41:43.999001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-03T20:41:44.010675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-03T20:41:44.011004] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-03T20:41:44.011775] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-03T20:41:44.011825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:44.011856] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:44.011882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:44.011936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:44.067412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:44.068161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:44.068243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:44.068274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:44.182800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:44.182947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:44.182984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:44.183011] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:44.186262] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-12-03T20:41:44.186518] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-03T20:41:44.186654] [INFO ] [sig       ] H: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:44.322062] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/H.txt
[2025-12-03T20:41:44.322197] [INFO ] [sig       ] [1406/3516] Completed H in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:44.322234] [INFO ] [sig       ] [1407/3516] Forecasting HAE...
[2025-12-03T20:41:44.322262] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-03T20:41:44.322291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-03T20:41:44.333251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-03T20:41:44.333538] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-03T20:41:44.334292] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-03T20:41:44.334340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:44.334397] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:44.334424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:44.334480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:44.390176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:44.390869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:44.390946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:44.390986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:44.513239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:44.513393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:44.513432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:44.513461] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:44.516850] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-03T20:41:44.517125] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-03T20:41:44.517250] [INFO ] [sig       ] HAE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:44.653522] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HAE.txt
[2025-12-03T20:41:44.653666] [INFO ] [sig       ] [1407/3516] Completed HAE in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:44.653703] [INFO ] [sig       ] [1408/3516] Forecasting HAFC...
[2025-12-03T20:41:44.653732] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-03T20:41:44.653760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-03T20:41:44.664645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-03T20:41:44.664945] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-03T20:41:44.665692] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-03T20:41:44.665741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:44.665772] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:44.665797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:44.665851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:44.720517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:44.721174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:44.721248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:44.721279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:44.839264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:44.839431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:44.839468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:44.839495] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:44.842717] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-03T20:41:44.842976] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-03T20:41:44.843091] [INFO ] [sig       ] HAFC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:44.980065] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HAFC.txt
[2025-12-03T20:41:44.980198] [INFO ] [sig       ] [1408/3516] Completed HAFC in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:44.980236] [INFO ] [sig       ] [1409/3516] Forecasting HAIN...
[2025-12-03T20:41:44.980265] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-03T20:41:44.980293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-03T20:41:44.991689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-03T20:41:44.991971] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-03T20:41:44.992723] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-03T20:41:44.992772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:44.992803] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:44.992829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:44.992884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:45.049496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:45.050258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:45.050335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:45.050369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:45.172858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:45.173018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:45.173253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:45.173280] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:45.176837] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-03T20:41:45.177102] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-03T20:41:45.177223] [INFO ] [sig       ] HAIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:45.317540] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HAIN.txt
[2025-12-03T20:41:45.317693] [INFO ] [sig       ] [1409/3516] Completed HAIN in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.9m
[2025-12-03T20:41:45.317730] [INFO ] [sig       ] [1410/3516] Forecasting HAL...
[2025-12-03T20:41:45.317762] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-03T20:41:45.317797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-03T20:41:45.329780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-03T20:41:45.330148] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-03T20:41:45.330966] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-03T20:41:45.331015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:45.331045] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:45.331069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:45.331123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:45.388016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:45.388883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:45.388976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:45.389011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:45.510360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:45.510511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:45.510549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:45.510653] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:45.514256] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-03T20:41:45.514600] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-03T20:41:45.514741] [INFO ] [sig       ] HAL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:45.659955] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HAL.txt
[2025-12-03T20:41:45.660087] [INFO ] [sig       ] [1410/3516] Completed HAL in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.8m
[2025-12-03T20:41:45.660124] [INFO ] [sig       ] [1411/3516] Forecasting HALO...
[2025-12-03T20:41:45.660154] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-03T20:41:45.660182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-03T20:41:45.671324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-03T20:41:45.671719] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-03T20:41:45.672508] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-03T20:41:45.672559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:45.672612] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:45.672639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:45.672712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:45.732133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:45.732972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:45.733052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:45.733084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:45.855227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:45.855381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:45.855418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:45.855445] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:45.858787] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=37.83%)
[2025-12-03T20:41:45.859050] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-03T20:41:45.859170] [INFO ] [sig       ] HALO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:46.000015] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HALO.txt
[2025-12-03T20:41:46.000147] [INFO ] [sig       ] [1411/3516] Completed HALO in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.8m
[2025-12-03T20:41:46.000185] [INFO ] [sig       ] [1412/3516] Forecasting HAS...
[2025-12-03T20:41:46.000213] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-03T20:41:46.000243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-03T20:41:46.012319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-03T20:41:46.012654] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-03T20:41:46.013451] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-03T20:41:46.013501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:46.013544] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:46.013591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:46.013651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:46.070936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:46.071600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:46.071677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:46.071708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:46.190967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:46.191118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:46.191157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:46.191184] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:46.194626] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=61.80%)
[2025-12-03T20:41:46.194911] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-03T20:41:46.195041] [INFO ] [sig       ] HAS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:46.336257] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HAS.txt
[2025-12-03T20:41:46.336405] [INFO ] [sig       ] [1412/3516] Completed HAS in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.8m
[2025-12-03T20:41:46.336442] [INFO ] [sig       ] [1413/3516] Forecasting HASI...
[2025-12-03T20:41:46.336470] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-03T20:41:46.336499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-03T20:41:46.347858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-03T20:41:46.348218] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-03T20:41:46.349020] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-03T20:41:46.349071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:46.349102] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:46.349128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:46.349183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:46.407415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:46.408291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:46.408374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:46.408406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:46.533162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:46.533316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:46.533354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:46.533380] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:46.536694] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-03T20:41:46.536991] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-03T20:41:46.537117] [INFO ] [sig       ] HASI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:46.676054] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HASI.txt
[2025-12-03T20:41:46.676180] [INFO ] [sig       ] [1413/3516] Completed HASI in 0.3s | 2.96 sym/s | Total: 7.9m | ETA: 11.8m
[2025-12-03T20:41:46.676217] [INFO ] [sig       ] [1414/3516] Forecasting HBANP...
[2025-12-03T20:41:46.676246] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-03T20:41:46.676273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-03T20:41:46.687008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-03T20:41:46.687292] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-03T20:41:46.688093] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-03T20:41:46.688141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:46.688172] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:46.688197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:46.688252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:46.743454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:46.744036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:46.744107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:46.744139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:46.856933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:46.857067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:46.857104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:46.857131] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:46.860321] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=55.73%)
[2025-12-03T20:41:46.860596] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-03T20:41:46.860715] [INFO ] [sig       ] HBANP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:46.996545] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HBANP.txt
[2025-12-03T20:41:46.996676] [INFO ] [sig       ] [1414/3516] Completed HBANP in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:46.996713] [INFO ] [sig       ] [1415/3516] Forecasting HBB...
[2025-12-03T20:41:46.996741] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-03T20:41:46.996770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-03T20:41:47.007793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-03T20:41:47.008129] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-03T20:41:47.008884] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-03T20:41:47.008935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:47.008966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:47.008991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:47.009046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:47.064307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:47.064911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:47.064983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:47.065014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:47.182330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:47.182476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:47.182513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:47.182543] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:47.185922] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-12-03T20:41:47.186218] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-03T20:41:47.186345] [INFO ] [sig       ] HBB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:47.325616] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HBB.txt
[2025-12-03T20:41:47.325759] [INFO ] [sig       ] [1415/3516] Completed HBB in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:47.325805] [INFO ] [sig       ] [1416/3516] Forecasting HBCP...
[2025-12-03T20:41:47.325836] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-03T20:41:47.325866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-03T20:41:47.336997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-03T20:41:47.337266] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-03T20:41:47.338148] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-03T20:41:47.338196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:47.338226] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:47.338250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:47.338303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:47.393057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:47.393644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:47.393717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:47.393748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:47.508942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:47.509097] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:41:47.509135] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:47.509161] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:47.512425] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=65.53%)
[2025-12-03T20:41:47.512698] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-03T20:41:47.512818] [INFO ] [sig       ] HBCP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:47.651957] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HBCP.txt
[2025-12-03T20:41:47.652107] [INFO ] [sig       ] [1416/3516] Completed HBCP in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:47.652144] [INFO ] [sig       ] [1417/3516] Forecasting HBM...
[2025-12-03T20:41:47.652173] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-03T20:41:47.652201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-03T20:41:47.663403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-03T20:41:47.663699] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-03T20:41:47.664424] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-03T20:41:47.664472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:47.664502] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:47.664528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:47.664600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:47.719687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:47.720289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:47.720389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:47.720421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:47.840384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:47.840520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:47.840556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:47.840601] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:47.843752] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-03T20:41:47.844013] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-03T20:41:47.844145] [INFO ] [sig       ] HBM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:47.979909] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HBM.txt
[2025-12-03T20:41:47.980027] [INFO ] [sig       ] [1417/3516] Completed HBM in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:47.980065] [INFO ] [sig       ] [1418/3516] Forecasting HBNC...
[2025-12-03T20:41:47.980095] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-03T20:41:47.980124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-03T20:41:47.991743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-03T20:41:47.992047] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-03T20:41:47.992831] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-03T20:41:47.992881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:47.992913] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:47.992939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:47.992996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:48.050300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:48.050954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:48.051031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:48.051062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:48.170057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:48.170198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:48.170234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:48.170261] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:48.173459] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-12-03T20:41:48.173734] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-03T20:41:48.173855] [INFO ] [sig       ] HBNC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:48.310623] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HBNC.txt
[2025-12-03T20:41:48.310740] [INFO ] [sig       ] [1418/3516] Completed HBNC in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:48.310776] [INFO ] [sig       ] [1419/3516] Forecasting HCA...
[2025-12-03T20:41:48.310805] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-03T20:41:48.310840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-03T20:41:48.321815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-03T20:41:48.322107] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-03T20:41:48.322850] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-03T20:41:48.322904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:48.322935] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:48.322961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:48.323033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:48.377521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:48.378176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:48.378248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:48.378279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:48.495627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:48.495779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:48.495837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:48.495865] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:48.499241] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=97.86%)
[2025-12-03T20:41:48.499534] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-03T20:41:48.499681] [INFO ] [sig       ] HCA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:48.640469] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HCA.txt
[2025-12-03T20:41:48.640633] [INFO ] [sig       ] [1419/3516] Completed HCA in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:48.640673] [INFO ] [sig       ] [1420/3516] Forecasting HCC...
[2025-12-03T20:41:48.640702] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-03T20:41:48.640730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-03T20:41:48.652164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-03T20:41:48.652493] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-03T20:41:48.653287] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-03T20:41:48.653337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:48.653368] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:48.653395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:48.653450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:48.711128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:48.711953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:48.712032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:48.712065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:48.837711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:48.837827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:48.837886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:48.837929] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:48.841928] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-12-03T20:41:48.842351] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-03T20:41:48.842565] [INFO ] [sig       ] HCC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:48.993729] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HCC.txt
[2025-12-03T20:41:48.993905] [INFO ] [sig       ] [1420/3516] Completed HCC in 0.4s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:48.993945] [INFO ] [sig       ] [1421/3516] Forecasting HCI...
[2025-12-03T20:41:48.993981] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-03T20:41:48.994009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-03T20:41:49.004933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-03T20:41:49.005261] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-03T20:41:49.006083] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-03T20:41:49.006134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:49.006167] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:49.006193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:49.006251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:49.063945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:49.064785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:49.064881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:49.064917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:49.183325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:49.183480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:49.183520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:49.183548] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:49.186883] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-03T20:41:49.187152] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-03T20:41:49.187276] [INFO ] [sig       ] HCI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:49.337251] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HCI.txt
[2025-12-03T20:41:49.337402] [INFO ] [sig       ] [1421/3516] Completed HCI in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:49.337439] [INFO ] [sig       ] [1422/3516] Forecasting HCM...
[2025-12-03T20:41:49.337467] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-03T20:41:49.337495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-03T20:41:49.348735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-03T20:41:49.349118] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-03T20:41:49.349960] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-03T20:41:49.350020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:49.350053] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:49.350080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:49.350135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:49.407287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:49.408115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:49.408195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:49.408227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:49.531225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:49.531378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:49.531417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:49.531445] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:49.534991] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=22.46%)
[2025-12-03T20:41:49.535335] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-03T20:41:49.535476] [INFO ] [sig       ] HCM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:49.677964] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HCM.txt
[2025-12-03T20:41:49.678123] [INFO ] [sig       ] [1422/3516] Completed HCM in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:49.678162] [INFO ] [sig       ] [1423/3516] Forecasting HCSG...
[2025-12-03T20:41:49.678190] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-03T20:41:49.678218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-03T20:41:49.689986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-03T20:41:49.690357] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-03T20:41:49.691180] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-03T20:41:49.691231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:49.691263] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:49.691302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:49.691359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:49.749423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:49.750250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:49.750328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:49.750361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:49.867413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:49.867565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:49.867621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:49.867649] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:49.870871] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-03T20:41:49.871129] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-03T20:41:49.871245] [INFO ] [sig       ] HCSG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:50.007637] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HCSG.txt
[2025-12-03T20:41:50.007749] [INFO ] [sig       ] [1423/3516] Completed HCSG in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:50.007784] [INFO ] [sig       ] [1424/3516] Forecasting HCTI...
[2025-12-03T20:41:50.007813] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-03T20:41:50.007841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-03T20:41:50.021206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-03T20:41:50.021502] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-03T20:41:50.022300] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-03T20:41:50.022359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:50.022420] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:50.022467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:50.022553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:50.079180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:50.079832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:50.079909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:50.079942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:50.192809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:50.192960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:50.192998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:50.193026] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:50.196380] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=10.66%)
[2025-12-03T20:41:50.196656] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-03T20:41:50.196777] [INFO ] [sig       ] HCTI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:50.331650] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HCTI.txt
[2025-12-03T20:41:50.331780] [INFO ] [sig       ] [1424/3516] Completed HCTI in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:50.331820] [INFO ] [sig       ] [1425/3516] Forecasting HD...
[2025-12-03T20:41:50.331847] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-03T20:41:50.331876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-03T20:41:50.342590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-03T20:41:50.342903] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-03T20:41:50.343665] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-03T20:41:50.343714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:50.343744] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:50.343770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:50.343824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:50.399239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:50.399869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:50.399946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:50.399977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:50.516520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:50.516683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:50.516722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:50.516749] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:50.520077] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-03T20:41:50.520337] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-03T20:41:50.520454] [INFO ] [sig       ] HD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:50.659768] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HD.txt
[2025-12-03T20:41:50.659899] [INFO ] [sig       ] [1425/3516] Completed HD in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:50.659938] [INFO ] [sig       ] [1426/3516] Forecasting HDB...
[2025-12-03T20:41:50.659966] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-03T20:41:50.659994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-03T20:41:50.671732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-03T20:41:50.672049] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-03T20:41:50.672855] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-03T20:41:50.672917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:50.672955] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:50.672987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:50.673056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:50.732176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:50.733076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:50.733153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:50.733184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:50.856970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:50.857121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:50.857161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:50.857195] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:50.860626] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-03T20:41:50.860927] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-03T20:41:50.861059] [INFO ] [sig       ] HDB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:51.002923] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HDB.txt
[2025-12-03T20:41:51.003076] [INFO ] [sig       ] [1426/3516] Completed HDB in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:51.003115] [INFO ] [sig       ] [1427/3516] Forecasting HDSN...
[2025-12-03T20:41:51.003145] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-03T20:41:51.003183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-03T20:41:51.014289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-03T20:41:51.014557] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-03T20:41:51.015301] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-03T20:41:51.015349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:51.015379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:51.015404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:51.015466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:51.071004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:51.071838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:51.071918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:51.071950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:51.187223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:51.187371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:51.187408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:51.187435] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:51.190838] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-03T20:41:51.191122] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-03T20:41:51.191245] [INFO ] [sig       ] HDSN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:51.328982] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HDSN.txt
[2025-12-03T20:41:51.329132] [INFO ] [sig       ] [1427/3516] Completed HDSN in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.8m
[2025-12-03T20:41:51.329171] [INFO ] [sig       ] [1428/3516] Forecasting HE...
[2025-12-03T20:41:51.329198] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-03T20:41:51.329225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-03T20:41:51.340823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-03T20:41:51.341194] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-03T20:41:51.342047] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-03T20:41:51.342101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:51.342135] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:51.342173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:51.342240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:51.398521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:51.399358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:51.399437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:51.399469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:51.518696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:51.518846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:51.518884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:51.518912] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:51.522227] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-03T20:41:51.522489] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-03T20:41:51.522640] [INFO ] [sig       ] HE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:51.678260] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HE.txt
[2025-12-03T20:41:51.678399] [INFO ] [sig       ] [1428/3516] Completed HE in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.7m
[2025-12-03T20:41:51.678435] [INFO ] [sig       ] [1429/3516] Forecasting HEI...
[2025-12-03T20:41:51.678463] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-03T20:41:51.678492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-03T20:41:51.689112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-03T20:41:51.689395] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-03T20:41:51.690151] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-03T20:41:51.690200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:51.690230] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:51.690255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:51.690308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:51.745724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:51.746391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:51.746465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:51.746495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:51.865845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:51.866000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:51.866042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:51.866072] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:51.869468] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-03T20:41:51.869761] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-03T20:41:51.869890] [INFO ] [sig       ] HEI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:52.006567] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HEI.txt
[2025-12-03T20:41:52.006707] [INFO ] [sig       ] [1429/3516] Completed HEI in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.7m
[2025-12-03T20:41:52.006745] [INFO ] [sig       ] [1430/3516] Forecasting HELE...
[2025-12-03T20:41:52.006772] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-03T20:41:52.006799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-03T20:41:52.017809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-03T20:41:52.018121] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-03T20:41:52.018872] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-03T20:41:52.018922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:52.018953] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:52.018978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:52.019032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:52.076667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:52.077529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:52.077632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:52.077666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:52.195894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:52.196006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:52.196040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:52.196067] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:52.199171] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-03T20:41:52.199428] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-03T20:41:52.199546] [INFO ] [sig       ] HELE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:52.335437] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HELE.txt
[2025-12-03T20:41:52.335539] [INFO ] [sig       ] [1430/3516] Completed HELE in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.7m
[2025-12-03T20:41:52.335593] [INFO ] [sig       ] [1431/3516] Forecasting HEPS...
[2025-12-03T20:41:52.335623] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-03T20:41:52.335650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-03T20:41:52.347904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-03T20:41:52.348374] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-03T20:41:52.349253] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-03T20:41:52.349304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:52.349335] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:52.349361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:52.349414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:52.407845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:52.408795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:52.408879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:52.408912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:52.528764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:52.528868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:52.528907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:52.528940] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:52.532219] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2025-12-03T20:41:52.532480] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-03T20:41:52.532618] [INFO ] [sig       ] HEPS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:52.667564] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HEPS.txt
[2025-12-03T20:41:52.667683] [INFO ] [sig       ] [1431/3516] Completed HEPS in 0.3s | 2.96 sym/s | Total: 8.0m | ETA: 11.7m
[2025-12-03T20:41:52.667718] [INFO ] [sig       ] [1432/3516] Forecasting HEQ...
[2025-12-03T20:41:52.667747] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-03T20:41:52.667775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-03T20:41:52.678591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-03T20:41:52.678857] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-03T20:41:52.679618] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-03T20:41:52.679670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:52.679700] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:52.679725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:52.679780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:52.738099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:52.738698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:52.738772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:52.738802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:52.850472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:52.850614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:52.850651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:52.850677] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:52.853798] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=60.25%)
[2025-12-03T20:41:52.854051] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-03T20:41:52.854169] [INFO ] [sig       ] HEQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:52.990416] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HEQ.txt
[2025-12-03T20:41:52.990517] [INFO ] [sig       ] [1432/3516] Completed HEQ in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:52.990553] [INFO ] [sig       ] [1433/3516] Forecasting HESM...
[2025-12-03T20:41:52.990598] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-03T20:41:52.990629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-03T20:41:53.002680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-03T20:41:53.003054] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-03T20:41:53.003861] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-03T20:41:53.003910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:53.003940] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:53.003964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:53.004017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:53.058806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:53.059773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:53.059860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:53.059893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:53.181249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:53.181426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:53.181467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:53.181495] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:53.185047] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=56.37%)
[2025-12-03T20:41:53.185352] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-03T20:41:53.185484] [INFO ] [sig       ] HESM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:53.324321] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HESM.txt
[2025-12-03T20:41:53.324493] [INFO ] [sig       ] [1433/3516] Completed HESM in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:53.324532] [INFO ] [sig       ] [1434/3516] Forecasting HFFG...
[2025-12-03T20:41:53.324560] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-03T20:41:53.324610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-03T20:41:53.339365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-03T20:41:53.339882] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-03T20:41:53.341109] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-03T20:41:53.341176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:53.341227] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:53.341273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:53.341361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:53.406709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:53.407597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:53.407679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:53.407711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:53.523892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:53.524067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:53.524107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:53.524134] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:53.527500] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2025-12-03T20:41:53.527806] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-03T20:41:53.527936] [INFO ] [sig       ] HFFG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:53.663843] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HFFG.txt
[2025-12-03T20:41:53.663975] [INFO ] [sig       ] [1434/3516] Completed HFFG in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:53.664016] [INFO ] [sig       ] [1435/3516] Forecasting HFRO...
[2025-12-03T20:41:53.664045] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-03T20:41:53.664074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-03T20:41:53.674691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-03T20:41:53.674982] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-03T20:41:53.675737] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-03T20:41:53.675785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:53.675816] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:53.675842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:53.675896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:53.731473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:53.732326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:53.732405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:53.732436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:53.853464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:53.853624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:53.853662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:53.853690] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:53.856954] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=62.79%)
[2025-12-03T20:41:53.857222] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-03T20:41:53.857341] [INFO ] [sig       ] HFRO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:53.994611] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HFRO.txt
[2025-12-03T20:41:53.994735] [INFO ] [sig       ] [1435/3516] Completed HFRO in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:53.994774] [INFO ] [sig       ] [1436/3516] Forecasting HFWA...
[2025-12-03T20:41:53.994802] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-03T20:41:53.994829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-03T20:41:54.005603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-03T20:41:54.005887] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-03T20:41:54.006627] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-03T20:41:54.006687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:54.006719] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:54.006745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:54.006812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:54.062782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:54.063445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:54.063520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:54.063551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:54.184059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:54.184213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:54.184251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:54.184280] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:54.187562] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-03T20:41:54.187841] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-03T20:41:54.187959] [INFO ] [sig       ] HFWA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:54.325149] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HFWA.txt
[2025-12-03T20:41:54.325290] [INFO ] [sig       ] [1436/3516] Completed HFWA in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:54.325332] [INFO ] [sig       ] [1437/3516] Forecasting HG...
[2025-12-03T20:41:54.325366] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-03T20:41:54.325395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-03T20:41:54.337509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-03T20:41:54.337851] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-03T20:41:54.338698] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-03T20:41:54.338748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:54.338780] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:54.338806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:54.338862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:54.397205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:54.397962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:54.398170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:54.398249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:54.517730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:54.517879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:54.517919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:54.517947] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:54.521197] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=21.09%)
[2025-12-03T20:41:54.521456] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-03T20:41:54.521593] [INFO ] [sig       ] HG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:54.656762] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HG.txt
[2025-12-03T20:41:54.656891] [INFO ] [sig       ] [1437/3516] Completed HG in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:54.656955] [INFO ] [sig       ] [1438/3516] Forecasting HGBL...
[2025-12-03T20:41:54.656984] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-03T20:41:54.657013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-03T20:41:54.667755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-03T20:41:54.668062] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-03T20:41:54.668811] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-03T20:41:54.668860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:54.668890] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:54.668916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:54.668970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:54.724527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:54.725288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:54.725367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:54.725399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:54.843688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:54.843841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:54.843879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:54.843912] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:54.847289] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-03T20:41:54.847556] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-03T20:41:54.847696] [INFO ] [sig       ] HGBL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:54.989127] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HGBL.txt
[2025-12-03T20:41:54.989300] [INFO ] [sig       ] [1438/3516] Completed HGBL in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:54.989347] [INFO ] [sig       ] [1439/3516] Forecasting HGLB...
[2025-12-03T20:41:54.989377] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-03T20:41:54.989406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-03T20:41:55.002159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-03T20:41:55.002711] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-03T20:41:55.003687] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-03T20:41:55.003739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:55.003774] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:55.003825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:55.003910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:55.059505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:55.060630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:55.060737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:55.060773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:55.188463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:55.188709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:55.188754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:55.188782] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:55.192591] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-03T20:41:55.192929] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-03T20:41:55.193075] [INFO ] [sig       ] HGLB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:55.420041] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HGLB.txt
[2025-12-03T20:41:55.420248] [INFO ] [sig       ] [1439/3516] Completed HGLB in 0.4s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:55.420299] [INFO ] [sig       ] [1440/3516] Forecasting HGTY...
[2025-12-03T20:41:55.420331] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-03T20:41:55.420361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-03T20:41:55.434406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-03T20:41:55.434837] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-03T20:41:55.435719] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-03T20:41:55.435772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:55.435805] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:55.435831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:55.435886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:55.496403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:55.497300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:55.497394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:55.497428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:55.620002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:55.620172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:55.620214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:55.620243] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:55.623734] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=40.51%)
[2025-12-03T20:41:55.624010] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-03T20:41:55.624141] [INFO ] [sig       ] HGTY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:55.773437] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HGTY.txt
[2025-12-03T20:41:55.773609] [INFO ] [sig       ] [1440/3516] Completed HGTY in 0.4s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:55.773654] [INFO ] [sig       ] [1441/3516] Forecasting HHH...
[2025-12-03T20:41:55.773685] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-03T20:41:55.773715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-03T20:41:55.785112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-03T20:41:55.785478] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-03T20:41:55.786387] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-03T20:41:55.786440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:55.786471] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:55.786527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:55.786602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:55.847037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:55.847915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:55.848020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:55.848060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:55.967491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:55.967667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:55.967706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:55.967733] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:55.971586] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-03T20:41:55.971938] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-03T20:41:55.972077] [INFO ] [sig       ] HHH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:56.110605] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HHH.txt
[2025-12-03T20:41:56.110755] [INFO ] [sig       ] [1441/3516] Completed HHH in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:56.110792] [INFO ] [sig       ] [1442/3516] Forecasting HI...
[2025-12-03T20:41:56.110822] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-03T20:41:56.110850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-03T20:41:56.122503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-03T20:41:56.122886] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-03T20:41:56.123687] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-03T20:41:56.123737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:56.123769] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:56.123794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:56.123849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:56.180751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:56.181570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:56.181668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:56.181700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:56.301413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:56.301555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:56.301609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:56.301637] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:56.304840] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-03T20:41:56.305119] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-03T20:41:56.305270] [INFO ] [sig       ] HI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:56.453309] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HI.txt
[2025-12-03T20:41:56.453465] [INFO ] [sig       ] [1442/3516] Completed HI in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:56.453504] [INFO ] [sig       ] [1443/3516] Forecasting HIFS...
[2025-12-03T20:41:56.453533] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-03T20:41:56.453561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-03T20:41:56.465398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-03T20:41:56.465792] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-03T20:41:56.466602] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-03T20:41:56.466653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:56.466685] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:56.466713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:56.466769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:56.524390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:56.525226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:56.525309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:56.525342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:56.636175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:56.636329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:56.636391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:56.636419] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:56.639657] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=34.04%)
[2025-12-03T20:41:56.639913] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-03T20:41:56.640033] [INFO ] [sig       ] HIFS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:56.781314] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HIFS.txt
[2025-12-03T20:41:56.781434] [INFO ] [sig       ] [1443/3516] Completed HIFS in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:56.781471] [INFO ] [sig       ] [1444/3516] Forecasting HIG...
[2025-12-03T20:41:56.781499] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-03T20:41:56.781526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-03T20:41:56.793161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-03T20:41:56.793450] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-03T20:41:56.794186] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-03T20:41:56.794235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:56.794265] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:56.794290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:56.794344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:56.856166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:56.857172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:56.857275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:56.857330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:56.979050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:56.979205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:56.979255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:56.979300] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:56.982938] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2025-12-03T20:41:56.983245] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-03T20:41:56.983376] [INFO ] [sig       ] HIG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:57.126840] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HIG.txt
[2025-12-03T20:41:57.126975] [INFO ] [sig       ] [1444/3516] Completed HIG in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:57.127014] [INFO ] [sig       ] [1445/3516] Forecasting HIMS...
[2025-12-03T20:41:57.127043] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-03T20:41:57.127071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-03T20:41:57.138512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-03T20:41:57.138859] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-03T20:41:57.139629] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-03T20:41:57.139679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:57.139711] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:57.139737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:57.139793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:57.197639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:57.198643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:57.198725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:57.198758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:57.321804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:57.321944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:57.321990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:57.322020] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:57.325403] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=45.68%)
[2025-12-03T20:41:57.325730] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-03T20:41:57.325865] [INFO ] [sig       ] HIMS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:57.467470] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HIMS.txt
[2025-12-03T20:41:57.467649] [INFO ] [sig       ] [1445/3516] Completed HIMS in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.7m
[2025-12-03T20:41:57.467698] [INFO ] [sig       ] [1446/3516] Forecasting HIMX...
[2025-12-03T20:41:57.467732] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-03T20:41:57.467767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-03T20:41:57.478835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-03T20:41:57.479150] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-03T20:41:57.479929] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-03T20:41:57.479980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:57.480011] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:57.480042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:57.480110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:57.538251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:57.539053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:57.539132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:57.539165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:57.664216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:57.664380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:57.664428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:57.664461] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:57.668158] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-03T20:41:57.668449] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-03T20:41:57.668594] [INFO ] [sig       ] HIMX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:57.811473] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HIMX.txt
[2025-12-03T20:41:57.811631] [INFO ] [sig       ] [1446/3516] Completed HIMX in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.6m
[2025-12-03T20:41:57.811671] [INFO ] [sig       ] [1447/3516] Forecasting HIO...
[2025-12-03T20:41:57.811700] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-03T20:41:57.811729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-03T20:41:57.822932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-03T20:41:57.823207] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-03T20:41:57.823949] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-03T20:41:57.823998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:57.824038] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:57.824066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:57.824124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:57.887822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:57.888862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:57.888959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:57.888999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:58.020237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:58.020395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:58.020434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:58.020462] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:58.023858] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=58.08%)
[2025-12-03T20:41:58.024134] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-03T20:41:58.024255] [INFO ] [sig       ] HIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:58.164721] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HIO.txt
[2025-12-03T20:41:58.164870] [INFO ] [sig       ] [1447/3516] Completed HIO in 0.4s | 2.96 sym/s | Total: 8.1m | ETA: 11.6m
[2025-12-03T20:41:58.164909] [INFO ] [sig       ] [1448/3516] Forecasting HITI...
[2025-12-03T20:41:58.164938] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-03T20:41:58.164967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-03T20:41:58.175894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-03T20:41:58.176197] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-03T20:41:58.176945] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-03T20:41:58.176994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:58.177025] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:58.177052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:58.177106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:58.234309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:58.235092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:58.235175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:58.235208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:58.361830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:58.362005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:58.362056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:58.362094] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:58.365747] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-03T20:41:58.366052] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-03T20:41:58.366216] [INFO ] [sig       ] HITI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:58.505400] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HITI.txt
[2025-12-03T20:41:58.505548] [INFO ] [sig       ] [1448/3516] Completed HITI in 0.3s | 2.96 sym/s | Total: 8.1m | ETA: 11.6m
[2025-12-03T20:41:58.505607] [INFO ] [sig       ] [1449/3516] Forecasting HIVE...
[2025-12-03T20:41:58.505639] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-03T20:41:58.505668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-03T20:41:58.517244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-03T20:41:58.517634] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-03T20:41:58.521535] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-03T20:41:58.521653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:58.521689] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:58.521716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:58.521774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:58.577420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:58.578201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:58.578278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:58.578311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:58.696606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:58.696756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:58.696793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:58.696820] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:58.700133] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-03T20:41:58.700404] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-03T20:41:58.700528] [INFO ] [sig       ] HIVE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:58.839509] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HIVE.txt
[2025-12-03T20:41:58.839681] [INFO ] [sig       ] [1449/3516] Completed HIVE in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:41:58.839741] [INFO ] [sig       ] [1450/3516] Forecasting HIX...
[2025-12-03T20:41:58.839770] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-03T20:41:58.839798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-03T20:41:58.851308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-03T20:41:58.851605] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-03T20:41:58.852328] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-03T20:41:58.852377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:58.852407] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:58.852433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:58.852487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:58.908850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:58.909453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:58.909529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:58.909561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:59.026026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:59.026193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:59.026238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:59.026266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:59.029677] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=90.92%)
[2025-12-03T20:41:59.029943] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-03T20:41:59.030066] [INFO ] [sig       ] HIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:59.167382] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HIX.txt
[2025-12-03T20:41:59.167522] [INFO ] [sig       ] [1450/3516] Completed HIX in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:41:59.167560] [INFO ] [sig       ] [1451/3516] Forecasting HL...
[2025-12-03T20:41:59.167615] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-03T20:41:59.167646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-03T20:41:59.179619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-03T20:41:59.179968] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-03T20:41:59.180756] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-03T20:41:59.180806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:59.180837] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:59.180863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:59.180918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:59.235365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:59.236097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:59.236174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:59.236205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:59.360550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:59.360727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:59.360767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:59.360794] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:59.364101] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=54.87%)
[2025-12-03T20:41:59.364369] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-03T20:41:59.364492] [INFO ] [sig       ] HL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:41:59.504600] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HL.txt
[2025-12-03T20:41:59.504722] [INFO ] [sig       ] [1451/3516] Completed HL in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:41:59.504758] [INFO ] [sig       ] [1452/3516] Forecasting HLAL...
[2025-12-03T20:41:59.504785] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-03T20:41:59.504813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-03T20:41:59.515972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-03T20:41:59.516261] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-03T20:41:59.517022] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-03T20:41:59.517071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:59.517100] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:59.517125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:59.517179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:59.572465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:59.573274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:59.573353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:59.573384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:41:59.691986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:41:59.692142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:41:59.692178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:41:59.692205] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:41:59.695421] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=9.91%)
[2025-12-03T20:41:59.695694] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-03T20:41:59.695815] [INFO ] [sig       ] HLAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:41:59.833978] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HLAL.txt
[2025-12-03T20:41:59.834098] [INFO ] [sig       ] [1452/3516] Completed HLAL in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:41:59.834134] [INFO ] [sig       ] [1453/3516] Forecasting HLF...
[2025-12-03T20:41:59.834162] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-03T20:41:59.834193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-03T20:41:59.845036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-03T20:41:59.845314] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-03T20:41:59.846066] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-03T20:41:59.846123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:41:59.846160] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:41:59.846191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:41:59.846258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:41:59.901756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:41:59.902372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:41:59.902445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:41:59.902475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:00.021398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:00.021558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:00.021615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:00.021642] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:00.024898] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=29.43%)
[2025-12-03T20:42:00.025167] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-03T20:42:00.025285] [INFO ] [sig       ] HLF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:00.165156] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HLF.txt
[2025-12-03T20:42:00.165292] [INFO ] [sig       ] [1453/3516] Completed HLF in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:00.165334] [INFO ] [sig       ] [1454/3516] Forecasting HLI...
[2025-12-03T20:42:00.165367] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-03T20:42:00.165396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-03T20:42:00.177418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-03T20:42:00.177715] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-03T20:42:00.178469] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-03T20:42:00.178526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:00.178556] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:00.178601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:00.178659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:00.233934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:00.234522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:00.234613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:00.234645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:00.344864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:00.344994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:00.345029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:00.345072] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:00.348225] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=84.86%)
[2025-12-03T20:42:00.348478] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-03T20:42:00.348610] [INFO ] [sig       ] HLI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:00.485906] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HLI.txt
[2025-12-03T20:42:00.486015] [INFO ] [sig       ] [1454/3516] Completed HLI in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:00.486083] [INFO ] [sig       ] [1455/3516] Forecasting HLIO...
[2025-12-03T20:42:00.486111] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-03T20:42:00.486141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-03T20:42:00.497104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-03T20:42:00.497386] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-03T20:42:00.498171] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-03T20:42:00.498230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:00.498266] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:00.498297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:00.498356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:00.554607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:00.555195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:00.555265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:00.555296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:00.677534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:00.677706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:00.677746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:00.677773] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:00.681053] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=21.44%)
[2025-12-03T20:42:00.681310] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-03T20:42:00.681427] [INFO ] [sig       ] HLIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:00.819032] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HLIO.txt
[2025-12-03T20:42:00.819165] [INFO ] [sig       ] [1455/3516] Completed HLIO in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:00.819209] [INFO ] [sig       ] [1456/3516] Forecasting HLLY...
[2025-12-03T20:42:00.819244] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-03T20:42:00.819278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-03T20:42:00.830055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-03T20:42:00.830395] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-03T20:42:00.831147] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-03T20:42:00.831197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:00.831227] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:00.831252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:00.831307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:00.890183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:00.891030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:00.891115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:00.891166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:01.007294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:01.007452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:01.007489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:01.007516] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:01.010841] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-12-03T20:42:01.011108] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-03T20:42:01.011231] [INFO ] [sig       ] HLLY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:01.147175] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HLLY.txt
[2025-12-03T20:42:01.147311] [INFO ] [sig       ] [1456/3516] Completed HLLY in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:01.147350] [INFO ] [sig       ] [1457/3516] Forecasting HLMN...
[2025-12-03T20:42:01.147378] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-03T20:42:01.147405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-03T20:42:01.162473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-03T20:42:01.162762] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-03T20:42:01.163508] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-03T20:42:01.163556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:01.163606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:01.163634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:01.163690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:01.226770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:01.227450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:01.227525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:01.227555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:01.345430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:01.345609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:01.345649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:01.345676] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:01.349149] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=41.29%)
[2025-12-03T20:42:01.349483] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-03T20:42:01.349680] [INFO ] [sig       ] HLMN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:01.507030] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HLMN.txt
[2025-12-03T20:42:01.507185] [INFO ] [sig       ] [1457/3516] Completed HLMN in 0.4s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:01.507225] [INFO ] [sig       ] [1458/3516] Forecasting HLN...
[2025-12-03T20:42:01.507256] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-03T20:42:01.507287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-03T20:42:01.522380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-03T20:42:01.522741] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-03T20:42:01.523517] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-03T20:42:01.523567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:01.523628] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:01.523688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:01.523783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:01.580751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:01.581532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:01.581629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:01.581665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:01.709705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:01.709897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:01.709945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:01.709983] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:01.714802] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=56.97%)
[2025-12-03T20:42:01.715277] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-03T20:42:01.715458] [INFO ] [sig       ] HLN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:01.868086] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HLN.txt
[2025-12-03T20:42:01.868212] [INFO ] [sig       ] [1458/3516] Completed HLN in 0.4s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:01.868253] [INFO ] [sig       ] [1459/3516] Forecasting HLNE...
[2025-12-03T20:42:01.868296] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-03T20:42:01.868330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-03T20:42:01.879482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-03T20:42:01.879782] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-03T20:42:01.880551] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-03T20:42:01.880624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:01.880659] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:01.880686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:01.880742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:01.936346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:01.936942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:01.937015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:01.937046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:02.048963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:02.049096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:02.049130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:02.049157] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:02.052324] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=81.44%)
[2025-12-03T20:42:02.052598] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-03T20:42:02.052717] [INFO ] [sig       ] HLNE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:02.191394] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HLNE.txt
[2025-12-03T20:42:02.191540] [INFO ] [sig       ] [1459/3516] Completed HLNE in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:02.191598] [INFO ] [sig       ] [1460/3516] Forecasting HLX...
[2025-12-03T20:42:02.191630] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-03T20:42:02.191658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-03T20:42:02.202383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-03T20:42:02.202715] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-03T20:42:02.203487] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-03T20:42:02.203536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:02.203591] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:02.203623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:02.203682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:02.260404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:02.261049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:02.261125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:02.261159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:02.379917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:02.380065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:02.380101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:02.380128] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:02.383334] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=74.84%)
[2025-12-03T20:42:02.383605] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-03T20:42:02.383724] [INFO ] [sig       ] HLX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:02.520848] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HLX.txt
[2025-12-03T20:42:02.520984] [INFO ] [sig       ] [1460/3516] Completed HLX in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:02.521020] [INFO ] [sig       ] [1461/3516] Forecasting HMC...
[2025-12-03T20:42:02.521050] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-03T20:42:02.521078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-03T20:42:02.532314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-03T20:42:02.532650] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-03T20:42:02.533456] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-03T20:42:02.533508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:02.533540] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:02.533568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:02.533661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:02.592385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:02.593246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:02.593332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:02.593365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:02.712062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:02.712211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:02.712247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:02.712274] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:02.716714] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-12-03T20:42:02.716985] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-03T20:42:02.717112] [INFO ] [sig       ] HMC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:02.853755] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HMC.txt
[2025-12-03T20:42:02.853876] [INFO ] [sig       ] [1461/3516] Completed HMC in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:02.853912] [INFO ] [sig       ] [1462/3516] Forecasting HMN...
[2025-12-03T20:42:02.853940] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-03T20:42:02.853968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-03T20:42:02.864727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-03T20:42:02.865024] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-03T20:42:02.865841] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-03T20:42:02.865891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:02.865923] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:02.865951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:02.866008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:02.922687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:02.923320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:02.923398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:02.923431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:03.039754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:03.039895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:03.039932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:03.039958] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:03.043156] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-03T20:42:03.043419] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-03T20:42:03.043536] [INFO ] [sig       ] HMN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:03.182018] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HMN.txt
[2025-12-03T20:42:03.182174] [INFO ] [sig       ] [1462/3516] Completed HMN in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.6m
[2025-12-03T20:42:03.182214] [INFO ] [sig       ] [1463/3516] Forecasting HMY...
[2025-12-03T20:42:03.182245] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-03T20:42:03.182276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-03T20:42:03.193960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-03T20:42:03.194344] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-03T20:42:03.195185] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-03T20:42:03.195238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:03.195270] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:03.195297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:03.195353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:03.250479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:03.251289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:03.251376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:03.251410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:03.377286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:03.377434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:03.377472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:03.377499] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:03.380773] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-03T20:42:03.381034] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-03T20:42:03.381154] [INFO ] [sig       ] HMY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:03.522737] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HMY.txt
[2025-12-03T20:42:03.522880] [INFO ] [sig       ] [1463/3516] Completed HMY in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.5m
[2025-12-03T20:42:03.522920] [INFO ] [sig       ] [1464/3516] Forecasting HNI...
[2025-12-03T20:42:03.522950] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-03T20:42:03.522980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-03T20:42:03.533934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-03T20:42:03.534227] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-03T20:42:03.535000] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-03T20:42:03.535050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:03.535082] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:03.535109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:03.535182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:03.591795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:03.592406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:03.592485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:03.592518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:03.711430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:03.711552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:03.711604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:03.711632] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:03.714771] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-03T20:42:03.715026] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-03T20:42:03.715161] [INFO ] [sig       ] HNI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:03.851987] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HNI.txt
[2025-12-03T20:42:03.852097] [INFO ] [sig       ] [1464/3516] Completed HNI in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.5m
[2025-12-03T20:42:03.852134] [INFO ] [sig       ] [1465/3516] Forecasting HNRG...
[2025-12-03T20:42:03.852161] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-03T20:42:03.852189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-03T20:42:03.863328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-03T20:42:03.863694] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-03T20:42:03.864716] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-03T20:42:03.864777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:03.864823] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:03.864863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:03.864941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:03.920966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:03.921552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:03.921647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:03.921682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:04.050229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:04.050393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:04.050440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:04.050468] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:04.054271] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=5.45%)
[2025-12-03T20:42:04.054627] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-03T20:42:04.054767] [INFO ] [sig       ] HNRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:04.200740] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HNRG.txt
[2025-12-03T20:42:04.200867] [INFO ] [sig       ] [1465/3516] Completed HNRG in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.5m
[2025-12-03T20:42:04.200905] [INFO ] [sig       ] [1466/3516] Forecasting HOG...
[2025-12-03T20:42:04.200936] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-03T20:42:04.200966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-03T20:42:04.211841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-03T20:42:04.212133] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-03T20:42:04.212915] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-03T20:42:04.212963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:04.212994] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:04.213019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:04.213074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:04.268420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:04.269060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:04.269134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:04.269165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:04.388867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:04.389006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:04.389043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:04.389069] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:04.392260] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-12-03T20:42:04.392515] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-03T20:42:04.392647] [INFO ] [sig       ] HOG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:04.532321] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HOG.txt
[2025-12-03T20:42:04.532465] [INFO ] [sig       ] [1466/3516] Completed HOG in 0.3s | 2.96 sym/s | Total: 8.2m | ETA: 11.5m
[2025-12-03T20:42:04.532501] [INFO ] [sig       ] [1467/3516] Forecasting HOLO...
[2025-12-03T20:42:04.532530] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-03T20:42:04.532559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-03T20:42:04.543523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-03T20:42:04.543833] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-03T20:42:04.544586] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-03T20:42:04.544636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:04.544665] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:04.544691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:04.544745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:04.599824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:04.600645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:04.600722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:04.600754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:04.723867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:04.724048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:04.724109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:04.724139] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:04.727568] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-03T20:42:04.727861] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-03T20:42:04.727996] [INFO ] [sig       ] HOLO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:04.868870] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HOLO.txt
[2025-12-03T20:42:04.869020] [INFO ] [sig       ] [1467/3516] Completed HOLO in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:04.869058] [INFO ] [sig       ] [1468/3516] Forecasting HOLX...
[2025-12-03T20:42:04.869086] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-03T20:42:04.869114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-03T20:42:04.880247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-03T20:42:04.880637] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-03T20:42:04.881391] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-03T20:42:04.881440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:04.881470] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:04.881495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:04.881550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:04.938894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:04.939740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:04.939824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:04.939857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:05.062767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:05.062924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:05.062962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:05.062990] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:05.066234] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-03T20:42:05.066510] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-03T20:42:05.066651] [INFO ] [sig       ] HOLX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:05.203335] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HOLX.txt
[2025-12-03T20:42:05.203461] [INFO ] [sig       ] [1468/3516] Completed HOLX in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:05.203496] [INFO ] [sig       ] [1469/3516] Forecasting HOMB...
[2025-12-03T20:42:05.203524] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-03T20:42:05.203551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-03T20:42:05.214555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-03T20:42:05.214948] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-03T20:42:05.215723] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-03T20:42:05.215773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:05.215803] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:05.215829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:05.215883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:05.271362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:05.272184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:05.272267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:05.272298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:05.387561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:05.387723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:05.387759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:05.387787] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:05.391009] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-03T20:42:05.391272] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-03T20:42:05.391389] [INFO ] [sig       ] HOMB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:05.528359] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HOMB.txt
[2025-12-03T20:42:05.528507] [INFO ] [sig       ] [1469/3516] Completed HOMB in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:05.528545] [INFO ] [sig       ] [1470/3516] Forecasting HON...
[2025-12-03T20:42:05.528593] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-03T20:42:05.528625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-03T20:42:05.539803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-03T20:42:05.540152] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-03T20:42:05.540940] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-03T20:42:05.540990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:05.541021] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:05.541046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:05.541100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:05.597795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:05.598662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:05.598744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:05.598777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:05.719293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:05.719439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:05.719476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:05.719502] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:05.722720] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=77.43%)
[2025-12-03T20:42:05.722974] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-03T20:42:05.723089] [INFO ] [sig       ] HON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:05.863225] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HON.txt
[2025-12-03T20:42:05.863374] [INFO ] [sig       ] [1470/3516] Completed HON in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:05.863418] [INFO ] [sig       ] [1471/3516] Forecasting HOOD...
[2025-12-03T20:42:05.863449] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-03T20:42:05.863477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-03T20:42:05.874683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-03T20:42:05.875043] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-03T20:42:05.875862] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-03T20:42:05.875914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:05.875959] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:05.875986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:05.876043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:05.932676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:05.933477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:05.933558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:05.933610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:06.054818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:06.054970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:06.055007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:06.055033] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:06.058328] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=29.59%)
[2025-12-03T20:42:06.058630] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-03T20:42:06.058755] [INFO ] [sig       ] HOOD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:06.195759] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HOOD.txt
[2025-12-03T20:42:06.195897] [INFO ] [sig       ] [1471/3516] Completed HOOD in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:06.195965] [INFO ] [sig       ] [1472/3516] Forecasting HOPE...
[2025-12-03T20:42:06.195994] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-03T20:42:06.196022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-03T20:42:06.207123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-03T20:42:06.207414] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-03T20:42:06.208220] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-03T20:42:06.208273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:06.208307] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:06.208333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:06.208388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:06.265422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:06.266253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:06.266333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:06.266365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:06.376553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:06.376715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:06.376754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:06.376780] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:06.380015] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=66.40%)
[2025-12-03T20:42:06.380272] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-03T20:42:06.380387] [INFO ] [sig       ] HOPE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:06.520771] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HOPE.txt
[2025-12-03T20:42:06.520928] [INFO ] [sig       ] [1472/3516] Completed HOPE in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:06.520967] [INFO ] [sig       ] [1473/3516] Forecasting HOTH...
[2025-12-03T20:42:06.520997] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-03T20:42:06.521025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-03T20:42:06.532798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-03T20:42:06.533166] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-03T20:42:06.533938] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-03T20:42:06.533988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:06.534021] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:06.534048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:06.534104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:06.590887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:06.591730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:06.591839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:06.591874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:06.707833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:06.708004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:06.708044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:06.708074] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:06.711420] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=67.33%)
[2025-12-03T20:42:06.711725] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-03T20:42:06.711854] [INFO ] [sig       ] HOTH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:06.848702] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HOTH.txt
[2025-12-03T20:42:06.848834] [INFO ] [sig       ] [1473/3516] Completed HOTH in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:06.848874] [INFO ] [sig       ] [1474/3516] Forecasting HOUS...
[2025-12-03T20:42:06.848903] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-03T20:42:06.848933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-03T20:42:06.860272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-03T20:42:06.860663] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-03T20:42:06.861456] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-03T20:42:06.861508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:06.861540] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:06.861592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:06.861653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:06.920363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:06.921187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:06.921267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:06.921300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:07.042998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:07.043151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:07.043187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:07.043215] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:07.046465] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=29.75%)
[2025-12-03T20:42:07.046754] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-03T20:42:07.046879] [INFO ] [sig       ] HOUS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:07.190484] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HOUS.txt
[2025-12-03T20:42:07.190661] [INFO ] [sig       ] [1474/3516] Completed HOUS in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:07.190710] [INFO ] [sig       ] [1475/3516] Forecasting HP...
[2025-12-03T20:42:07.190742] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-03T20:42:07.190773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-03T20:42:07.203069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-03T20:42:07.203440] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-03T20:42:07.204201] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-03T20:42:07.204251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:07.204282] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:07.204339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:07.204397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:07.259865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:07.260728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:07.260806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:07.260837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:07.378512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:07.378679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:07.378717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:07.378744] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:07.381949] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=75.22%)
[2025-12-03T20:42:07.382206] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-03T20:42:07.382328] [INFO ] [sig       ] HP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:07.517682] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HP.txt
[2025-12-03T20:42:07.517803] [INFO ] [sig       ] [1475/3516] Completed HP in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:07.517841] [INFO ] [sig       ] [1476/3516] Forecasting HPE...
[2025-12-03T20:42:07.517869] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-03T20:42:07.517897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-03T20:42:07.532228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-03T20:42:07.532522] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-03T20:42:07.533272] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-03T20:42:07.533322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:07.533356] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:07.533381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:07.533435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:07.588100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:07.588746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:07.588820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:07.588850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:07.704461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:07.704606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:07.704643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:07.704669] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:07.707784] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-12-03T20:42:07.708062] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-03T20:42:07.708196] [INFO ] [sig       ] HPE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:07.844557] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HPE.txt
[2025-12-03T20:42:07.844697] [INFO ] [sig       ] [1476/3516] Completed HPE in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:07.844736] [INFO ] [sig       ] [1477/3516] Forecasting HPF...
[2025-12-03T20:42:07.844765] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-03T20:42:07.844794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-03T20:42:07.855645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-03T20:42:07.855974] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-03T20:42:07.856749] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-03T20:42:07.856797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:07.856828] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:07.856853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:07.856906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:07.914144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:07.914765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:07.914846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:07.914877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:08.028674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:08.028803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:08.028840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:08.028867] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:08.032132] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-12-03T20:42:08.032408] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-03T20:42:08.032536] [INFO ] [sig       ] HPF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:08.174055] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HPF.txt
[2025-12-03T20:42:08.174169] [INFO ] [sig       ] [1477/3516] Completed HPF in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:08.174205] [INFO ] [sig       ] [1478/3516] Forecasting HPI...
[2025-12-03T20:42:08.174233] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-03T20:42:08.174260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-03T20:42:08.185471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-03T20:42:08.185785] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-03T20:42:08.186545] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-03T20:42:08.186618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:08.186664] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:08.186691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:08.186747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:08.241876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:08.242446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:08.242521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:08.242553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:08.361261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:08.361397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:08.361433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:08.361476] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:08.364641] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-03T20:42:08.364969] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-03T20:42:08.365118] [INFO ] [sig       ] HPI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:08.502283] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HPI.txt
[2025-12-03T20:42:08.502392] [INFO ] [sig       ] [1478/3516] Completed HPI in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:08.502429] [INFO ] [sig       ] [1479/3516] Forecasting HPP...
[2025-12-03T20:42:08.502456] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-03T20:42:08.502484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-03T20:42:08.513321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-03T20:42:08.513625] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-03T20:42:08.514353] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-03T20:42:08.514401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:08.514431] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:08.514457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:08.514511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:08.569716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:08.570303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:08.570375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:08.570407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:08.687062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:08.687192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:08.687227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:08.687255] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:08.690474] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-12-03T20:42:08.690748] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-03T20:42:08.690866] [INFO ] [sig       ] HPP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:08.831417] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HPP.txt
[2025-12-03T20:42:08.831589] [INFO ] [sig       ] [1479/3516] Completed HPP in 0.3s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:08.831632] [INFO ] [sig       ] [1480/3516] Forecasting HPQ...
[2025-12-03T20:42:08.831660] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-03T20:42:08.831689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-03T20:42:08.845121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-03T20:42:08.845651] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-03T20:42:08.846736] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-03T20:42:08.846800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:08.846849] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:08.846887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:08.846970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:08.912880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:08.913816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:08.913935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:08.914003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:09.052208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:09.052360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:09.052400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:09.052430] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:09.055862] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=82.77%)
[2025-12-03T20:42:09.056175] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-03T20:42:09.056332] [INFO ] [sig       ] HPQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:09.224323] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HPQ.txt
[2025-12-03T20:42:09.224474] [INFO ] [sig       ] [1480/3516] Completed HPQ in 0.4s | 2.96 sym/s | Total: 8.3m | ETA: 11.5m
[2025-12-03T20:42:09.224512] [INFO ] [sig       ] [1481/3516] Forecasting HPS...
[2025-12-03T20:42:09.224541] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-03T20:42:09.224588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-03T20:42:09.236262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-03T20:42:09.236689] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-03T20:42:09.237514] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-03T20:42:09.237567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:09.237634] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:09.237663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:09.237719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:09.298601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:09.299550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:09.299669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:09.299703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:09.431687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:09.431846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:09.431888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:09.431919] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:09.435295] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-12-03T20:42:09.435617] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-03T20:42:09.435753] [INFO ] [sig       ] HPS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:09.588117] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HPS.txt
[2025-12-03T20:42:09.588299] [INFO ] [sig       ] [1481/3516] Completed HPS in 0.4s | 2.96 sym/s | Total: 8.3m | ETA: 11.4m
[2025-12-03T20:42:09.588340] [INFO ] [sig       ] [1482/3516] Forecasting HQI...
[2025-12-03T20:42:09.588373] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-03T20:42:09.588403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-03T20:42:09.602633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-03T20:42:09.603173] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-03T20:42:09.604318] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-03T20:42:09.604385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:09.604435] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:09.604498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:09.604609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:09.668445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:09.669345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:09.669429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:09.669462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:09.790715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:09.790883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:09.790929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:09.790961] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:09.794432] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=52.80%)
[2025-12-03T20:42:09.794724] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-03T20:42:09.794863] [INFO ] [sig       ] HQI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:09.964356] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HQI.txt
[2025-12-03T20:42:09.964528] [INFO ] [sig       ] [1482/3516] Completed HQI in 0.4s | 2.96 sym/s | Total: 8.3m | ETA: 11.4m
[2025-12-03T20:42:09.964590] [INFO ] [sig       ] [1483/3516] Forecasting HQL...
[2025-12-03T20:42:09.964624] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-03T20:42:09.964653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-03T20:42:09.977348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-03T20:42:09.977754] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-03T20:42:09.978568] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-03T20:42:09.978638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:09.978669] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:09.978694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:09.978749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:10.035019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:10.035875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:10.035965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:10.036004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:10.178237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:10.178416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:10.178456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:10.178483] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:10.182373] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=15.33%)
[2025-12-03T20:42:10.182765] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-03T20:42:10.182910] [INFO ] [sig       ] HQL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:10.324149] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HQL.txt
[2025-12-03T20:42:10.324310] [INFO ] [sig       ] [1483/3516] Completed HQL in 0.4s | 2.96 sym/s | Total: 8.3m | ETA: 11.4m
[2025-12-03T20:42:10.324349] [INFO ] [sig       ] [1484/3516] Forecasting HQY...
[2025-12-03T20:42:10.324377] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-03T20:42:10.324406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-03T20:42:10.340205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-03T20:42:10.340719] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-03T20:42:10.341900] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-03T20:42:10.341968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:10.342018] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:10.342061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:10.342149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:10.419971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:10.421125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:10.421241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:10.421294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:10.555524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:10.555704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:10.555744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:10.555772] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:10.559289] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=52.18%)
[2025-12-03T20:42:10.559665] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-03T20:42:10.559820] [INFO ] [sig       ] HQY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:10.700849] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HQY.txt
[2025-12-03T20:42:10.701001] [INFO ] [sig       ] [1484/3516] Completed HQY in 0.4s | 2.96 sym/s | Total: 8.3m | ETA: 11.4m
[2025-12-03T20:42:10.701038] [INFO ] [sig       ] [1485/3516] Forecasting HRB...
[2025-12-03T20:42:10.701067] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-03T20:42:10.701095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-03T20:42:10.712464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-03T20:42:10.712900] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-03T20:42:10.713858] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-03T20:42:10.713914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:10.713946] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:10.713971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:10.714028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:10.769866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:10.770755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:10.770839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:10.770871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:10.896815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:10.896968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:10.897006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:10.897033] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:10.900487] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-12-03T20:42:10.900961] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-03T20:42:10.901085] [INFO ] [sig       ] HRB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:11.047242] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HRB.txt
[2025-12-03T20:42:11.047399] [INFO ] [sig       ] [1485/3516] Completed HRB in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:11.047438] [INFO ] [sig       ] [1486/3516] Forecasting HRL...
[2025-12-03T20:42:11.047465] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-03T20:42:11.047699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-03T20:42:11.059979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-03T20:42:11.060261] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-03T20:42:11.061050] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-03T20:42:11.061100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:11.061133] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:11.061159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:11.061215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:11.117198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:11.117803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:11.117877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:11.117908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:11.236511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:11.236650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:11.236688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:11.236715] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:11.239844] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=58.09%)
[2025-12-03T20:42:11.240104] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-03T20:42:11.240219] [INFO ] [sig       ] HRL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:11.381696] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HRL.txt
[2025-12-03T20:42:11.381813] [INFO ] [sig       ] [1486/3516] Completed HRL in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:11.381855] [INFO ] [sig       ] [1487/3516] Forecasting HRMY...
[2025-12-03T20:42:11.381883] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-03T20:42:11.381911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-03T20:42:11.393414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-03T20:42:11.393711] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-03T20:42:11.394470] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-03T20:42:11.394521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:11.394552] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:11.394602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:11.394668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:11.451695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:11.452282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:11.452365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:11.452397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:11.563508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:11.563651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:11.563688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:11.563715] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:11.566811] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-03T20:42:11.567065] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-03T20:42:11.567180] [INFO ] [sig       ] HRMY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:11.704233] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HRMY.txt
[2025-12-03T20:42:11.704361] [INFO ] [sig       ] [1487/3516] Completed HRMY in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:11.704398] [INFO ] [sig       ] [1488/3516] Forecasting HRTG...
[2025-12-03T20:42:11.704425] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-03T20:42:11.704453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-03T20:42:11.716002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-03T20:42:11.716267] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-03T20:42:11.717042] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-03T20:42:11.717100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:11.717136] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:11.717161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:11.717221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:11.771675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:11.772384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:11.772460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:11.772491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:11.895070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:11.895219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:11.895256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:11.895282] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:11.898656] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=15.01%)
[2025-12-03T20:42:11.898929] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-03T20:42:11.899049] [INFO ] [sig       ] HRTG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:12.035087] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HRTG.txt
[2025-12-03T20:42:12.035224] [INFO ] [sig       ] [1488/3516] Completed HRTG in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:12.035288] [INFO ] [sig       ] [1489/3516] Forecasting HRTX...
[2025-12-03T20:42:12.035318] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-03T20:42:12.035347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-03T20:42:12.046261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-03T20:42:12.046612] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-03T20:42:12.047343] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-03T20:42:12.047391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:12.047426] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:12.047451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:12.047506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:12.101700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:12.102477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:12.102556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:12.102607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:12.218931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:12.219081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:12.219120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:12.219148] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:12.222502] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-12-03T20:42:12.222806] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-03T20:42:12.222931] [INFO ] [sig       ] HRTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:12.363509] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HRTX.txt
[2025-12-03T20:42:12.363646] [INFO ] [sig       ] [1489/3516] Completed HRTX in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:12.363683] [INFO ] [sig       ] [1490/3516] Forecasting HRZN...
[2025-12-03T20:42:12.363712] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-03T20:42:12.363740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-03T20:42:12.375375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-03T20:42:12.375669] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-03T20:42:12.376402] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-03T20:42:12.376450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:12.376480] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:12.376505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:12.376559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:12.431788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:12.432462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:12.432546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:12.432596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:12.550026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:12.550153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:12.550191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:12.550218] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:12.553504] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=30.05%)
[2025-12-03T20:42:12.553779] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-03T20:42:12.553898] [INFO ] [sig       ] HRZN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:12.693935] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HRZN.txt
[2025-12-03T20:42:12.694117] [INFO ] [sig       ] [1490/3516] Completed HRZN in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:12.694161] [INFO ] [sig       ] [1491/3516] Forecasting HSAI...
[2025-12-03T20:42:12.694192] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-03T20:42:12.694223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-03T20:42:12.709415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-03T20:42:12.709962] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-03T20:42:12.710916] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-03T20:42:12.710972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:12.711005] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:12.711033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:12.711092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:12.768795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:12.769735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:12.769819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:12.769851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:12.890338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:12.890513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:12.890552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:12.890599] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:12.894023] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=58.92%)
[2025-12-03T20:42:12.894309] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-03T20:42:12.894438] [INFO ] [sig       ] HSAI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:13.034777] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HSAI.txt
[2025-12-03T20:42:13.034939] [INFO ] [sig       ] [1491/3516] Completed HSAI in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:13.034978] [INFO ] [sig       ] [1492/3516] Forecasting HSBC...
[2025-12-03T20:42:13.035006] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-03T20:42:13.035034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-03T20:42:13.046493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-03T20:42:13.046873] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-03T20:42:13.047659] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-03T20:42:13.047708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:13.047740] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:13.047797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:13.047854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:13.103023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:13.103919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:13.104001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:13.104033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:13.225996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:13.226150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:13.226188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:13.226215] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:13.229528] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-03T20:42:13.229818] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-03T20:42:13.229941] [INFO ] [sig       ] HSBC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:13.370335] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HSBC.txt
[2025-12-03T20:42:13.370492] [INFO ] [sig       ] [1492/3516] Completed HSBC in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:13.370534] [INFO ] [sig       ] [1493/3516] Forecasting HSCS...
[2025-12-03T20:42:13.370563] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-03T20:42:13.370615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-03T20:42:13.381420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-03T20:42:13.381810] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-03T20:42:13.382625] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-03T20:42:13.382678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:13.382712] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:13.382740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:13.382797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:13.438064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:13.438938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:13.439020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:13.439054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:13.551315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:13.551481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:13.551522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:13.551549] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:13.555141] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-12-03T20:42:13.555464] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-03T20:42:13.555623] [INFO ] [sig       ] HSCS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:13.692157] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HSCS.txt
[2025-12-03T20:42:13.692284] [INFO ] [sig       ] [1493/3516] Completed HSCS in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:13.692322] [INFO ] [sig       ] [1494/3516] Forecasting HSHP...
[2025-12-03T20:42:13.692350] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-03T20:42:13.692378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-03T20:42:13.702941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-03T20:42:13.703225] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-03T20:42:13.703979] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-03T20:42:13.704028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:13.704058] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:13.704085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:13.704139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:13.760853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:13.761688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:13.761768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:13.761801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:13.884194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:13.884343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:13.884384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:13.884412] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:13.887750] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-03T20:42:13.888037] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-03T20:42:13.888161] [INFO ] [sig       ] HSHP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:14.030493] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HSHP.txt
[2025-12-03T20:42:14.030649] [INFO ] [sig       ] [1494/3516] Completed HSHP in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:14.030690] [INFO ] [sig       ] [1495/3516] Forecasting HSIC...
[2025-12-03T20:42:14.030718] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-03T20:42:14.030746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-03T20:42:14.046523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-03T20:42:14.047003] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-03T20:42:14.048053] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-03T20:42:14.048130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:14.048172] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:14.048208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:14.048287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:14.109090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:14.109975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:14.110059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:14.110091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:14.238435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:14.238619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:14.238661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:14.238689] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:14.242399] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=24.12%)
[2025-12-03T20:42:14.242771] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-03T20:42:14.242924] [INFO ] [sig       ] HSIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:14.384182] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HSIC.txt
[2025-12-03T20:42:14.384362] [INFO ] [sig       ] [1495/3516] Completed HSIC in 0.4s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:14.384411] [INFO ] [sig       ] [1496/3516] Forecasting HSII...
[2025-12-03T20:42:14.384451] [INFO ] [sig       ] Generating forecast for: HSII
[2025-12-03T20:42:14.384487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'.
[2025-12-03T20:42:14.396963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSII'.
[2025-12-03T20:42:14.397325] [INFO ] [FORECASTER] Starting predict_future for HSII
[2025-12-03T20:42:14.398158] [DEBUG] [LOCAL     ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt
[2025-12-03T20:42:14.398210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:14.398240] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:14.398266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:14.398320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:14.456228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:14.457026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:14.457103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:14.457134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:14.578945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:14.579094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:14.579131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:14.579158] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:14.582638] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-03T20:42:14.583076] [INFO ] [FORECASTER] Completed predict_future for HSII
[2025-12-03T20:42:14.583199] [INFO ] [sig       ] HSII: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:14.725408] [INFO ] [LOCAL     ] Saved forecast: HSII	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HSII.txt
[2025-12-03T20:42:14.725600] [INFO ] [sig       ] [1496/3516] Completed HSII in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:14.725646] [INFO ] [sig       ] [1497/3516] Forecasting HSTM...
[2025-12-03T20:42:14.725677] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-03T20:42:14.725704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-03T20:42:14.737728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-03T20:42:14.738338] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-03T20:42:14.739367] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-03T20:42:14.739420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:14.739457] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:14.739489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:14.739557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:14.795011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:14.795905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:14.795988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:14.796021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:14.915718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:14.915874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:14.915914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:14.915942] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:14.919253] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-03T20:42:14.919521] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-03T20:42:14.919665] [INFO ] [sig       ] HSTM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:15.059258] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HSTM.txt
[2025-12-03T20:42:15.059394] [INFO ] [sig       ] [1497/3516] Completed HSTM in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:15.059462] [INFO ] [sig       ] [1498/3516] Forecasting HSY...
[2025-12-03T20:42:15.059520] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-03T20:42:15.059558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-03T20:42:15.075185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-03T20:42:15.075874] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-03T20:42:15.077116] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-03T20:42:15.077177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:15.077271] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:15.077306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:15.077386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:15.136166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:15.137360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:15.137472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:15.137509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:15.263962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:15.264195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:15.264238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:15.264266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:15.268710] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=34.31%)
[2025-12-03T20:42:15.269365] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-03T20:42:15.269538] [INFO ] [sig       ] HSY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:15.418313] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HSY.txt
[2025-12-03T20:42:15.418517] [INFO ] [sig       ] [1498/3516] Completed HSY in 0.4s | 2.96 sym/s | Total: 8.4m | ETA: 11.4m
[2025-12-03T20:42:15.418585] [INFO ] [sig       ] [1499/3516] Forecasting HTBK...
[2025-12-03T20:42:15.418617] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-03T20:42:15.418647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-03T20:42:15.432276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-03T20:42:15.432752] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-03T20:42:15.433534] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-03T20:42:15.433603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:15.433638] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:15.433665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:15.433720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:15.492509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:15.493430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:15.493517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:15.493550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:15.618596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:15.618765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:15.618806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:15.618834] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:15.622348] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=63.58%)
[2025-12-03T20:42:15.622843] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-03T20:42:15.622979] [INFO ] [sig       ] HTBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:15.763702] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HTBK.txt
[2025-12-03T20:42:15.763849] [INFO ] [sig       ] [1499/3516] Completed HTBK in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.3m
[2025-12-03T20:42:15.763890] [INFO ] [sig       ] [1500/3516] Forecasting HTD...
[2025-12-03T20:42:15.763920] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-03T20:42:15.763949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-03T20:42:15.776030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-03T20:42:15.776339] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-03T20:42:15.777157] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-03T20:42:15.777208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:15.777240] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:15.777268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:15.777325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:15.839452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:15.840315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:15.840395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:15.840429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:15.964278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:15.964431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:15.964470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:15.964502] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:15.967997] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-03T20:42:15.968340] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-03T20:42:15.968490] [INFO ] [sig       ] HTD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:16.109837] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HTD.txt
[2025-12-03T20:42:16.109980] [INFO ] [sig       ] [1500/3516] Completed HTD in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.3m
[2025-12-03T20:42:16.110025] [INFO ] [sig       ] [1501/3516] Forecasting HTGC...
[2025-12-03T20:42:16.110057] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-03T20:42:16.110089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-03T20:42:16.121853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-03T20:42:16.122192] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-03T20:42:16.122992] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-03T20:42:16.123042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:16.123074] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:16.123101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:16.123158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:16.181852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:16.182709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:16.182795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:16.182828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:16.305695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:16.305843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:16.305882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:16.305910] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:16.309621] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-03T20:42:16.309892] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-03T20:42:16.310022] [INFO ] [sig       ] HTGC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:16.456878] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HTGC.txt
[2025-12-03T20:42:16.457021] [INFO ] [sig       ] [1501/3516] Completed HTGC in 0.3s | 2.96 sym/s | Total: 8.4m | ETA: 11.3m
[2025-12-03T20:42:16.457060] [INFO ] [sig       ] [1502/3516] Forecasting HTH...
[2025-12-03T20:42:16.457088] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-03T20:42:16.457118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-03T20:42:16.468723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-03T20:42:16.469047] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-03T20:42:16.469893] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-03T20:42:16.469953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:16.469998] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:16.470039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:16.470099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:16.531752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:16.532696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:16.532815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:16.532850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:16.652688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:16.652845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:16.652908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:16.652937] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:16.656342] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-03T20:42:16.656627] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-03T20:42:16.656749] [INFO ] [sig       ] HTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:16.798632] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HTH.txt
[2025-12-03T20:42:16.798771] [INFO ] [sig       ] [1502/3516] Completed HTH in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:16.798812] [INFO ] [sig       ] [1503/3516] Forecasting HTLD...
[2025-12-03T20:42:16.798841] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-03T20:42:16.798869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-03T20:42:16.810744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-03T20:42:16.811109] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-03T20:42:16.811895] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-03T20:42:16.811947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:16.811980] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:16.812007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:16.812064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:16.869994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:16.870841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:16.870923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:16.870957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:16.993491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:16.993663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:16.993704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:16.993733] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:16.997211] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=47.66%)
[2025-12-03T20:42:16.997488] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-03T20:42:16.997653] [INFO ] [sig       ] HTLD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:17.147408] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HTLD.txt
[2025-12-03T20:42:17.147608] [INFO ] [sig       ] [1503/3516] Completed HTLD in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:17.147665] [INFO ] [sig       ] [1504/3516] Forecasting HTOO...
[2025-12-03T20:42:17.147707] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-03T20:42:17.147742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-03T20:42:17.159022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-03T20:42:17.159370] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-03T20:42:17.160215] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-03T20:42:17.160266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:17.160298] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:17.160324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:17.160378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:17.219914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:17.220801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:17.220882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:17.220915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:17.344534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:17.344737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:17.344784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:17.344814] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:17.348534] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=83.56%)
[2025-12-03T20:42:17.348840] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-03T20:42:17.348984] [INFO ] [sig       ] HTOO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:17.489984] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HTOO.txt
[2025-12-03T20:42:17.490146] [INFO ] [sig       ] [1504/3516] Completed HTOO in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:17.490190] [INFO ] [sig       ] [1505/3516] Forecasting HTZ...
[2025-12-03T20:42:17.490229] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-03T20:42:17.490267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-03T20:42:17.501447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-03T20:42:17.501791] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-03T20:42:17.502600] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-03T20:42:17.502651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:17.502684] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:17.502712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:17.502768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:17.561117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:17.561974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:17.562059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:17.562095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:17.687177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:17.687329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:17.687369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:17.687398] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:17.690768] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=61.75%)
[2025-12-03T20:42:17.691058] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-03T20:42:17.691199] [INFO ] [sig       ] HTZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:17.832202] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HTZ.txt
[2025-12-03T20:42:17.832370] [INFO ] [sig       ] [1505/3516] Completed HTZ in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:17.832411] [INFO ] [sig       ] [1506/3516] Forecasting HUBB...
[2025-12-03T20:42:17.832442] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-03T20:42:17.832472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-03T20:42:17.845216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-03T20:42:17.845607] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-03T20:42:17.846380] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-03T20:42:17.846432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:17.846501] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:17.846530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:17.846603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:17.901607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:17.902356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:17.902433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:17.902464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:18.023596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:18.023770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:18.023808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:18.023836] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:18.027209] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-12-03T20:42:18.027466] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-03T20:42:18.027600] [INFO ] [sig       ] HUBB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:18.163392] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HUBB.txt
[2025-12-03T20:42:18.163529] [INFO ] [sig       ] [1506/3516] Completed HUBB in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:18.163565] [INFO ] [sig       ] [1507/3516] Forecasting HUBG...
[2025-12-03T20:42:18.163612] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-03T20:42:18.163641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-03T20:42:18.174674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-03T20:42:18.175230] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-03T20:42:18.176148] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-03T20:42:18.176196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:18.176226] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:18.176252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:18.176306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:18.232890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:18.233668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:18.233748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:18.233780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:18.352755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:18.352909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:18.352948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:18.352976] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:18.356740] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-03T20:42:18.357015] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-03T20:42:18.357139] [INFO ] [sig       ] HUBG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:18.501007] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HUBG.txt
[2025-12-03T20:42:18.501147] [INFO ] [sig       ] [1507/3516] Completed HUBG in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:18.501185] [INFO ] [sig       ] [1508/3516] Forecasting HUBS...
[2025-12-03T20:42:18.501213] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-03T20:42:18.501242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-03T20:42:18.511971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-03T20:42:18.512284] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-03T20:42:18.513066] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-03T20:42:18.513115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:18.513147] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:18.513172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:18.513227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:18.568562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:18.569296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:18.569373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:18.569405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:18.694403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:18.694565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:18.694620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:18.694648] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:18.697900] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=46.53%)
[2025-12-03T20:42:18.698269] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-03T20:42:18.698397] [INFO ] [sig       ] HUBS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:18.847605] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HUBS.txt
[2025-12-03T20:42:18.847769] [INFO ] [sig       ] [1508/3516] Completed HUBS in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:18.847808] [INFO ] [sig       ] [1509/3516] Forecasting HUM...
[2025-12-03T20:42:18.847839] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-03T20:42:18.847870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-03T20:42:18.860260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-03T20:42:18.860699] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-03T20:42:18.861686] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-03T20:42:18.861747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:18.861820] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:18.861857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:18.861933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:18.929197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:18.930282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:18.930368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:18.930401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:19.080710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:19.081068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:19.081109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:19.081137] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:19.085060] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=94.86%)
[2025-12-03T20:42:19.085401] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-03T20:42:19.085545] [INFO ] [sig       ] HUM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:19.224502] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HUM.txt
[2025-12-03T20:42:19.224668] [INFO ] [sig       ] [1509/3516] Completed HUM in 0.4s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:19.224708] [INFO ] [sig       ] [1510/3516] Forecasting HUMA...
[2025-12-03T20:42:19.224745] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-03T20:42:19.224775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-03T20:42:19.235919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-03T20:42:19.236271] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-03T20:42:19.237037] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-03T20:42:19.237086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:19.237117] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:19.237142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:19.237196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:19.295325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:19.296205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:19.296313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:19.296361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:19.421138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:19.421297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:19.421336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:19.421363] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:19.424839] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-12-03T20:42:19.425113] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-03T20:42:19.425241] [INFO ] [sig       ] HUMA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:19.562469] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HUMA.txt
[2025-12-03T20:42:19.562636] [INFO ] [sig       ] [1510/3516] Completed HUMA in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:19.562676] [INFO ] [sig       ] [1511/3516] Forecasting HUN...
[2025-12-03T20:42:19.562703] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-03T20:42:19.562730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-03T20:42:19.574520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-03T20:42:19.574904] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-03T20:42:19.575667] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-03T20:42:19.575716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:19.575747] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:19.575773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:19.575827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:19.634190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:19.635059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:19.635145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:19.635178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:19.756707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:19.756868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:19.756908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:19.756938] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:19.760302] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2025-12-03T20:42:19.760590] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-03T20:42:19.760905] [INFO ] [sig       ] HUN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:19.900977] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HUN.txt
[2025-12-03T20:42:19.901166] [INFO ] [sig       ] [1511/3516] Completed HUN in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:19.901219] [INFO ] [sig       ] [1512/3516] Forecasting HURC...
[2025-12-03T20:42:19.901260] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-03T20:42:19.901298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-03T20:42:19.913677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-03T20:42:19.914038] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-03T20:42:19.914822] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-03T20:42:19.914874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:19.914906] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:19.914933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:19.914988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:19.970418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:19.971304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:19.971385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:19.971419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:20.084646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:20.084795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:20.084838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:20.084898] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:20.088362] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-03T20:42:20.088663] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-03T20:42:20.088789] [INFO ] [sig       ] HURC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:20.232223] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HURC.txt
[2025-12-03T20:42:20.232352] [INFO ] [sig       ] [1512/3516] Completed HURC in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:20.232390] [INFO ] [sig       ] [1513/3516] Forecasting HURN...
[2025-12-03T20:42:20.232418] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-03T20:42:20.232446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-03T20:42:20.245587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-03T20:42:20.246097] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-03T20:42:20.246881] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-03T20:42:20.246930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:20.246961] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:20.246986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:20.247041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:20.303954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:20.304945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:20.305026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:20.305059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:20.424049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:20.424209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:20.424246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:20.424290] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:20.428076] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-03T20:42:20.428754] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-03T20:42:20.428969] [INFO ] [sig       ] HURN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:20.567645] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HURN.txt
[2025-12-03T20:42:20.567777] [INFO ] [sig       ] [1513/3516] Completed HURN in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:20.567815] [INFO ] [sig       ] [1514/3516] Forecasting HUYA...
[2025-12-03T20:42:20.567843] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-03T20:42:20.567870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-03T20:42:20.582069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-03T20:42:20.582472] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-03T20:42:20.583336] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-03T20:42:20.583395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:20.583428] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:20.583463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:20.583547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:20.653918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:20.655144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:20.655241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:20.655282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:20.791094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:20.791253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:20.791292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:20.791320] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:20.794779] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-12-03T20:42:20.795050] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-03T20:42:20.795173] [INFO ] [sig       ] HUYA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:20.934062] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HUYA.txt
[2025-12-03T20:42:20.934214] [INFO ] [sig       ] [1514/3516] Completed HUYA in 0.4s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:20.934251] [INFO ] [sig       ] [1515/3516] Forecasting HWC...
[2025-12-03T20:42:20.934281] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-03T20:42:20.934310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-03T20:42:20.947134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-03T20:42:20.947546] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-03T20:42:20.948422] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-03T20:42:20.948474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:20.948504] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:20.948529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:20.948600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:21.005164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:21.006078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:21.006159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:21.006208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:21.129204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:21.129356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:21.129395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:21.129423] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:21.132754] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=77.90%)
[2025-12-03T20:42:21.133016] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-03T20:42:21.133137] [INFO ] [sig       ] HWC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:21.270009] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HWC.txt
[2025-12-03T20:42:21.270145] [INFO ] [sig       ] [1515/3516] Completed HWC in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:21.270196] [INFO ] [sig       ] [1516/3516] Forecasting HWH...
[2025-12-03T20:42:21.270227] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-03T20:42:21.270255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-03T20:42:21.281838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-03T20:42:21.282236] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-03T20:42:21.283017] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-03T20:42:21.283066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:21.283097] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:21.283124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:21.283178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:21.339290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:21.339968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:21.340052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:21.340084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:21.463474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:21.463652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:21.463701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:21.463738] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:21.467132] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=65.14%)
[2025-12-03T20:42:21.467397] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-03T20:42:21.467521] [INFO ] [sig       ] HWH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:21.606160] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HWH.txt
[2025-12-03T20:42:21.606287] [INFO ] [sig       ] [1516/3516] Completed HWH in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.3m
[2025-12-03T20:42:21.606325] [INFO ] [sig       ] [1517/3516] Forecasting HWKN...
[2025-12-03T20:42:21.606353] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-03T20:42:21.606380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-03T20:42:21.617886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-03T20:42:21.618181] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-03T20:42:21.618937] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-03T20:42:21.618988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:21.619018] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:21.619055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:21.619111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:21.674264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:21.674914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:21.674989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:21.675020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:21.792788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:21.792936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:21.792974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:21.793000] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:21.796394] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-12-03T20:42:21.796672] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-03T20:42:21.796793] [INFO ] [sig       ] HWKN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:21.935730] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HWKN.txt
[2025-12-03T20:42:21.935857] [INFO ] [sig       ] [1517/3516] Completed HWKN in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.2m
[2025-12-03T20:42:21.935894] [INFO ] [sig       ] [1518/3516] Forecasting HWM...
[2025-12-03T20:42:21.935921] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-03T20:42:21.935949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-03T20:42:21.948161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-03T20:42:21.948469] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-03T20:42:21.949272] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-03T20:42:21.949320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:21.949350] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:21.949375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:21.949429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:22.004406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:22.005188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:22.005264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:22.005295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:22.125593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:22.125745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:22.125784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:22.125813] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:22.129317] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-03T20:42:22.129604] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-03T20:42:22.129739] [INFO ] [sig       ] HWM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:22.274602] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HWM.txt
[2025-12-03T20:42:22.274753] [INFO ] [sig       ] [1518/3516] Completed HWM in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.2m
[2025-12-03T20:42:22.274791] [INFO ] [sig       ] [1519/3516] Forecasting HXL...
[2025-12-03T20:42:22.274822] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-03T20:42:22.274852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-03T20:42:22.285912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-03T20:42:22.286247] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-03T20:42:22.287037] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-03T20:42:22.287087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:22.287118] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:22.287146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:22.287203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:22.344824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:22.345720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:22.345832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:22.345867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:22.475161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:22.475323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:22.475379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:22.475421] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:22.478958] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-03T20:42:22.479232] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-03T20:42:22.479359] [INFO ] [sig       ] HXL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:22.620971] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HXL.txt
[2025-12-03T20:42:22.621118] [INFO ] [sig       ] [1519/3516] Completed HXL in 0.3s | 2.96 sym/s | Total: 8.5m | ETA: 11.2m
[2025-12-03T20:42:22.621157] [INFO ] [sig       ] [1520/3516] Forecasting HY...
[2025-12-03T20:42:22.621185] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-03T20:42:22.621214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-03T20:42:22.635206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-03T20:42:22.635564] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-03T20:42:22.636497] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-03T20:42:22.636555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:22.636617] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:22.636654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:22.636732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:22.695669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:22.696505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:22.696603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:22.696638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:22.819346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:22.819485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:22.819522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:22.819549] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:22.822911] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2025-12-03T20:42:22.823206] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-03T20:42:22.823332] [INFO ] [sig       ] HY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:22.965415] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HY.txt
[2025-12-03T20:42:22.965553] [INFO ] [sig       ] [1520/3516] Completed HY in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:22.965608] [INFO ] [sig       ] [1521/3516] Forecasting HYFM...
[2025-12-03T20:42:22.965638] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-03T20:42:22.965669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-03T20:42:22.976684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-03T20:42:22.976999] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-03T20:42:22.977811] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-03T20:42:22.977863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:22.977901] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:22.977928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:22.978007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:23.035495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:23.036295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:23.036373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:23.036404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:23.152671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:23.152820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:23.152856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:23.152882] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:23.156074] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2025-12-03T20:42:23.156331] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-03T20:42:23.156446] [INFO ] [sig       ] HYFM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:23.291591] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HYFM.txt
[2025-12-03T20:42:23.291719] [INFO ] [sig       ] [1521/3516] Completed HYFM in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:23.291756] [INFO ] [sig       ] [1522/3516] Forecasting HYI...
[2025-12-03T20:42:23.291783] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-03T20:42:23.291812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-03T20:42:23.303972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-03T20:42:23.304289] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-03T20:42:23.305097] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-03T20:42:23.305149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:23.305180] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:23.305207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:23.305264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:23.362040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:23.362726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:23.362804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:23.362836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:23.480878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:23.481029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:23.481067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:23.481096] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:23.484404] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=57.73%)
[2025-12-03T20:42:23.484694] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-03T20:42:23.484825] [INFO ] [sig       ] HYI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:23.647837] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HYI.txt
[2025-12-03T20:42:23.648052] [INFO ] [sig       ] [1522/3516] Completed HYI in 0.4s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:23.648095] [INFO ] [sig       ] [1523/3516] Forecasting HYLS...
[2025-12-03T20:42:23.648127] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-03T20:42:23.648157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-03T20:42:23.660490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-03T20:42:23.661050] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-03T20:42:23.661847] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-03T20:42:23.661902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:23.661936] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:23.661962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:23.662016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:23.720050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:23.720828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:23.720913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:23.720952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:23.844528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:23.844692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:23.844732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:23.844760] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:23.849283] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-03T20:42:23.849653] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-03T20:42:23.849829] [INFO ] [sig       ] HYLS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:23.994329] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HYLS.txt
[2025-12-03T20:42:23.994457] [INFO ] [sig       ] [1523/3516] Completed HYLS in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:23.994494] [INFO ] [sig       ] [1524/3516] Forecasting HYMC...
[2025-12-03T20:42:23.994522] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-03T20:42:23.994551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-03T20:42:24.006644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-03T20:42:24.006993] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-03T20:42:24.007789] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-03T20:42:24.007838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:24.007868] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:24.007893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:24.007947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:24.067663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:24.068521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:24.068621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:24.068654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:24.195394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:24.195547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:24.195603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:24.195633] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:24.198928] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=96.74%)
[2025-12-03T20:42:24.199475] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-03T20:42:24.199654] [INFO ] [sig       ] HYMC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:24.345774] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/HYMC.txt
[2025-12-03T20:42:24.345910] [INFO ] [sig       ] [1524/3516] Completed HYMC in 0.4s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:24.345946] [INFO ] [sig       ] [1525/3516] Forecasting HYXF...
[2025-12-03T20:42:24.345975] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-03T20:42:24.346003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-03T20:42:24.358081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-03T20:42:24.358405] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-03T20:42:24.359171] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-03T20:42:24.359221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:24.359251] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:24.359277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:24.359330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:24.416852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:24.417702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:24.417786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:24.417818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:24.528459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:24.528649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:24.528690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:24.528722] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:24.532227] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=39.86%)
[2025-12-03T20:42:24.532524] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-03T20:42:24.532675] [INFO ] [sig       ] HYXF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:24.672602] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HYXF.txt
[2025-12-03T20:42:24.672753] [INFO ] [sig       ] [1525/3516] Completed HYXF in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:24.672790] [INFO ] [sig       ] [1526/3516] Forecasting HYZD...
[2025-12-03T20:42:24.672818] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-03T20:42:24.672846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-03T20:42:24.684909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-03T20:42:24.685232] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-03T20:42:24.686053] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-03T20:42:24.686103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:24.686163] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:24.686191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:24.686248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:24.743181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:24.743966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:24.744046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:24.744080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:24.864402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:24.864595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:24.864636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:24.864664] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:24.870861] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=20.77%)
[2025-12-03T20:42:24.871180] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-03T20:42:24.871314] [INFO ] [sig       ] HYZD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:25.013840] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HYZD.txt
[2025-12-03T20:42:25.014008] [INFO ] [sig       ] [1526/3516] Completed HYZD in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:25.014053] [INFO ] [sig       ] [1527/3516] Forecasting HZO...
[2025-12-03T20:42:25.014082] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-03T20:42:25.014110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-03T20:42:25.026732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-03T20:42:25.027045] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-03T20:42:25.027854] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-03T20:42:25.027904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:25.027937] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:25.027964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:25.028042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:25.087468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:25.088362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:25.088445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:25.088477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:25.211265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:25.211421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:25.211461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:25.211489] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:25.215322] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-03T20:42:25.215656] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-03T20:42:25.215795] [INFO ] [sig       ] HZO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:25.361099] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/HZO.txt
[2025-12-03T20:42:25.361267] [INFO ] [sig       ] [1527/3516] Completed HZO in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:25.361322] [INFO ] [sig       ] [1528/3516] Forecasting IAC...
[2025-12-03T20:42:25.361352] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-03T20:42:25.361380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-03T20:42:25.373012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-03T20:42:25.373376] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-03T20:42:25.374139] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-03T20:42:25.374187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:25.374218] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:25.374243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:25.374297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:25.428564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:25.429198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:25.429273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:25.429304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:25.549021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:25.549174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:25.549213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:25.549240] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:25.552547] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=66.83%)
[2025-12-03T20:42:25.552832] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-03T20:42:25.552953] [INFO ] [sig       ] IAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:25.690588] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IAC.txt
[2025-12-03T20:42:25.690729] [INFO ] [sig       ] [1528/3516] Completed IAC in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:25.690765] [INFO ] [sig       ] [1529/3516] Forecasting IAE...
[2025-12-03T20:42:25.690793] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-03T20:42:25.690823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-03T20:42:25.702799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-03T20:42:25.703156] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-03T20:42:25.703926] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-03T20:42:25.703975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:25.704006] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:25.704032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:25.704086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:25.759505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:25.760389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:25.760471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:25.760504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:25.874539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:25.874715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:25.874752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:25.874815] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:25.878080] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-03T20:42:25.878340] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-03T20:42:25.878466] [INFO ] [sig       ] IAE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:26.020203] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IAE.txt
[2025-12-03T20:42:26.020355] [INFO ] [sig       ] [1529/3516] Completed IAE in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:26.020394] [INFO ] [sig       ] [1530/3516] Forecasting IAG...
[2025-12-03T20:42:26.020421] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-03T20:42:26.020450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-03T20:42:26.032279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-03T20:42:26.032646] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-03T20:42:26.033381] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-03T20:42:26.033429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:26.033474] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:26.033500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:26.033555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:26.088207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:26.089081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:26.089165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:26.089197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:26.211563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:26.211733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:26.211773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:26.211800] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:26.215008] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-12-03T20:42:26.215266] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-03T20:42:26.215383] [INFO ] [sig       ] IAG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:26.353193] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IAG.txt
[2025-12-03T20:42:26.353338] [INFO ] [sig       ] [1530/3516] Completed IAG in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:26.353375] [INFO ] [sig       ] [1531/3516] Forecasting IAS...
[2025-12-03T20:42:26.353403] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-03T20:42:26.353432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-03T20:42:26.364464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-03T20:42:26.364811] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-03T20:42:26.365534] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-03T20:42:26.365606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:26.365638] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:26.365664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:26.365719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:26.421205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:26.422052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:26.422134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:26.422167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:26.538991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:26.539141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:26.539179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:26.539207] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:26.542410] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=71.09%)
[2025-12-03T20:42:26.542686] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-03T20:42:26.542806] [INFO ] [sig       ] IAS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:26.683752] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IAS.txt
[2025-12-03T20:42:26.683942] [INFO ] [sig       ] [1531/3516] Completed IAS in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:26.683984] [INFO ] [sig       ] [1532/3516] Forecasting IBB...
[2025-12-03T20:42:26.684011] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-03T20:42:26.684039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-03T20:42:26.696190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-03T20:42:26.696528] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-03T20:42:26.697269] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-03T20:42:26.697317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:26.697347] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:26.697373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:26.697427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:26.753034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:26.753855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:26.753932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:26.753964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:26.875121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:26.875272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:26.875309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:26.875336] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:26.878591] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=89.95%)
[2025-12-03T20:42:26.878855] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-03T20:42:26.878975] [INFO ] [sig       ] IBB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:27.017965] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IBB.txt
[2025-12-03T20:42:27.018145] [INFO ] [sig       ] [1532/3516] Completed IBB in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:27.018187] [INFO ] [sig       ] [1533/3516] Forecasting IBBQ...
[2025-12-03T20:42:27.018217] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-03T20:42:27.018247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-03T20:42:27.029102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-03T20:42:27.029414] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-03T20:42:27.030200] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-03T20:42:27.030251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:27.030283] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:27.030310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:27.030367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:27.085889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:27.086718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:27.086794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:27.086825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:27.191082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:27.191257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:27.191306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:27.191342] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:27.194733] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-12-03T20:42:27.195004] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-03T20:42:27.195132] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:27.339105] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBBQ.txt
[2025-12-03T20:42:27.339258] [INFO ] [sig       ] [1533/3516] Completed IBBQ in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:27.339301] [INFO ] [sig       ] [1534/3516] Forecasting IBCP...
[2025-12-03T20:42:27.339333] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-03T20:42:27.339360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-03T20:42:27.350748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-03T20:42:27.351111] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-03T20:42:27.351882] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-03T20:42:27.351931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:27.351962] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:27.351987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:27.352042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:27.406980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:27.407812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:27.407891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:27.407922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:27.522550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:27.522726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:27.522769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:27.522799] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:27.526342] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-12-03T20:42:27.526662] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-03T20:42:27.526797] [INFO ] [sig       ] IBCP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:27.666196] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IBCP.txt
[2025-12-03T20:42:27.666357] [INFO ] [sig       ] [1534/3516] Completed IBCP in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.2m
[2025-12-03T20:42:27.666395] [INFO ] [sig       ] [1535/3516] Forecasting IBEX...
[2025-12-03T20:42:27.666424] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-03T20:42:27.666453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-03T20:42:27.678503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-03T20:42:27.678811] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-03T20:42:27.679621] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-03T20:42:27.679673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:27.679704] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:27.679731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:27.679790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:27.738677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:27.739368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:27.739447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:27.739479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:27.860487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:27.860656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:27.860695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:27.860723] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:27.864013] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2025-12-03T20:42:27.864278] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-03T20:42:27.864426] [INFO ] [sig       ] IBEX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:28.003844] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IBEX.txt
[2025-12-03T20:42:28.003979] [INFO ] [sig       ] [1535/3516] Completed IBEX in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.1m
[2025-12-03T20:42:28.004018] [INFO ] [sig       ] [1536/3516] Forecasting IBM...
[2025-12-03T20:42:28.004047] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-03T20:42:28.004076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-03T20:42:28.015023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-03T20:42:28.015274] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-03T20:42:28.016078] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-03T20:42:28.016128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:28.016159] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:28.016186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:28.016240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:28.071864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:28.072629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:28.072748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:28.072783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:28.195480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:28.195655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:28.195695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:28.195724] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:28.199102] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-12-03T20:42:28.199375] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-03T20:42:28.199503] [INFO ] [sig       ] IBM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:28.339995] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBM.txt
[2025-12-03T20:42:28.340146] [INFO ] [sig       ] [1536/3516] Completed IBM in 0.3s | 2.96 sym/s | Total: 8.6m | ETA: 11.1m
[2025-12-03T20:42:28.340184] [INFO ] [sig       ] [1537/3516] Forecasting IBN...
[2025-12-03T20:42:28.340215] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-03T20:42:28.340244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-03T20:42:28.355488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-03T20:42:28.355968] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-03T20:42:28.357125] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-03T20:42:28.357199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:28.357254] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:28.357304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:28.357401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:28.420683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:28.421772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:28.421874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:28.421925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:28.549027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:28.549180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:28.549220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:28.549269] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:28.552499] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-03T20:42:28.552849] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-03T20:42:28.552991] [INFO ] [sig       ] IBN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:28.705365] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBN.txt
[2025-12-03T20:42:28.705514] [INFO ] [sig       ] [1537/3516] Completed IBN in 0.4s | 2.96 sym/s | Total: 8.6m | ETA: 11.1m
[2025-12-03T20:42:28.705551] [INFO ] [sig       ] [1538/3516] Forecasting IBOC...
[2025-12-03T20:42:28.705599] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-03T20:42:28.705630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-03T20:42:28.717255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-03T20:42:28.717649] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-03T20:42:28.718433] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-03T20:42:28.718482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:28.718511] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:28.718536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:28.718616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:28.776667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:28.777486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:28.777567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:28.777621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:28.895117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:28.895268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:28.895306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:28.895333] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:28.898671] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=3.99%)
[2025-12-03T20:42:28.898946] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-03T20:42:28.899073] [INFO ] [sig       ] IBOC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:29.037347] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBOC.txt
[2025-12-03T20:42:29.037503] [INFO ] [sig       ] [1538/3516] Completed IBOC in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:29.037542] [INFO ] [sig       ] [1539/3516] Forecasting IBP...
[2025-12-03T20:42:29.037593] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-03T20:42:29.037628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-03T20:42:29.049528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-03T20:42:29.049870] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-03T20:42:29.050688] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-03T20:42:29.050738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:29.050771] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:29.050798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:29.050853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:29.109350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:29.110243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:29.110342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:29.110375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:29.232565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:29.232748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:29.232788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:29.232817] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:29.236279] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-03T20:42:29.236610] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-03T20:42:29.236742] [INFO ] [sig       ] IBP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:29.383698] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBP.txt
[2025-12-03T20:42:29.383863] [INFO ] [sig       ] [1539/3516] Completed IBP in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:29.383902] [INFO ] [sig       ] [1540/3516] Forecasting IBRX...
[2025-12-03T20:42:29.383930] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-03T20:42:29.383959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-03T20:42:29.395839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-03T20:42:29.396208] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-03T20:42:29.397001] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-03T20:42:29.397050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:29.397080] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:29.397106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:29.397161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:29.452262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:29.453124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:29.453212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:29.453244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:29.571343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:29.571499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:29.571537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:29.571564] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:29.574797] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-03T20:42:29.575059] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-03T20:42:29.575178] [INFO ] [sig       ] IBRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:29.729977] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IBRX.txt
[2025-12-03T20:42:29.730124] [INFO ] [sig       ] [1540/3516] Completed IBRX in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:29.730162] [INFO ] [sig       ] [1541/3516] Forecasting IBTF...
[2025-12-03T20:42:29.730191] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-03T20:42:29.730220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-03T20:42:29.741632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-03T20:42:29.741958] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-03T20:42:29.742741] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-03T20:42:29.742791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:29.742823] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:29.742862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:29.742919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:29.799609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:29.800457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:29.800542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:29.800594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:29.912238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:29.912384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:29.912422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:29.912449] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:29.915675] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-03T20:42:29.915941] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-03T20:42:29.916057] [INFO ] [sig       ] IBTF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:30.053622] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IBTF.txt
[2025-12-03T20:42:30.053772] [INFO ] [sig       ] [1541/3516] Completed IBTF in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:30.053809] [INFO ] [sig       ] [1542/3516] Forecasting IBTG...
[2025-12-03T20:42:30.053837] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-03T20:42:30.053866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-03T20:42:30.065799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-03T20:42:30.066190] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-03T20:42:30.067010] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-03T20:42:30.067060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:30.067092] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:30.067119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:30.067174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:30.124674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:30.125489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:30.125568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:30.125622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:30.245049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:30.245204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:30.245241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:30.245270] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:30.248624] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-03T20:42:30.248920] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-03T20:42:30.249046] [INFO ] [sig       ] IBTG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:30.389618] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IBTG.txt
[2025-12-03T20:42:30.389777] [INFO ] [sig       ] [1542/3516] Completed IBTG in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:30.389823] [INFO ] [sig       ] [1543/3516] Forecasting IBTH...
[2025-12-03T20:42:30.389853] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-03T20:42:30.389883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-03T20:42:30.401750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-03T20:42:30.402066] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-03T20:42:30.402827] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-03T20:42:30.402875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:30.402933] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:30.402960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:30.403014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:30.460196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:30.461072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:30.461157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:30.461189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:30.579189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:30.579338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:30.579374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:30.579401] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:30.582655] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=44.25%)
[2025-12-03T20:42:30.582917] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-03T20:42:30.583033] [INFO ] [sig       ] IBTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:30.725776] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBTH.txt
[2025-12-03T20:42:30.725930] [INFO ] [sig       ] [1543/3516] Completed IBTH in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:30.725970] [INFO ] [sig       ] [1544/3516] Forecasting IBTI...
[2025-12-03T20:42:30.725998] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-03T20:42:30.726025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-03T20:42:30.738656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-03T20:42:30.739029] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-03T20:42:30.739875] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-03T20:42:30.739940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:30.739982] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:30.740015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:30.740072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:30.798464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:30.799295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:30.799373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:30.799404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:30.920050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:30.920205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:30.920243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:30.920272] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:30.923678] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2025-12-03T20:42:30.923976] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-03T20:42:30.924107] [INFO ] [sig       ] IBTI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:31.068012] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBTI.txt
[2025-12-03T20:42:31.068175] [INFO ] [sig       ] [1544/3516] Completed IBTI in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:31.068216] [INFO ] [sig       ] [1545/3516] Forecasting IBTJ...
[2025-12-03T20:42:31.068253] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-03T20:42:31.068283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-03T20:42:31.079788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-03T20:42:31.080145] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-03T20:42:31.081052] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-03T20:42:31.081104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:31.081135] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:31.081163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:31.081218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:31.143563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:31.144629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:31.144734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:31.144775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:31.277427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:31.277596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:31.277637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:31.277666] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:31.281162] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-03T20:42:31.281432] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-03T20:42:31.281557] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:31.416468] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBTJ.txt
[2025-12-03T20:42:31.416637] [INFO ] [sig       ] [1545/3516] Completed IBTJ in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:31.416677] [INFO ] [sig       ] [1546/3516] Forecasting IBTK...
[2025-12-03T20:42:31.416706] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-03T20:42:31.416735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-03T20:42:31.427944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-03T20:42:31.428265] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-03T20:42:31.429002] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-03T20:42:31.429050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:31.429081] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:31.429107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:31.429161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:31.483701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:31.484403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:31.484481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:31.484513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:31.609903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:31.610051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:31.610090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:31.610151] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:31.613475] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=25.37%)
[2025-12-03T20:42:31.613774] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-03T20:42:31.613901] [INFO ] [sig       ] IBTK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:31.754097] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBTK.txt
[2025-12-03T20:42:31.754238] [INFO ] [sig       ] [1546/3516] Completed IBTK in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:31.754279] [INFO ] [sig       ] [1547/3516] Forecasting IBTL...
[2025-12-03T20:42:31.754310] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-03T20:42:31.754340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-03T20:42:31.766340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-03T20:42:31.766679] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-03T20:42:31.767461] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-03T20:42:31.767510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:31.767541] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:31.767566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:31.767641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:31.828336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:31.829234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:31.829312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:31.829343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:31.952132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:31.952281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:31.952317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:31.952345] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:31.955940] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-03T20:42:31.956218] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-03T20:42:31.956343] [INFO ] [sig       ] IBTL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:32.102490] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBTL.txt
[2025-12-03T20:42:32.102672] [INFO ] [sig       ] [1547/3516] Completed IBTL in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:32.102712] [INFO ] [sig       ] [1548/3516] Forecasting IBTM...
[2025-12-03T20:42:32.102740] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-03T20:42:32.102768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-03T20:42:32.114383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-03T20:42:32.114687] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-03T20:42:32.115451] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-03T20:42:32.115503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:32.115533] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:32.115559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:32.115634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:32.172625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:32.173474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:32.173558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:32.173611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:32.294495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:32.294668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:32.294706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:32.294752] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:32.298162] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-12-03T20:42:32.298434] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-03T20:42:32.298557] [INFO ] [sig       ] IBTM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:32.444405] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBTM.txt
[2025-12-03T20:42:32.444565] [INFO ] [sig       ] [1548/3516] Completed IBTM in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:32.444625] [INFO ] [sig       ] [1549/3516] Forecasting IBTO...
[2025-12-03T20:42:32.444656] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-03T20:42:32.444686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-03T20:42:32.456025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-03T20:42:32.456553] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-03T20:42:32.457376] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-03T20:42:32.457436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:32.457469] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:32.457495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:32.457549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:32.516928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:32.517785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:32.517866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:32.517901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:32.642159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:32.642309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:32.642345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:32.642372] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:32.645650] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-12-03T20:42:32.645959] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-03T20:42:32.646093] [INFO ] [sig       ] IBTO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:32.783354] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IBTO.txt
[2025-12-03T20:42:32.783487] [INFO ] [sig       ] [1549/3516] Completed IBTO in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:32.783525] [INFO ] [sig       ] [1550/3516] Forecasting ICE...
[2025-12-03T20:42:32.783552] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-03T20:42:32.783599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-03T20:42:32.794610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-03T20:42:32.794972] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-03T20:42:32.795740] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-03T20:42:32.795788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:32.795819] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:32.795844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:32.795898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:32.850904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:32.851682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:32.851758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:32.851804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:32.968585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:32.968710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:32.968745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:32.968773] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:32.971928] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-03T20:42:32.972185] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-03T20:42:32.972302] [INFO ] [sig       ] ICE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:33.106982] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ICE.txt
[2025-12-03T20:42:33.107094] [INFO ] [sig       ] [1550/3516] Completed ICE in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:33.107130] [INFO ] [sig       ] [1551/3516] Forecasting ICFI...
[2025-12-03T20:42:33.107159] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-03T20:42:33.107186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-03T20:42:33.118179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-03T20:42:33.118457] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-03T20:42:33.119199] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-03T20:42:33.119248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:33.119278] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:33.119303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:33.119359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:33.174162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:33.175010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:33.175089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:33.175120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:33.293659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:33.293809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:33.293846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:33.293872] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:33.297087] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-03T20:42:33.297340] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-03T20:42:33.297455] [INFO ] [sig       ] ICFI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:33.434552] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ICFI.txt
[2025-12-03T20:42:33.434721] [INFO ] [sig       ] [1551/3516] Completed ICFI in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:33.434758] [INFO ] [sig       ] [1552/3516] Forecasting ICL...
[2025-12-03T20:42:33.434787] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-03T20:42:33.434815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-03T20:42:33.446082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-03T20:42:33.446453] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-03T20:42:33.447228] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-03T20:42:33.447276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:33.447306] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:33.447331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:33.447398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:33.502845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:33.503588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:33.503665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:33.503697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:33.624643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:33.624793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:33.624831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:33.624858] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:33.628127] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=78.22%)
[2025-12-03T20:42:33.628395] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-03T20:42:33.628516] [INFO ] [sig       ] ICL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:33.766966] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ICL.txt
[2025-12-03T20:42:33.767106] [INFO ] [sig       ] [1552/3516] Completed ICL in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.1m
[2025-12-03T20:42:33.767142] [INFO ] [sig       ] [1553/3516] Forecasting ICLN...
[2025-12-03T20:42:33.767170] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-03T20:42:33.767197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-03T20:42:33.778780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-03T20:42:33.779069] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-03T20:42:33.779817] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-03T20:42:33.779865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:33.779895] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:33.779922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:33.779980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:33.836163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:33.836998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:33.837110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:33.837143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:33.961885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:33.962039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:33.962077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:33.962104] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:33.965386] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=92.88%)
[2025-12-03T20:42:33.965687] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-03T20:42:33.965815] [INFO ] [sig       ] ICLN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:34.109867] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ICLN.txt
[2025-12-03T20:42:34.110017] [INFO ] [sig       ] [1553/3516] Completed ICLN in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.0m
[2025-12-03T20:42:34.110052] [INFO ] [sig       ] [1554/3516] Forecasting ICMB...
[2025-12-03T20:42:34.110083] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-03T20:42:34.110111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-03T20:42:34.121176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-03T20:42:34.121437] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-03T20:42:34.122216] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-03T20:42:34.122264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:34.122295] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:34.122321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:34.122374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:34.180360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:34.181213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:34.181294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:34.181326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:34.291632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:34.291785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:34.291823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:34.291851] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:34.295230] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-03T20:42:34.295493] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-03T20:42:34.295632] [INFO ] [sig       ] ICMB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:34.442285] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ICMB.txt
[2025-12-03T20:42:34.442435] [INFO ] [sig       ] [1554/3516] Completed ICMB in 0.3s | 2.96 sym/s | Total: 8.7m | ETA: 11.0m
[2025-12-03T20:42:34.442475] [INFO ] [sig       ] [1555/3516] Forecasting ICOP...
[2025-12-03T20:42:34.442505] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-03T20:42:34.442533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-03T20:42:34.453910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-03T20:42:34.454259] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-03T20:42:34.455101] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-03T20:42:34.455150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:34.455181] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:34.455208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:34.455264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:34.513063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:34.513914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:34.514001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:34.514032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:34.624603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:34.624756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:34.624793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:34.624821] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:34.628207] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-03T20:42:34.628539] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-03T20:42:34.628692] [INFO ] [sig       ] ICOP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:34.766394] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ICOP.txt
[2025-12-03T20:42:34.766539] [INFO ] [sig       ] [1555/3516] Completed ICOP in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:34.766596] [INFO ] [sig       ] [1556/3516] Forecasting ICUI...
[2025-12-03T20:42:34.766626] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-03T20:42:34.766660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-03T20:42:34.778217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-03T20:42:34.778480] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-03T20:42:34.779219] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-03T20:42:34.779267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:34.779297] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:34.779323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:34.779376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:34.834355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:34.834949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:34.835027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:34.835057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:34.950293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:34.950438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:34.950474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:34.950502] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:34.953729] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-03T20:42:34.953991] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-03T20:42:34.954109] [INFO ] [sig       ] ICUI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:35.090263] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ICUI.txt
[2025-12-03T20:42:35.090402] [INFO ] [sig       ] [1556/3516] Completed ICUI in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:35.090439] [INFO ] [sig       ] [1557/3516] Forecasting IDA...
[2025-12-03T20:42:35.090466] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-03T20:42:35.090494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-03T20:42:35.101779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-03T20:42:35.102052] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-03T20:42:35.102791] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-03T20:42:35.102840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:35.102870] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:35.102895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:35.102949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:35.157630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:35.158255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:35.158330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:35.158362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:35.274673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:35.274812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:35.274849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:35.274876] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:35.278048] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-03T20:42:35.278305] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-03T20:42:35.278422] [INFO ] [sig       ] IDA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:35.414969] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IDA.txt
[2025-12-03T20:42:35.415084] [INFO ] [sig       ] [1557/3516] Completed IDA in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:35.415121] [INFO ] [sig       ] [1558/3516] Forecasting IDAI...
[2025-12-03T20:42:35.415149] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-03T20:42:35.415177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-03T20:42:35.425844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-03T20:42:35.426097] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-03T20:42:35.426825] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-03T20:42:35.426872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:35.426903] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:35.426934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:35.427001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:35.485697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:35.486297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:35.486369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:35.486399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:35.605804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:35.605944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:35.605986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:35.606019] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:35.609262] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-03T20:42:35.609514] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-03T20:42:35.609645] [INFO ] [sig       ] IDAI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:35.745731] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IDAI.txt
[2025-12-03T20:42:35.745851] [INFO ] [sig       ] [1558/3516] Completed IDAI in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:35.745887] [INFO ] [sig       ] [1559/3516] Forecasting IDCC...
[2025-12-03T20:42:35.745914] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-03T20:42:35.745942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-03T20:42:35.757929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-03T20:42:35.758267] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-03T20:42:35.759052] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-03T20:42:35.759101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:35.759132] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:35.759158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:35.759216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:35.829490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:35.830354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:35.830437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:35.830468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:35.949161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:35.949319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:35.949357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:35.949385] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:35.952851] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2025-12-03T20:42:35.953114] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-03T20:42:35.953235] [INFO ] [sig       ] IDCC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:36.092062] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IDCC.txt
[2025-12-03T20:42:36.092227] [INFO ] [sig       ] [1559/3516] Completed IDCC in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:36.092267] [INFO ] [sig       ] [1560/3516] Forecasting IDE...
[2025-12-03T20:42:36.092295] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-03T20:42:36.092323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-03T20:42:36.104376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-03T20:42:36.104713] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-03T20:42:36.105454] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-03T20:42:36.105502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:36.105558] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:36.105602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:36.105658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:36.161302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:36.161947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:36.162021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:36.162052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:36.278258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:36.278392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:36.278427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:36.278452] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:36.281639] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-03T20:42:36.281895] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-03T20:42:36.282014] [INFO ] [sig       ] IDE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:36.419503] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IDE.txt
[2025-12-03T20:42:36.419635] [INFO ] [sig       ] [1560/3516] Completed IDE in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:36.419682] [INFO ] [sig       ] [1561/3516] Forecasting IDN...
[2025-12-03T20:42:36.419709] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-03T20:42:36.419737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-03T20:42:36.433050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-03T20:42:36.433439] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-03T20:42:36.434231] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-03T20:42:36.434280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:36.434310] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:36.434335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:36.434390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:36.490436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:36.491301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:36.491382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:36.491413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:36.610498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:36.610697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:36.610736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:36.610763] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:36.614291] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=52.80%)
[2025-12-03T20:42:36.614602] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-03T20:42:36.614733] [INFO ] [sig       ] IDN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:36.759523] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IDN.txt
[2025-12-03T20:42:36.759704] [INFO ] [sig       ] [1561/3516] Completed IDN in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:36.759742] [INFO ] [sig       ] [1562/3516] Forecasting IDXX...
[2025-12-03T20:42:36.759770] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-03T20:42:36.759798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-03T20:42:36.770798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-03T20:42:36.771105] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-03T20:42:36.771849] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-03T20:42:36.771897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:36.771928] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:36.771953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:36.772006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:36.828093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:36.828976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:36.829065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:36.829097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:36.948745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:36.948894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:36.948930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:36.948957] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:36.952154] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-03T20:42:36.952409] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-03T20:42:36.952522] [INFO ] [sig       ] IDXX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:37.090517] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IDXX.txt
[2025-12-03T20:42:37.090682] [INFO ] [sig       ] [1562/3516] Completed IDXX in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:37.090720] [INFO ] [sig       ] [1563/3516] Forecasting IDYA...
[2025-12-03T20:42:37.090749] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-03T20:42:37.090777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-03T20:42:37.102288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-03T20:42:37.102699] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-03T20:42:37.103474] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-03T20:42:37.103523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:37.103554] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:37.103627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:37.103706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:37.161522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:37.162602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:37.162687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:37.162719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:37.282900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:37.283016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:37.283055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:37.283111] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:37.287150] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=49.71%)
[2025-12-03T20:42:37.287537] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-03T20:42:37.287729] [INFO ] [sig       ] IDYA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:37.446129] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IDYA.txt
[2025-12-03T20:42:37.446280] [INFO ] [sig       ] [1563/3516] Completed IDYA in 0.4s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:37.446318] [INFO ] [sig       ] [1564/3516] Forecasting IEF...
[2025-12-03T20:42:37.446347] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-03T20:42:37.446376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-03T20:42:37.457752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-03T20:42:37.458155] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-03T20:42:37.459010] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-03T20:42:37.459064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:37.459095] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:37.459121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:37.459179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:37.514606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:37.515417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:37.515498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:37.515530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:37.633206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:37.633330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:37.633365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:37.633392] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:37.636588] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2025-12-03T20:42:37.636846] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-03T20:42:37.636962] [INFO ] [sig       ] IEF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:37.778872] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IEF.txt
[2025-12-03T20:42:37.779024] [INFO ] [sig       ] [1564/3516] Completed IEF in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:37.779066] [INFO ] [sig       ] [1565/3516] Forecasting IEI...
[2025-12-03T20:42:37.779095] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-03T20:42:37.779123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-03T20:42:37.790435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-03T20:42:37.790793] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-03T20:42:37.791618] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-03T20:42:37.791668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:37.791710] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:37.791739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:37.791796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:37.847864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:37.848614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:37.848695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:37.848730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:37.969486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:37.969653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:37.969697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:37.969726] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:37.972956] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-03T20:42:37.973210] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-03T20:42:37.973326] [INFO ] [sig       ] IEI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:38.107763] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IEI.txt
[2025-12-03T20:42:38.107865] [INFO ] [sig       ] [1565/3516] Completed IEI in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:38.107900] [INFO ] [sig       ] [1566/3516] Forecasting IEP...
[2025-12-03T20:42:38.107928] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-03T20:42:38.107956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-03T20:42:38.118875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-03T20:42:38.119189] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-03T20:42:38.119991] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-03T20:42:38.120041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:38.120073] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:38.120100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:38.120157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:38.176444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:38.177033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:38.177106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:38.177136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:38.298989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:38.299094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:38.299128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:38.299155] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:38.302162] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-03T20:42:38.302412] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-03T20:42:38.302525] [INFO ] [sig       ] IEP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:38.442337] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IEP.txt
[2025-12-03T20:42:38.442448] [INFO ] [sig       ] [1566/3516] Completed IEP in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:38.442486] [INFO ] [sig       ] [1567/3516] Forecasting IESC...
[2025-12-03T20:42:38.442514] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-03T20:42:38.442542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-03T20:42:38.454187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-03T20:42:38.454484] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-03T20:42:38.455261] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-03T20:42:38.455311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:38.455343] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:38.455371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:38.455427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:38.511367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:38.511995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:38.512070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:38.512102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:38.631333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:38.631440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:38.631473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:38.631500] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:38.634568] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=84.10%)
[2025-12-03T20:42:38.634842] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-03T20:42:38.634958] [INFO ] [sig       ] IESC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:38.778980] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IESC.txt
[2025-12-03T20:42:38.779102] [INFO ] [sig       ] [1567/3516] Completed IESC in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:38.779138] [INFO ] [sig       ] [1568/3516] Forecasting IEX...
[2025-12-03T20:42:38.779166] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-03T20:42:38.779194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-03T20:42:38.790120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-03T20:42:38.790421] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-03T20:42:38.791178] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-03T20:42:38.791226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:38.791257] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:38.791283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:38.791336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:38.845985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:38.846620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:38.846694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:38.846725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:38.960311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:38.960428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:38.960462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:38.960489] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:38.963601] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=36.77%)
[2025-12-03T20:42:38.963856] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-03T20:42:38.963972] [INFO ] [sig       ] IEX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:39.100923] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IEX.txt
[2025-12-03T20:42:39.101047] [INFO ] [sig       ] [1568/3516] Completed IEX in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:39.101088] [INFO ] [sig       ] [1569/3516] Forecasting IFF...
[2025-12-03T20:42:39.101118] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-03T20:42:39.101145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-03T20:42:39.111775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-03T20:42:39.112058] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-03T20:42:39.112800] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-03T20:42:39.112848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:39.112878] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:39.112903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:39.112957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:39.167492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:39.168093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:39.168166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:39.168197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:39.287469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:39.287595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:39.287633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:39.287660] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:39.290749] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=42.02%)
[2025-12-03T20:42:39.291002] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-03T20:42:39.291123] [INFO ] [sig       ] IFF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:39.427435] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IFF.txt
[2025-12-03T20:42:39.427542] [INFO ] [sig       ] [1569/3516] Completed IFF in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:39.427595] [INFO ] [sig       ] [1570/3516] Forecasting IFN...
[2025-12-03T20:42:39.427625] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-03T20:42:39.427653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-03T20:42:39.438790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-03T20:42:39.439062] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-03T20:42:39.439802] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-03T20:42:39.439851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:39.439881] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:39.439907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:39.439961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:39.494925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:39.495487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:39.495601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:39.495637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:39.610761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:39.610885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:39.610920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:39.610948] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:39.614090] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=38.62%)
[2025-12-03T20:42:39.614350] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-03T20:42:39.614480] [INFO ] [sig       ] IFN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:39.796426] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IFN.txt
[2025-12-03T20:42:39.796562] [INFO ] [sig       ] [1570/3516] Completed IFN in 0.4s | 2.96 sym/s | Total: 8.8m | ETA: 11.0m
[2025-12-03T20:42:39.796622] [INFO ] [sig       ] [1571/3516] Forecasting IFS...
[2025-12-03T20:42:39.796652] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-03T20:42:39.796681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-03T20:42:39.807957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-03T20:42:39.808260] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-03T20:42:39.809053] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-03T20:42:39.809113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:39.809151] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:39.809183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:39.809241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:39.865249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:39.865855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:39.865930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:39.865960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:39.984400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:39.984523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:39.984558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:39.984602] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:39.987759] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=76.56%)
[2025-12-03T20:42:39.988036] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-03T20:42:39.988163] [INFO ] [sig       ] IFS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:40.125086] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IFS.txt
[2025-12-03T20:42:40.125215] [INFO ] [sig       ] [1571/3516] Completed IFS in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 10.9m
[2025-12-03T20:42:40.125252] [INFO ] [sig       ] [1572/3516] Forecasting IGA...
[2025-12-03T20:42:40.125280] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-03T20:42:40.125308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-03T20:42:40.136159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-03T20:42:40.136432] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-03T20:42:40.137176] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-03T20:42:40.137225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:40.137255] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:40.137280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:40.137335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:40.191604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:40.192319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:40.192395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:40.192426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:40.309241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:40.309336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:40.309372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:40.309410] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:40.312637] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-03T20:42:40.312895] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-03T20:42:40.313011] [INFO ] [sig       ] IGA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:40.449785] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IGA.txt
[2025-12-03T20:42:40.449910] [INFO ] [sig       ] [1572/3516] Completed IGA in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 10.9m
[2025-12-03T20:42:40.449946] [INFO ] [sig       ] [1573/3516] Forecasting IGD...
[2025-12-03T20:42:40.449975] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-03T20:42:40.450002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-03T20:42:40.460935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-03T20:42:40.461226] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-03T20:42:40.461996] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-03T20:42:40.462046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:40.462076] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:40.462101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:40.462156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:40.527508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:40.528360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:40.528439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:40.528470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:40.644358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:40.644518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:40.644556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:40.644603] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:40.647883] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-03T20:42:40.648177] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-03T20:42:40.648301] [INFO ] [sig       ] IGD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:40.784647] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IGD.txt
[2025-12-03T20:42:40.784830] [INFO ] [sig       ] [1573/3516] Completed IGD in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:40.784869] [INFO ] [sig       ] [1574/3516] Forecasting IGF...
[2025-12-03T20:42:40.784899] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-03T20:42:40.784928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-03T20:42:40.795993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-03T20:42:40.796378] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-03T20:42:40.797154] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-03T20:42:40.797203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:40.797234] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:40.797259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:40.797318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:40.852280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:40.853069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:40.853147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:40.853195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:40.975156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:40.975313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:40.975361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:40.975390] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:40.978806] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=68.87%)
[2025-12-03T20:42:40.979104] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-03T20:42:40.979242] [INFO ] [sig       ] IGF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:41.114669] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IGF.txt
[2025-12-03T20:42:41.114789] [INFO ] [sig       ] [1574/3516] Completed IGF in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:41.114826] [INFO ] [sig       ] [1575/3516] Forecasting IGI...
[2025-12-03T20:42:41.114854] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-03T20:42:41.114882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-03T20:42:41.126200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-03T20:42:41.126441] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-03T20:42:41.127183] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-03T20:42:41.127231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:41.127261] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:41.127287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:41.127341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:41.181541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:41.182129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:41.182201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:41.182232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:41.283062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:41.283160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:41.283192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:41.283217] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:41.286197] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2025-12-03T20:42:41.286446] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-03T20:42:41.286562] [INFO ] [sig       ] IGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:41.421984] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IGI.txt
[2025-12-03T20:42:41.422087] [INFO ] [sig       ] [1575/3516] Completed IGI in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:41.422122] [INFO ] [sig       ] [1576/3516] Forecasting IGIB...
[2025-12-03T20:42:41.422150] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-03T20:42:41.422178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-03T20:42:41.433650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-03T20:42:41.433919] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-03T20:42:41.434697] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-03T20:42:41.434756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:41.434787] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:41.434823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:41.434879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:41.489565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:41.490166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:41.490239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:41.490269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:41.610108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:41.610205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:41.610238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:41.610265] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:41.613272] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-03T20:42:41.613521] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-03T20:42:41.613650] [INFO ] [sig       ] IGIB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:41.751546] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IGIB.txt
[2025-12-03T20:42:41.751667] [INFO ] [sig       ] [1576/3516] Completed IGIB in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:41.751704] [INFO ] [sig       ] [1577/3516] Forecasting IGIC...
[2025-12-03T20:42:41.751731] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-03T20:42:41.751759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-03T20:42:41.764156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-03T20:42:41.764569] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-03T20:42:41.765380] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-03T20:42:41.765430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:41.765490] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:41.765517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:41.765588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:41.824276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:41.825208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:41.825296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:41.825328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:41.947632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:41.947803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:41.947843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:41.947871] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:41.951377] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-03T20:42:41.951675] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-03T20:42:41.951801] [INFO ] [sig       ] IGIC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:42.089678] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IGIC.txt
[2025-12-03T20:42:42.089798] [INFO ] [sig       ] [1577/3516] Completed IGIC in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:42.089836] [INFO ] [sig       ] [1578/3516] Forecasting IGSB...
[2025-12-03T20:42:42.089864] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-03T20:42:42.089892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-03T20:42:42.100935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-03T20:42:42.101215] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-03T20:42:42.101979] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-03T20:42:42.102027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:42.102057] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:42.102082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:42.102136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:42.158291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:42.159112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:42.159198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:42.159231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:42.278405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:42.278552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:42.278608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:42.278637] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:42.281953] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=80.00%)
[2025-12-03T20:42:42.282226] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-03T20:42:42.282351] [INFO ] [sig       ] IGSB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:42.424532] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IGSB.txt
[2025-12-03T20:42:42.424702] [INFO ] [sig       ] [1578/3516] Completed IGSB in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:42.424742] [INFO ] [sig       ] [1579/3516] Forecasting IHD...
[2025-12-03T20:42:42.424770] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-03T20:42:42.424798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-03T20:42:42.436247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-03T20:42:42.436553] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-03T20:42:42.437315] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-03T20:42:42.437363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:42.437393] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:42.437418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:42.437472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:42.492609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:42.493242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:42.493325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:42.493355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:42.610973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:42.611110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:42.611146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:42.611172] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:42.614385] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-03T20:42:42.614659] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-03T20:42:42.614776] [INFO ] [sig       ] IHD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:42.752521] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IHD.txt
[2025-12-03T20:42:42.752680] [INFO ] [sig       ] [1579/3516] Completed IHD in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:42.752719] [INFO ] [sig       ] [1580/3516] Forecasting IHG...
[2025-12-03T20:42:42.752746] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-03T20:42:42.752781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-03T20:42:42.764800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-03T20:42:42.765187] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-03T20:42:42.765951] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-03T20:42:42.766001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:42.766031] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:42.766057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:42.766112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:42.823103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:42.823983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:42.824072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:42.824111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:42.943092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:42.943254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:42.943290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:42.943349] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:42.946715] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-03T20:42:42.946974] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-03T20:42:42.947090] [INFO ] [sig       ] IHG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:43.087224] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IHG.txt
[2025-12-03T20:42:43.087399] [INFO ] [sig       ] [1580/3516] Completed IHG in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:43.087443] [INFO ] [sig       ] [1581/3516] Forecasting IHS...
[2025-12-03T20:42:43.087473] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-03T20:42:43.087501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-03T20:42:43.098630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-03T20:42:43.098939] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-03T20:42:43.099743] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-03T20:42:43.099796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:43.099827] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:43.099853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:43.099908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:43.158036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:43.158703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:43.158782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:43.158814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:43.274739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:43.274874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:43.274911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:43.274938] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:43.278233] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=43.03%)
[2025-12-03T20:42:43.278493] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-03T20:42:43.278632] [INFO ] [sig       ] IHS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:43.415915] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IHS.txt
[2025-12-03T20:42:43.416056] [INFO ] [sig       ] [1581/3516] Completed IHS in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:43.416094] [INFO ] [sig       ] [1582/3516] Forecasting IIF...
[2025-12-03T20:42:43.416122] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-03T20:42:43.416151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-03T20:42:43.426395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-03T20:42:43.426694] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-03T20:42:43.427421] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-03T20:42:43.427470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:43.427499] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:43.427524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:43.427600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:43.482401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:43.483040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:43.483116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:43.483149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:43.595515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:43.595674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:43.595711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:43.595739] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:43.598978] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-12-03T20:42:43.599267] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-03T20:42:43.599399] [INFO ] [sig       ] IIF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:43.737178] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IIF.txt
[2025-12-03T20:42:43.737296] [INFO ] [sig       ] [1582/3516] Completed IIF in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:43.737331] [INFO ] [sig       ] [1583/3516] Forecasting III...
[2025-12-03T20:42:43.737361] [INFO ] [sig       ] Generating forecast for: III
[2025-12-03T20:42:43.737389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-03T20:42:43.749223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-03T20:42:43.749545] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-03T20:42:43.750320] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-03T20:42:43.750370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:43.750402] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:43.750429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:43.750485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:43.806790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:43.807439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:43.807518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:43.807551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:43.923333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:43.923474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:43.923512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:43.923540] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:43.926871] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-03T20:42:43.927139] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-03T20:42:43.927287] [INFO ] [sig       ] III: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:44.063236] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/III.txt
[2025-12-03T20:42:44.063365] [INFO ] [sig       ] [1583/3516] Completed III in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:44.063402] [INFO ] [sig       ] [1584/3516] Forecasting IIIN...
[2025-12-03T20:42:44.063433] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-03T20:42:44.063461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-03T20:42:44.074723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-03T20:42:44.075029] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-03T20:42:44.075788] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-03T20:42:44.075837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:44.075867] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:44.075893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:44.075947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:44.131517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:44.132124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:44.132214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:44.132259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:44.253116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:44.253256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:44.253293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:44.253320] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:44.256652] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=54.77%)
[2025-12-03T20:42:44.256918] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-03T20:42:44.257039] [INFO ] [sig       ] IIIN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:44.394135] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IIIN.txt
[2025-12-03T20:42:44.394277] [INFO ] [sig       ] [1584/3516] Completed IIIN in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:44.394319] [INFO ] [sig       ] [1585/3516] Forecasting IIM...
[2025-12-03T20:42:44.394346] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-03T20:42:44.394374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-03T20:42:44.406761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-03T20:42:44.407052] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-03T20:42:44.407798] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-03T20:42:44.407846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:44.407875] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:44.407900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:44.407953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:44.464251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:44.464901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:44.464976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:44.465009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:44.582307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:44.582471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:44.582509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:44.582537] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:44.585791] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=21.15%)
[2025-12-03T20:42:44.586049] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-03T20:42:44.586163] [INFO ] [sig       ] IIM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:44.723604] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IIM.txt
[2025-12-03T20:42:44.723739] [INFO ] [sig       ] [1585/3516] Completed IIM in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:44.723774] [INFO ] [sig       ] [1586/3516] Forecasting ILMN...
[2025-12-03T20:42:44.723803] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-03T20:42:44.723831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-03T20:42:44.735652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-03T20:42:44.735950] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-03T20:42:44.736732] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-03T20:42:44.736780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:44.736810] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:44.736835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:44.736889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:44.794182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:44.794899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:44.794974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:44.795006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:44.919089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:44.919232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:44.919270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:44.919298] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:44.922670] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=68.23%)
[2025-12-03T20:42:44.922934] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-03T20:42:44.923056] [INFO ] [sig       ] ILMN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:45.061731] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ILMN.txt
[2025-12-03T20:42:45.061852] [INFO ] [sig       ] [1586/3516] Completed ILMN in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:45.061887] [INFO ] [sig       ] [1587/3516] Forecasting IMAX...
[2025-12-03T20:42:45.061915] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-03T20:42:45.061942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-03T20:42:45.072985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-03T20:42:45.073266] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-03T20:42:45.074016] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-03T20:42:45.074065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:45.074094] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:45.074121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:45.074187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:45.134171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:45.134966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:45.135089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:45.135124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:45.254836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:45.254996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:45.255050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:45.255079] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:45.258457] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=64.73%)
[2025-12-03T20:42:45.258782] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-03T20:42:45.258920] [INFO ] [sig       ] IMAX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:45.398134] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IMAX.txt
[2025-12-03T20:42:45.398262] [INFO ] [sig       ] [1587/3516] Completed IMAX in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.9m
[2025-12-03T20:42:45.398298] [INFO ] [sig       ] [1588/3516] Forecasting IMKTA...
[2025-12-03T20:42:45.398326] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-03T20:42:45.398354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-03T20:42:45.409820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-03T20:42:45.410108] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-03T20:42:45.410888] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-03T20:42:45.410936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:45.410966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:45.410992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:45.411046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:45.466059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:45.466691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:45.466761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:45.466792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:45.580123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:45.580260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:45.580302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:45.580334] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:45.583498] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-03T20:42:45.583782] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-03T20:42:45.583901] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:45.720183] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IMKTA.txt
[2025-12-03T20:42:45.720311] [INFO ] [sig       ] [1588/3516] Completed IMKTA in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.8m
[2025-12-03T20:42:45.720353] [INFO ] [sig       ] [1589/3516] Forecasting IMMP...
[2025-12-03T20:42:45.720380] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-03T20:42:45.720407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-03T20:42:45.731649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-03T20:42:45.731936] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-03T20:42:45.732725] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-03T20:42:45.732786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:45.732817] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:45.732843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:45.732904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:45.788391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:45.789001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:45.789075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:45.789105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:45.901995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:45.902143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:45.902179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:45.902213] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:45.905426] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-12-03T20:42:45.905716] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-03T20:42:45.905833] [INFO ] [sig       ] IMMP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:46.043697] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IMMP.txt
[2025-12-03T20:42:46.043828] [INFO ] [sig       ] [1589/3516] Completed IMMP in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.8m
[2025-12-03T20:42:46.043865] [INFO ] [sig       ] [1590/3516] Forecasting IMMX...
[2025-12-03T20:42:46.043894] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-03T20:42:46.043922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-03T20:42:46.055197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-03T20:42:46.055493] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-03T20:42:46.056286] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-03T20:42:46.056337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:46.056370] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:46.056397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:46.056453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:46.111398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:46.112013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:46.112097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:46.112130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:46.228414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:46.228556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:46.228610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:46.228639] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:46.231845] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=69.50%)
[2025-12-03T20:42:46.232104] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-03T20:42:46.232221] [INFO ] [sig       ] IMMX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:46.367817] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IMMX.txt
[2025-12-03T20:42:46.367944] [INFO ] [sig       ] [1590/3516] Completed IMMX in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.8m
[2025-12-03T20:42:46.367979] [INFO ] [sig       ] [1591/3516] Forecasting IMNM...
[2025-12-03T20:42:46.368058] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-03T20:42:46.368093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-03T20:42:46.378959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-03T20:42:46.379257] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-03T20:42:46.380011] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-03T20:42:46.380061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:46.380091] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:46.380117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:46.380172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:46.435073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:46.435842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:46.435918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:46.435949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:46.561562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:46.561707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:46.561742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:46.561768] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:46.565301] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-03T20:42:46.565558] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-03T20:42:46.565694] [INFO ] [sig       ] IMNM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:46.700846] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IMNM.txt
[2025-12-03T20:42:46.700962] [INFO ] [sig       ] [1591/3516] Completed IMNM in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 10.8m
[2025-12-03T20:42:46.700998] [INFO ] [sig       ] [1592/3516] Forecasting IMNN...
[2025-12-03T20:42:46.701025] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-03T20:42:46.701052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-03T20:42:46.712441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-03T20:42:46.712754] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-03T20:42:46.713538] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-03T20:42:46.713607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:46.713644] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:46.713670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:46.713726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:46.770722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:46.771352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:46.771430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:46.771462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:46.893782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:46.893926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:46.893965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:46.893994] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:46.897269] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-03T20:42:46.897544] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-03T20:42:46.897685] [INFO ] [sig       ] IMNN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:47.033979] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IMNN.txt
[2025-12-03T20:42:47.034101] [INFO ] [sig       ] [1592/3516] Completed IMNN in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:47.034145] [INFO ] [sig       ] [1593/3516] Forecasting IMOS...
[2025-12-03T20:42:47.034174] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-03T20:42:47.034202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-03T20:42:47.045218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-03T20:42:47.045523] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-03T20:42:47.046290] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-03T20:42:47.046342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:47.046374] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:47.046401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:47.046463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:47.101679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:47.102337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:47.102424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:47.102457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:47.223536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:47.223697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:47.223743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:47.223775] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:47.227088] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-12-03T20:42:47.227357] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-03T20:42:47.227481] [INFO ] [sig       ] IMOS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:47.365285] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IMOS.txt
[2025-12-03T20:42:47.365414] [INFO ] [sig       ] [1593/3516] Completed IMOS in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:47.365451] [INFO ] [sig       ] [1594/3516] Forecasting IMPP...
[2025-12-03T20:42:47.365479] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-03T20:42:47.365506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-03T20:42:47.379702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-03T20:42:47.380005] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-03T20:42:47.380784] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-03T20:42:47.380858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:47.380889] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:47.380915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:47.380969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:47.436361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:47.437009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:47.437083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:47.437114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:47.558303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:47.558443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:47.558480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:47.558508] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:47.561846] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2025-12-03T20:42:47.562132] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-03T20:42:47.562268] [INFO ] [sig       ] IMPP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:47.700010] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IMPP.txt
[2025-12-03T20:42:47.700122] [INFO ] [sig       ] [1594/3516] Completed IMPP in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:47.700159] [INFO ] [sig       ] [1595/3516] Forecasting IMRX...
[2025-12-03T20:42:47.700186] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-03T20:42:47.700214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-03T20:42:47.711492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-03T20:42:47.711778] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-03T20:42:47.712534] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-03T20:42:47.712599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:47.712632] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:47.712657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:47.712712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:47.770241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:47.770893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:47.770970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:47.771002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:47.892526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:47.892690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:47.892728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:47.892755] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:47.896002] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2025-12-03T20:42:47.896275] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-03T20:42:47.896412] [INFO ] [sig       ] IMRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:48.038328] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IMRX.txt
[2025-12-03T20:42:48.038454] [INFO ] [sig       ] [1595/3516] Completed IMRX in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:48.038492] [INFO ] [sig       ] [1596/3516] Forecasting IMTX...
[2025-12-03T20:42:48.038519] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-03T20:42:48.038548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-03T20:42:48.049850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-03T20:42:48.050128] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-03T20:42:48.050872] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-03T20:42:48.050921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:48.050952] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:48.050978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:48.051033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:48.107115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:48.107717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:48.107791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:48.107824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:48.229345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:48.229486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:48.229540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:48.229583] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:48.232797] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-03T20:42:48.233053] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-03T20:42:48.233173] [INFO ] [sig       ] IMTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:48.376937] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IMTX.txt
[2025-12-03T20:42:48.377055] [INFO ] [sig       ] [1596/3516] Completed IMTX in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:48.377091] [INFO ] [sig       ] [1597/3516] Forecasting IMXI...
[2025-12-03T20:42:48.377119] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-03T20:42:48.377146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-03T20:42:48.388516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-03T20:42:48.388812] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-03T20:42:48.389756] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-03T20:42:48.389805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:48.389835] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:48.389860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:48.389914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:48.447484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:48.448133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:48.448225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:48.448258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:48.569256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:48.569399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:48.569482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:48.569524] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:48.573536] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-12-03T20:42:48.573821] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-03T20:42:48.574139] [INFO ] [sig       ] IMXI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:48.724905] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IMXI.txt
[2025-12-03T20:42:48.725047] [INFO ] [sig       ] [1597/3516] Completed IMXI in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:48.725085] [INFO ] [sig       ] [1598/3516] Forecasting INAB...
[2025-12-03T20:42:48.725113] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-03T20:42:48.725141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-03T20:42:48.736409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-03T20:42:48.736692] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-03T20:42:48.737466] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-03T20:42:48.737515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:48.737547] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:48.737597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:48.737662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:48.795362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:48.796003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:48.796080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:48.796112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:48.911513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:48.911671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:48.911708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:48.911734] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:48.914977] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=22.76%)
[2025-12-03T20:42:48.915236] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-03T20:42:48.915352] [INFO ] [sig       ] INAB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:49.054533] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/INAB.txt
[2025-12-03T20:42:49.054683] [INFO ] [sig       ] [1598/3516] Completed INAB in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:49.054722] [INFO ] [sig       ] [1599/3516] Forecasting INBK...
[2025-12-03T20:42:49.054750] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-03T20:42:49.054778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-03T20:42:49.065451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-03T20:42:49.065759] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-03T20:42:49.066525] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-03T20:42:49.066590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:49.066621] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:49.066648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:49.066701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:49.123107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:49.123796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:49.123869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:49.123899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:49.241073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:49.241223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:49.241261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:49.241290] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:49.244653] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=64.05%)
[2025-12-03T20:42:49.244925] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-03T20:42:49.245050] [INFO ] [sig       ] INBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:49.383406] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INBK.txt
[2025-12-03T20:42:49.383535] [INFO ] [sig       ] [1599/3516] Completed INBK in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:49.383599] [INFO ] [sig       ] [1600/3516] Forecasting INBX...
[2025-12-03T20:42:49.383634] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-03T20:42:49.383679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-03T20:42:49.394760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-03T20:42:49.395048] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-03T20:42:49.395805] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-03T20:42:49.395854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:49.395895] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:49.395922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:49.395975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:49.451040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:49.451768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:49.451842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:49.451872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:49.568007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:49.568145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:49.568182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:49.568208] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:49.571419] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-03T20:42:49.571702] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-03T20:42:49.571819] [INFO ] [sig       ] INBX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:49.709771] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/INBX.txt
[2025-12-03T20:42:49.709880] [INFO ] [sig       ] [1600/3516] Completed INBX in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:49.709916] [INFO ] [sig       ] [1601/3516] Forecasting INCY...
[2025-12-03T20:42:49.709969] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-03T20:42:49.709998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-03T20:42:49.720669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-03T20:42:49.720946] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-03T20:42:49.721700] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-03T20:42:49.721751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:49.721781] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:49.721806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:49.721860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:49.777380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:49.777960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:49.778043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:49.778075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:49.895785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:49.895915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:49.895950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:49.895978] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:49.899196] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=77.34%)
[2025-12-03T20:42:49.899455] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-03T20:42:49.899586] [INFO ] [sig       ] INCY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:50.034809] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INCY.txt
[2025-12-03T20:42:50.034926] [INFO ] [sig       ] [1601/3516] Completed INCY in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:50.034962] [INFO ] [sig       ] [1602/3516] Forecasting INDB...
[2025-12-03T20:42:50.034990] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-03T20:42:50.035017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-03T20:42:50.045625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-03T20:42:50.045905] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-03T20:42:50.046640] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-03T20:42:50.046688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:50.046718] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:50.046744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:50.046798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:50.101224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:50.101852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:50.101927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:50.101957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:50.221925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:50.222078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:50.222116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:50.222144] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:50.225433] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=81.90%)
[2025-12-03T20:42:50.225715] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-03T20:42:50.225837] [INFO ] [sig       ] INDB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:50.365367] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INDB.txt
[2025-12-03T20:42:50.365513] [INFO ] [sig       ] [1602/3516] Completed INDB in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:50.365552] [INFO ] [sig       ] [1603/3516] Forecasting INDI...
[2025-12-03T20:42:50.365601] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-03T20:42:50.365632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-03T20:42:50.377279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-03T20:42:50.377641] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-03T20:42:50.378421] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-03T20:42:50.378469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:50.378500] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:50.378525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:50.378600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:50.434373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:50.435212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:50.435292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:50.435327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:50.560076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:50.560226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:50.560267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:50.560296] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:50.563565] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-03T20:42:50.563841] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-03T20:42:50.563959] [INFO ] [sig       ] INDI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:50.698761] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INDI.txt
[2025-12-03T20:42:50.698882] [INFO ] [sig       ] [1603/3516] Completed INDI in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:50.698934] [INFO ] [sig       ] [1604/3516] Forecasting INDP...
[2025-12-03T20:42:50.698966] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-03T20:42:50.698995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-03T20:42:50.710220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-03T20:42:50.710482] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-03T20:42:50.711223] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-03T20:42:50.711272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:50.711303] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:50.711328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:50.711408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:50.765899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:50.766501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:50.766594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:50.766628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:50.869766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:50.869907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:50.869942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:50.869969] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:50.873153] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-03T20:42:50.873407] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-03T20:42:50.873522] [INFO ] [sig       ] INDP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:51.012175] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/INDP.txt
[2025-12-03T20:42:51.012294] [INFO ] [sig       ] [1604/3516] Completed INDP in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.8m
[2025-12-03T20:42:51.012332] [INFO ] [sig       ] [1605/3516] Forecasting INDY...
[2025-12-03T20:42:51.012361] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-03T20:42:51.012389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-03T20:42:51.088313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-03T20:42:51.088635] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-03T20:42:51.089362] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-03T20:42:51.089411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:51.089442] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:51.089467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:51.089525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:51.145104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:51.145733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:51.145808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:51.145840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:51.267680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:51.267807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:51.267842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:51.267868] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:51.271126] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-03T20:42:51.271412] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-03T20:42:51.271553] [INFO ] [sig       ] INDY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:51.414226] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INDY.txt
[2025-12-03T20:42:51.414341] [INFO ] [sig       ] [1605/3516] Completed INDY in 0.4s | 2.96 sym/s | Total: 9.0m | ETA: 10.7m
[2025-12-03T20:42:51.414377] [INFO ] [sig       ] [1606/3516] Forecasting INFY...
[2025-12-03T20:42:51.414405] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-03T20:42:51.414432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-03T20:42:51.426715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-03T20:42:51.427002] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-03T20:42:51.427749] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-03T20:42:51.427797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:51.427827] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:51.427853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:51.427907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:51.484330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:51.484975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:51.485049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:51.485081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:51.604430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:51.604549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:51.604600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:51.604630] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:51.607740] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=42.17%)
[2025-12-03T20:42:51.608024] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-03T20:42:51.608146] [INFO ] [sig       ] INFY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:51.748375] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/INFY.txt
[2025-12-03T20:42:51.748502] [INFO ] [sig       ] [1606/3516] Completed INFY in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.7m
[2025-12-03T20:42:51.748541] [INFO ] [sig       ] [1607/3516] Forecasting ING...
[2025-12-03T20:42:51.748586] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-03T20:42:51.748619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-03T20:42:51.760163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-03T20:42:51.760453] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-03T20:42:51.761234] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-03T20:42:51.761284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:51.761315] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:51.761341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:51.761397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:51.818181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:51.818780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:51.818864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:51.818896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:51.939419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:51.939560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:51.939631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:51.939659] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:51.943271] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=12.70%)
[2025-12-03T20:42:51.943559] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-03T20:42:51.943715] [INFO ] [sig       ] ING: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:52.080360] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ING.txt
[2025-12-03T20:42:52.080471] [INFO ] [sig       ] [1607/3516] Completed ING in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.7m
[2025-12-03T20:42:52.080508] [INFO ] [sig       ] [1608/3516] Forecasting INGN...
[2025-12-03T20:42:52.080535] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-03T20:42:52.080563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-03T20:42:52.091351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-03T20:42:52.091657] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-03T20:42:52.092379] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-03T20:42:52.092428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:52.092458] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:52.092484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:52.092538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:52.147338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:52.147921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:52.148007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:52.148038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:52.264375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:52.264501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:52.264740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:52.264769] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:52.268102] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=89.41%)
[2025-12-03T20:42:52.268358] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-03T20:42:52.268481] [INFO ] [sig       ] INGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:52.402873] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INGN.txt
[2025-12-03T20:42:52.403010] [INFO ] [sig       ] [1608/3516] Completed INGN in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.7m
[2025-12-03T20:42:52.403048] [INFO ] [sig       ] [1609/3516] Forecasting INM...
[2025-12-03T20:42:52.403075] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-03T20:42:52.403103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-03T20:42:52.413764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-03T20:42:52.414025] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-03T20:42:52.414775] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-03T20:42:52.414823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:52.414853] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:52.414877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:52.414931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:52.470188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:52.470951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:52.471044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:52.471076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:52.592336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:52.592476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:52.592511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:52.592538] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:52.595821] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2025-12-03T20:42:52.596084] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-03T20:42:52.596202] [INFO ] [sig       ] INM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:52.731594] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INM.txt
[2025-12-03T20:42:52.731712] [INFO ] [sig       ] [1609/3516] Completed INM in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 10.7m
[2025-12-03T20:42:52.731747] [INFO ] [sig       ] [1610/3516] Forecasting INMB...
[2025-12-03T20:42:52.731775] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-03T20:42:52.731802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-03T20:42:52.742727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-03T20:42:52.743017] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-03T20:42:52.743770] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-03T20:42:52.743818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:52.743848] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:52.743874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:52.743927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:52.798946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:52.799513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:52.799603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:52.799636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:52.917457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:52.917608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:52.917664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:52.917692] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:52.920968] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-03T20:42:52.921222] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-03T20:42:52.921340] [INFO ] [sig       ] INMB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:53.060203] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INMB.txt
[2025-12-03T20:42:53.060317] [INFO ] [sig       ] [1610/3516] Completed INMB in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:53.060352] [INFO ] [sig       ] [1611/3516] Forecasting INMD...
[2025-12-03T20:42:53.060381] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-03T20:42:53.060408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-03T20:42:53.072038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-03T20:42:53.072392] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-03T20:42:53.073414] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-03T20:42:53.073475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:53.073530] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:53.073589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:53.073679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:53.130563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:53.131194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:53.131271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:53.131304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:53.248954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:53.249081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:53.249117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:53.249144] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:53.252429] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-03T20:42:53.252887] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-03T20:42:53.253008] [INFO ] [sig       ] INMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:53.393263] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/INMD.txt
[2025-12-03T20:42:53.393378] [INFO ] [sig       ] [1611/3516] Completed INMD in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:53.393414] [INFO ] [sig       ] [1612/3516] Forecasting INN...
[2025-12-03T20:42:53.393441] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-03T20:42:53.393469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-03T20:42:53.404237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-03T20:42:53.404529] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-03T20:42:53.405295] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-03T20:42:53.405344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:53.405374] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:53.405402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:53.405459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:53.463037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:53.463683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:53.463760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:53.463793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:53.580415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:53.580540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:53.580592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:53.580622] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:53.583820] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=83.89%)
[2025-12-03T20:42:53.584085] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-03T20:42:53.584205] [INFO ] [sig       ] INN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:53.721937] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INN.txt
[2025-12-03T20:42:53.722049] [INFO ] [sig       ] [1612/3516] Completed INN in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:53.722085] [INFO ] [sig       ] [1613/3516] Forecasting INO...
[2025-12-03T20:42:53.722112] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-03T20:42:53.722139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-03T20:42:53.733467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-03T20:42:53.733780] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-03T20:42:53.734516] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-03T20:42:53.734564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:53.734614] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:53.734640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:53.734693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:53.790311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:53.790935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:53.791009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:53.791041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:53.908553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:53.908705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:53.908742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:53.908770] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:53.912034] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: UP (p=68.31%)
[2025-12-03T20:42:53.912297] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-03T20:42:53.912416] [INFO ] [sig       ] INO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:54.055825] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INO.txt
[2025-12-03T20:42:54.055941] [INFO ] [sig       ] [1613/3516] Completed INO in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:54.055977] [INFO ] [sig       ] [1614/3516] Forecasting INOD...
[2025-12-03T20:42:54.056004] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-03T20:42:54.056030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-03T20:42:54.067534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-03T20:42:54.067816] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-03T20:42:54.068587] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-03T20:42:54.068638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:54.068668] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:54.068693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:54.068748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:54.124151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:54.124740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:54.124811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:54.124841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:54.246856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:54.247005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:54.247047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:54.247075] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:54.250334] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=39.82%)
[2025-12-03T20:42:54.250628] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-03T20:42:54.250748] [INFO ] [sig       ] INOD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:54.387007] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/INOD.txt
[2025-12-03T20:42:54.387116] [INFO ] [sig       ] [1614/3516] Completed INOD in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:54.387152] [INFO ] [sig       ] [1615/3516] Forecasting INSE...
[2025-12-03T20:42:54.387187] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-03T20:42:54.387217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-03T20:42:54.398555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-03T20:42:54.398860] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-03T20:42:54.399627] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-03T20:42:54.399675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:54.399706] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:54.399732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:54.399786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:54.456059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:54.456650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:54.456731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:54.456763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:54.578733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:54.578856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:54.578893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:54.578920] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:54.582288] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=95.43%)
[2025-12-03T20:42:54.582544] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-03T20:42:54.582850] [INFO ] [sig       ] INSE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:54.721011] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INSE.txt
[2025-12-03T20:42:54.721126] [INFO ] [sig       ] [1615/3516] Completed INSE in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:54.721163] [INFO ] [sig       ] [1616/3516] Forecasting INSG...
[2025-12-03T20:42:54.721190] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-03T20:42:54.721218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-03T20:42:54.732228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-03T20:42:54.732503] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-03T20:42:54.733406] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-03T20:42:54.733455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:54.733486] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:54.733511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:54.733565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:54.793977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:54.795009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:54.795096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:54.795129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:54.917790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:54.917939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:54.917977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:54.918023] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:54.921651] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=68.80%)
[2025-12-03T20:42:54.921956] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-03T20:42:54.922090] [INFO ] [sig       ] INSG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:55.067664] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INSG.txt
[2025-12-03T20:42:55.067810] [INFO ] [sig       ] [1616/3516] Completed INSG in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:55.067851] [INFO ] [sig       ] [1617/3516] Forecasting INSM...
[2025-12-03T20:42:55.067880] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-03T20:42:55.067907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-03T20:42:55.079794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-03T20:42:55.080110] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-03T20:42:55.080917] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-03T20:42:55.080967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:55.080997] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:55.081022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:55.081077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:55.135886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:55.136479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:55.136554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:55.136602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:55.252703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:55.252841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:55.252878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:55.252906] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:55.256181] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2025-12-03T20:42:55.256451] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-03T20:42:55.256589] [INFO ] [sig       ] INSM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:55.393483] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INSM.txt
[2025-12-03T20:42:55.393642] [INFO ] [sig       ] [1617/3516] Completed INSM in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:55.393705] [INFO ] [sig       ] [1618/3516] Forecasting INSP...
[2025-12-03T20:42:55.393734] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-03T20:42:55.393762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-03T20:42:55.407185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-03T20:42:55.407865] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-03T20:42:55.409922] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-03T20:42:55.410121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:55.410158] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:55.410187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:55.410250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:55.470965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:55.472201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:55.472308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:55.472344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:55.595874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:55.596119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:55.596165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:55.596222] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:55.600435] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=33.56%)
[2025-12-03T20:42:55.600781] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-03T20:42:55.600923] [INFO ] [sig       ] INSP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:55.743636] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/INSP.txt
[2025-12-03T20:42:55.743850] [INFO ] [sig       ] [1618/3516] Completed INSP in 0.4s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:55.743896] [INFO ] [sig       ] [1619/3516] Forecasting INTA...
[2025-12-03T20:42:55.743926] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-03T20:42:55.743957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-03T20:42:55.757146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-03T20:42:55.757515] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-03T20:42:55.758341] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-03T20:42:55.758391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:55.758427] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:55.758458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:55.758524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:55.814041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:55.814692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:55.814770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:55.814801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:55.939313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:55.939479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:55.939524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:55.939556] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:55.942962] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-12-03T20:42:55.943223] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-03T20:42:55.943343] [INFO ] [sig       ] INTA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:56.080068] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INTA.txt
[2025-12-03T20:42:56.080185] [INFO ] [sig       ] [1619/3516] Completed INTA in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:56.080224] [INFO ] [sig       ] [1620/3516] Forecasting INTC...
[2025-12-03T20:42:56.080254] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-03T20:42:56.080281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-03T20:42:56.091293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-03T20:42:56.091590] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-03T20:42:56.092319] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-03T20:42:56.092368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:56.092397] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:56.092424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:56.092486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:56.147256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:56.147871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:56.147946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:56.148006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:56.267880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:56.268067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:56.268106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:56.268132] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:56.271437] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=85.11%)
[2025-12-03T20:42:56.271713] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-03T20:42:56.271832] [INFO ] [sig       ] INTC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:56.406335] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INTC.txt
[2025-12-03T20:42:56.406464] [INFO ] [sig       ] [1620/3516] Completed INTC in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:56.406505] [INFO ] [sig       ] [1621/3516] Forecasting INTZ...
[2025-12-03T20:42:56.406532] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-03T20:42:56.406559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-03T20:42:56.417843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-03T20:42:56.418156] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-03T20:42:56.418917] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-03T20:42:56.418965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:56.418994] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:56.419046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:56.419101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:56.476039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:56.476762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:56.476838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:56.476868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:56.597367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:56.597510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:56.597547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:56.597592] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:56.600863] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-12-03T20:42:56.601125] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-03T20:42:56.601257] [INFO ] [sig       ] INTZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:56.735032] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INTZ.txt
[2025-12-03T20:42:56.735146] [INFO ] [sig       ] [1621/3516] Completed INTZ in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:56.735186] [INFO ] [sig       ] [1622/3516] Forecasting INVA...
[2025-12-03T20:42:56.735225] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-03T20:42:56.735255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-03T20:42:56.746373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-03T20:42:56.746667] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-03T20:42:56.747398] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-03T20:42:56.747449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:56.747481] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:56.747517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:56.747592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:56.802827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:56.803411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:56.803488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:56.803518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:56.918354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:56.918499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:56.918536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:56.918562] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:56.921753] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-12-03T20:42:56.922008] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-03T20:42:56.922126] [INFO ] [sig       ] INVA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:57.058055] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/INVA.txt
[2025-12-03T20:42:57.058174] [INFO ] [sig       ] [1622/3516] Completed INVA in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.7m
[2025-12-03T20:42:57.058211] [INFO ] [sig       ] [1623/3516] Forecasting INVE...
[2025-12-03T20:42:57.058238] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-03T20:42:57.058265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-03T20:42:57.069790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-03T20:42:57.070044] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-03T20:42:57.070783] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-03T20:42:57.070831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:57.070861] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:57.070887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:57.070940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:57.125471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:57.126077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:57.126151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:57.126181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:57.237699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:57.237822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:57.237857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:57.237884] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:57.240998] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-03T20:42:57.241250] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-03T20:42:57.241366] [INFO ] [sig       ] INVE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:57.377655] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/INVE.txt
[2025-12-03T20:42:57.377806] [INFO ] [sig       ] [1623/3516] Completed INVE in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 10.6m
[2025-12-03T20:42:57.377843] [INFO ] [sig       ] [1624/3516] Forecasting INVH...
[2025-12-03T20:42:57.377873] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-03T20:42:57.377901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-03T20:42:57.390180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-03T20:42:57.390536] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-03T20:42:57.391311] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-03T20:42:57.391360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:57.391390] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:57.391414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:57.391467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:57.449450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:57.450356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:57.450448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:57.450483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:57.573500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:57.573697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:57.573747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:57.573776] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:57.577923] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=80.25%)
[2025-12-03T20:42:57.578232] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-03T20:42:57.578365] [INFO ] [sig       ] INVH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:57.728242] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INVH.txt
[2025-12-03T20:42:57.728414] [INFO ] [sig       ] [1624/3516] Completed INVH in 0.4s | 2.96 sym/s | Total: 9.1m | ETA: 10.6m
[2025-12-03T20:42:57.728455] [INFO ] [sig       ] [1625/3516] Forecasting INVZ...
[2025-12-03T20:42:57.728483] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-03T20:42:57.728513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-03T20:42:57.743096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-03T20:42:57.743547] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-03T20:42:57.744399] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-03T20:42:57.744451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:57.744482] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:57.744508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:57.744563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:57.806746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:57.807732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:57.807842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:57.807874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:57.931201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:57.931386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:57.931448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:57.931495] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:57.936290] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-12-03T20:42:57.936732] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-03T20:42:57.936909] [INFO ] [sig       ] INVZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:58.087689] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/INVZ.txt
[2025-12-03T20:42:58.087852] [INFO ] [sig       ] [1625/3516] Completed INVZ in 0.4s | 2.96 sym/s | Total: 9.1m | ETA: 10.6m
[2025-12-03T20:42:58.087893] [INFO ] [sig       ] [1626/3516] Forecasting IONS...
[2025-12-03T20:42:58.087921] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-03T20:42:58.087976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-03T20:42:58.102853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-03T20:42:58.103322] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-03T20:42:58.104464] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-03T20:42:58.104531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:58.104606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:58.104656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:58.104745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:58.179116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:58.180101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:58.180207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:58.180262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:58.305636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:58.305800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:58.305839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:58.305865] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:58.309309] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-03T20:42:58.309635] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-03T20:42:58.309772] [INFO ] [sig       ] IONS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:58.502405] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IONS.txt
[2025-12-03T20:42:58.502604] [INFO ] [sig       ] [1626/3516] Completed IONS in 0.4s | 2.96 sym/s | Total: 9.1m | ETA: 10.6m
[2025-12-03T20:42:58.502650] [INFO ] [sig       ] [1627/3516] Forecasting IOSP...
[2025-12-03T20:42:58.502679] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-03T20:42:58.502709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-03T20:42:58.514726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-03T20:42:58.515138] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-03T20:42:58.515960] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-03T20:42:58.516013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:58.516045] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:58.516074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:58.516131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:58.572927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:58.573859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:58.573945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:58.573978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:58.711877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:58.712047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:58.712088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:58.712115] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:58.716224] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-03T20:42:58.716658] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-03T20:42:58.716854] [INFO ] [sig       ] IOSP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:58.881985] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IOSP.txt
[2025-12-03T20:42:58.882158] [INFO ] [sig       ] [1627/3516] Completed IOSP in 0.4s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:42:58.882201] [INFO ] [sig       ] [1628/3516] Forecasting IPGP...
[2025-12-03T20:42:58.882230] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-03T20:42:58.882260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-03T20:42:58.895312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-03T20:42:58.895749] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-03T20:42:58.896641] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-03T20:42:58.896695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:58.896727] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:58.896753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:58.896809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:58.957875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:58.958807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:58.958900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:58.958933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:59.083973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:59.084133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:59.084172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:59.084200] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:59.087612] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-03T20:42:59.087939] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-03T20:42:59.088149] [INFO ] [sig       ] IPGP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:59.234087] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IPGP.txt
[2025-12-03T20:42:59.234255] [INFO ] [sig       ] [1628/3516] Completed IPGP in 0.4s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:42:59.234294] [INFO ] [sig       ] [1629/3516] Forecasting IPI...
[2025-12-03T20:42:59.234322] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-03T20:42:59.234351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-03T20:42:59.246496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-03T20:42:59.246905] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-03T20:42:59.247707] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-03T20:42:59.247758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:59.247788] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:59.247812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:59.247866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:59.313205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:59.314291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:59.314396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:59.314439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:59.439206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:59.439358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:59.439396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:59.439425] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:59.442849] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-03T20:42:59.443116] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-03T20:42:59.443238] [INFO ] [sig       ] IPI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:42:59.581797] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IPI.txt
[2025-12-03T20:42:59.581924] [INFO ] [sig       ] [1629/3516] Completed IPI in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:42:59.581961] [INFO ] [sig       ] [1630/3516] Forecasting IQ...
[2025-12-03T20:42:59.581990] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-03T20:42:59.582018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-03T20:42:59.593148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-03T20:42:59.593446] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-03T20:42:59.594203] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-03T20:42:59.594252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:59.594281] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:59.594306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:59.594360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:59.653392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:59.654249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:59.654328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:59.654360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:42:59.774060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:42:59.774212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:42:59.774251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:42:59.774279] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:42:59.777657] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-03T20:42:59.777931] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-03T20:42:59.778072] [INFO ] [sig       ] IQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:42:59.916284] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IQ.txt
[2025-12-03T20:42:59.916415] [INFO ] [sig       ] [1630/3516] Completed IQ in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:42:59.916452] [INFO ] [sig       ] [1631/3516] Forecasting IQI...
[2025-12-03T20:42:59.916479] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-03T20:42:59.916507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-03T20:42:59.928271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-03T20:42:59.928717] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-03T20:42:59.929503] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-03T20:42:59.929557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:42:59.929608] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:42:59.929636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:42:59.929691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:42:59.986179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:42:59.987062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:42:59.987153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:42:59.987228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:00.107882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:00.108071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:00.108112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:00.108140] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:00.111503] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-03T20:43:00.111793] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-03T20:43:00.111919] [INFO ] [sig       ] IQI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:00.253957] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IQI.txt
[2025-12-03T20:43:00.254091] [INFO ] [sig       ] [1631/3516] Completed IQI in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:00.254129] [INFO ] [sig       ] [1632/3516] Forecasting IQQQ...
[2025-12-03T20:43:00.254157] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-03T20:43:00.254186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-03T20:43:00.265347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-03T20:43:00.265720] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-03T20:43:00.266507] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-03T20:43:00.266559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:00.266617] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:00.266649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:00.266705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:00.322374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:00.323171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:00.323250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:00.323281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:00.446222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:00.446375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:00.446414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:00.446443] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:00.449937] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=97.15%)
[2025-12-03T20:43:00.450243] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-03T20:43:00.450388] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:00.595177] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IQQQ.txt
[2025-12-03T20:43:00.595324] [INFO ] [sig       ] [1632/3516] Completed IQQQ in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:00.595363] [INFO ] [sig       ] [1633/3516] Forecasting IRDM...
[2025-12-03T20:43:00.595392] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-03T20:43:00.595420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-03T20:43:00.607185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-03T20:43:00.607523] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-03T20:43:00.608303] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-03T20:43:00.608352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:00.608382] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:00.608407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:00.608461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:00.667645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:00.668358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:00.668436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:00.668469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:00.788742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:00.788890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:00.788928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:00.788956] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:00.792256] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2025-12-03T20:43:00.792519] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-03T20:43:00.792662] [INFO ] [sig       ] IRDM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:00.931487] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IRDM.txt
[2025-12-03T20:43:00.931658] [INFO ] [sig       ] [1633/3516] Completed IRDM in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:00.931699] [INFO ] [sig       ] [1634/3516] Forecasting IRM...
[2025-12-03T20:43:00.931727] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-03T20:43:00.931755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-03T20:43:00.942828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-03T20:43:00.943128] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-03T20:43:00.943880] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-03T20:43:00.943928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:00.943958] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:00.943984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:00.944043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:00.999317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:01.000128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:01.000206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:01.000236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:01.117925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:01.118093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:01.118130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:01.118157] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:01.121386] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=78.23%)
[2025-12-03T20:43:01.121662] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-03T20:43:01.121777] [INFO ] [sig       ] IRM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:01.259419] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IRM.txt
[2025-12-03T20:43:01.259621] [INFO ] [sig       ] [1634/3516] Completed IRM in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:01.259662] [INFO ] [sig       ] [1635/3516] Forecasting IRMD...
[2025-12-03T20:43:01.259691] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-03T20:43:01.259719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-03T20:43:01.270524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-03T20:43:01.270907] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-03T20:43:01.271666] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-03T20:43:01.271728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:01.271759] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:01.271785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:01.271838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:01.326767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:01.327531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:01.327627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:01.327659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:01.451190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:01.451345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:01.451382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:01.451408] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:01.455296] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-03T20:43:01.455562] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-03T20:43:01.455701] [INFO ] [sig       ] IRMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:01.594239] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IRMD.txt
[2025-12-03T20:43:01.594389] [INFO ] [sig       ] [1635/3516] Completed IRMD in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:01.594427] [INFO ] [sig       ] [1636/3516] Forecasting IRON...
[2025-12-03T20:43:01.594454] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-03T20:43:01.594483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-03T20:43:01.605472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-03T20:43:01.605851] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-03T20:43:01.606609] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-03T20:43:01.606658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:01.606689] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:01.606715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:01.606769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:01.662731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:01.663557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:01.663669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:01.663701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:01.785636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:01.785789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:01.785826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:01.785852] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:01.789130] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=76.67%)
[2025-12-03T20:43:01.789384] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-03T20:43:01.789499] [INFO ] [sig       ] IRON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:01.930043] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IRON.txt
[2025-12-03T20:43:01.930195] [INFO ] [sig       ] [1636/3516] Completed IRON in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:01.930232] [INFO ] [sig       ] [1637/3516] Forecasting IRTC...
[2025-12-03T20:43:01.930261] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-03T20:43:01.930290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-03T20:43:01.942634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-03T20:43:01.943071] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-03T20:43:01.943932] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-03T20:43:01.943985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:01.944017] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:01.944042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:01.944096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:02.004146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:02.005230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:02.005312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:02.005344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:02.129707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:02.129866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:02.129905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:02.129934] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:02.133415] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=27.16%)
[2025-12-03T20:43:02.133787] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-03T20:43:02.133928] [INFO ] [sig       ] IRTC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:02.277877] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IRTC.txt
[2025-12-03T20:43:02.278063] [INFO ] [sig       ] [1637/3516] Completed IRTC in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:02.278104] [INFO ] [sig       ] [1638/3516] Forecasting IRWD...
[2025-12-03T20:43:02.278133] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-03T20:43:02.278160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-03T20:43:02.289998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-03T20:43:02.290370] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-03T20:43:02.291214] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-03T20:43:02.291264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:02.291331] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:02.291368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:02.291447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:02.346510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:02.347328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:02.347409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:02.347440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:02.470007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:02.470160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:02.470197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:02.470224] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:02.473486] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-03T20:43:02.473772] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-03T20:43:02.473890] [INFO ] [sig       ] IRWD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:02.613182] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IRWD.txt
[2025-12-03T20:43:02.613305] [INFO ] [sig       ] [1638/3516] Completed IRWD in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:02.613351] [INFO ] [sig       ] [1639/3516] Forecasting ISD...
[2025-12-03T20:43:02.613381] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-03T20:43:02.613409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-03T20:43:02.629010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-03T20:43:02.629539] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-03T20:43:02.630412] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-03T20:43:02.630465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:02.630507] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:02.630542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:02.630648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:02.688556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:02.689456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:02.689543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:02.689603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:02.811382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:02.811536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:02.811593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:02.811625] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:02.815067] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-03T20:43:02.815358] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-03T20:43:02.815484] [INFO ] [sig       ] ISD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:02.960040] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ISD.txt
[2025-12-03T20:43:02.960176] [INFO ] [sig       ] [1639/3516] Completed ISD in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:02.960213] [INFO ] [sig       ] [1640/3516] Forecasting ISPO...
[2025-12-03T20:43:02.960241] [INFO ] [sig       ] Generating forecast for: ISPO
[2025-12-03T20:43:02.960270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISPO' from 'https://tdm.silogroup.org/data/derivative_storage/ISPO.csv'.
[2025-12-03T20:43:02.971869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISPO'.
[2025-12-03T20:43:02.972204] [INFO ] [FORECASTER] Starting predict_future for ISPO
[2025-12-03T20:43:02.973073] [DEBUG] [LOCAL     ] No optimal features file found for ISPO: ./output/feature-sets/ISPO.txt
[2025-12-03T20:43:02.973123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:02.973155] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:02.973182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:02.973237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:03.031104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:03.031914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:03.031995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:03.032028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:03.141298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:03.141456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:03.141495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:03.141524] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:03.145020] [DEBUG] [FORECASTER] ISPO: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-12-03T20:43:03.145325] [INFO ] [FORECASTER] Completed predict_future for ISPO
[2025-12-03T20:43:03.145454] [INFO ] [sig       ] ISPO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:03.290205] [INFO ] [LOCAL     ] Saved forecast: ISPO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ISPO.txt
[2025-12-03T20:43:03.290351] [INFO ] [sig       ] [1640/3516] Completed ISPO in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.6m
[2025-12-03T20:43:03.290392] [INFO ] [sig       ] [1641/3516] Forecasting ISRG...
[2025-12-03T20:43:03.290422] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-03T20:43:03.290453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-03T20:43:03.302600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-03T20:43:03.302983] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-03T20:43:03.303758] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-03T20:43:03.303807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:03.303837] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:03.303862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:03.303916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:03.359200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:03.360102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:03.360187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:03.360219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:03.478527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:03.478703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:03.478742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:03.478808] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:03.482262] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=49.24%)
[2025-12-03T20:43:03.482665] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-03T20:43:03.482836] [INFO ] [sig       ] ISRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:03.629296] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ISRG.txt
[2025-12-03T20:43:03.629451] [INFO ] [sig       ] [1641/3516] Completed ISRG in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.5m
[2025-12-03T20:43:03.629493] [INFO ] [sig       ] [1642/3516] Forecasting ISSC...
[2025-12-03T20:43:03.629523] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-03T20:43:03.629553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-03T20:43:03.644901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-03T20:43:03.645332] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-03T20:43:03.646409] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-03T20:43:03.646476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:03.646523] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:03.646566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:03.646689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:03.721105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:03.722067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:03.722163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:03.722197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:03.854025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:03.854177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:03.854231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:03.854259] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:03.857545] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=39.81%)
[2025-12-03T20:43:03.857823] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-03T20:43:03.857947] [INFO ] [sig       ] ISSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:03.994289] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ISSC.txt
[2025-12-03T20:43:03.994397] [INFO ] [sig       ] [1642/3516] Completed ISSC in 0.4s | 2.96 sym/s | Total: 9.2m | ETA: 10.5m
[2025-12-03T20:43:03.994434] [INFO ] [sig       ] [1643/3516] Forecasting ISTB...
[2025-12-03T20:43:03.994461] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-03T20:43:03.994490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-03T20:43:04.005543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-03T20:43:04.005830] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-03T20:43:04.006709] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-03T20:43:04.006777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:04.006815] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:04.006843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:04.006900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:04.062664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:04.063252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:04.063324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:04.063355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:04.179762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:04.179881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:04.179915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:04.179941] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:04.183099] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=61.47%)
[2025-12-03T20:43:04.183354] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-03T20:43:04.183471] [INFO ] [sig       ] ISTB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:04.321564] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ISTB.txt
[2025-12-03T20:43:04.321709] [INFO ] [sig       ] [1643/3516] Completed ISTB in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.5m
[2025-12-03T20:43:04.321746] [INFO ] [sig       ] [1644/3516] Forecasting ITIC...
[2025-12-03T20:43:04.321774] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-03T20:43:04.321802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-03T20:43:04.332469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-03T20:43:04.332802] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-03T20:43:04.333765] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-03T20:43:04.333815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:04.333847] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:04.333874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:04.333930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:04.388280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:04.388922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:04.388996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:04.389026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:04.491062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:04.491168] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:43:04.491205] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:04.491232] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:04.494416] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-03T20:43:04.494691] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-03T20:43:04.494805] [INFO ] [sig       ] ITIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:04.640434] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ITIC.txt
[2025-12-03T20:43:04.640608] [INFO ] [sig       ] [1644/3516] Completed ITIC in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 10.5m
[2025-12-03T20:43:04.640648] [INFO ] [sig       ] [1645/3516] Forecasting ITRI...
[2025-12-03T20:43:04.640676] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-03T20:43:04.640706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-03T20:43:04.651715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-03T20:43:04.652014] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-03T20:43:04.652763] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-03T20:43:04.652811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:04.652842] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:04.652868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:04.652922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:04.709058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:04.709828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:04.709903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:04.709935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:04.834460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:04.834637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:04.834678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:04.834704] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:04.838153] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2025-12-03T20:43:04.838424] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-03T20:43:04.838547] [INFO ] [sig       ] ITRI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:04.976449] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ITRI.txt
[2025-12-03T20:43:04.976586] [INFO ] [sig       ] [1645/3516] Completed ITRI in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:04.976626] [INFO ] [sig       ] [1646/3516] Forecasting ITRN...
[2025-12-03T20:43:04.976654] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-03T20:43:04.976682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-03T20:43:04.987950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-03T20:43:04.988245] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-03T20:43:04.989031] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-03T20:43:04.989081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:04.989123] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:04.989149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:04.989202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:05.044489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:05.045314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:05.045393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:05.045424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:05.162277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:05.162429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:05.162465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:05.162492] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:05.165829] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-03T20:43:05.166086] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-03T20:43:05.166201] [INFO ] [sig       ] ITRN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:05.307405] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ITRN.txt
[2025-12-03T20:43:05.307516] [INFO ] [sig       ] [1646/3516] Completed ITRN in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:05.307554] [INFO ] [sig       ] [1647/3516] Forecasting ITUB...
[2025-12-03T20:43:05.307600] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-03T20:43:05.307630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-03T20:43:05.318692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-03T20:43:05.318973] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-03T20:43:05.319751] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-03T20:43:05.319800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:05.319831] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:05.319856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:05.319910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:05.375594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:05.376194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:05.376266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:05.376297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:05.499282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:05.499428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:05.499464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:05.499491] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:05.502913] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=52.39%)
[2025-12-03T20:43:05.503169] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-03T20:43:05.503284] [INFO ] [sig       ] ITUB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:05.640726] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ITUB.txt
[2025-12-03T20:43:05.640838] [INFO ] [sig       ] [1647/3516] Completed ITUB in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:05.640874] [INFO ] [sig       ] [1648/3516] Forecasting IUS...
[2025-12-03T20:43:05.640902] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-03T20:43:05.640929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-03T20:43:05.652011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-03T20:43:05.652307] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-03T20:43:05.653061] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-03T20:43:05.653109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:05.653139] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:05.653166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:05.653220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:05.709109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:05.709678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:05.709775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:05.709807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:05.826715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:05.826857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:05.826893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:05.826919] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:05.830134] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-03T20:43:05.830389] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-03T20:43:05.830505] [INFO ] [sig       ] IUS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:05.968078] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IUS.txt
[2025-12-03T20:43:05.968197] [INFO ] [sig       ] [1648/3516] Completed IUS in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:05.968235] [INFO ] [sig       ] [1649/3516] Forecasting IUSB...
[2025-12-03T20:43:05.968262] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-03T20:43:05.968290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-03T20:43:05.979535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-03T20:43:05.979856] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-03T20:43:05.980592] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-03T20:43:05.980641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:05.980672] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:05.980697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:05.980751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:06.035841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:06.036425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:06.036498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:06.036528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:06.158819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:06.158986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:06.159025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:06.159052] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:06.162307] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-03T20:43:06.162562] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-03T20:43:06.162707] [INFO ] [sig       ] IUSB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:06.299367] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IUSB.txt
[2025-12-03T20:43:06.299476] [INFO ] [sig       ] [1649/3516] Completed IUSB in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:06.299519] [INFO ] [sig       ] [1650/3516] Forecasting IUSG...
[2025-12-03T20:43:06.299547] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-03T20:43:06.299591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-03T20:43:06.310703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-03T20:43:06.310963] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-03T20:43:06.311721] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-03T20:43:06.311780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:06.311814] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:06.311839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:06.311892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:06.367848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:06.368443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:06.368516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:06.368547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:06.489192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:06.489337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:06.489372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:06.489399] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:06.492628] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-03T20:43:06.492882] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-03T20:43:06.493000] [INFO ] [sig       ] IUSG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:06.630235] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IUSG.txt
[2025-12-03T20:43:06.630386] [INFO ] [sig       ] [1650/3516] Completed IUSG in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:06.630423] [INFO ] [sig       ] [1651/3516] Forecasting IVAL...
[2025-12-03T20:43:06.630454] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-03T20:43:06.630481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-03T20:43:06.641881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-03T20:43:06.642133] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-03T20:43:06.642885] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-03T20:43:06.642934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:06.642964] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:06.642990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:06.643043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:06.697607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:06.698183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:06.698254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:06.698284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:06.806704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:06.806836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:06.806871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:06.806898] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:06.810062] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=26.28%)
[2025-12-03T20:43:06.810317] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-03T20:43:06.810451] [INFO ] [sig       ] IVAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:06.946912] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/IVAL.txt
[2025-12-03T20:43:06.947059] [INFO ] [sig       ] [1651/3516] Completed IVAL in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:06.947097] [INFO ] [sig       ] [1652/3516] Forecasting IVZ...
[2025-12-03T20:43:06.947125] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-03T20:43:06.947153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-03T20:43:06.958149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-03T20:43:06.958412] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-03T20:43:06.959150] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-03T20:43:06.959199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:06.959229] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:06.959254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:06.959308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:07.015261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:07.015919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:07.015991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:07.016022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:07.134806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:07.134951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:07.134987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:07.135013] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:07.138313] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-12-03T20:43:07.138586] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-03T20:43:07.138703] [INFO ] [sig       ] IVZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:07.277160] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IVZ.txt
[2025-12-03T20:43:07.277272] [INFO ] [sig       ] [1652/3516] Completed IVZ in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:07.277307] [INFO ] [sig       ] [1653/3516] Forecasting IX...
[2025-12-03T20:43:07.277335] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-03T20:43:07.277362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-03T20:43:07.288154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-03T20:43:07.288428] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-03T20:43:07.289202] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-03T20:43:07.289250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:07.289279] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:07.289305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:07.289358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:07.345175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:07.345765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:07.345836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:07.345867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:07.462930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:07.463075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:07.463111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:07.463154] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:07.466355] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-03T20:43:07.466638] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-03T20:43:07.466777] [INFO ] [sig       ] IX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:07.604168] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IX.txt
[2025-12-03T20:43:07.604288] [INFO ] [sig       ] [1653/3516] Completed IX in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:07.604324] [INFO ] [sig       ] [1654/3516] Forecasting IXUS...
[2025-12-03T20:43:07.604353] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-03T20:43:07.604381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-03T20:43:07.615837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-03T20:43:07.616219] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-03T20:43:07.617051] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-03T20:43:07.617101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:07.617134] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:07.617163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:07.617218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:07.672702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:07.673492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:07.673595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:07.673630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:07.797080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:07.797240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:07.797277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:07.797304] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:07.800612] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-03T20:43:07.800884] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-03T20:43:07.801007] [INFO ] [sig       ] IXUS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:07.943125] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IXUS.txt
[2025-12-03T20:43:07.943285] [INFO ] [sig       ] [1654/3516] Completed IXUS in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:07.943323] [INFO ] [sig       ] [1655/3516] Forecasting IZEA...
[2025-12-03T20:43:07.943350] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-03T20:43:07.943379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-03T20:43:07.954510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-03T20:43:07.954769] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-03T20:43:07.955500] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-03T20:43:07.955548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:07.955626] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:07.955653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:07.955707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:08.010524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:08.011121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:08.011196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:08.011237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:08.121819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:08.121929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:08.121964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:08.121991] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:08.125049] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-12-03T20:43:08.125308] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-03T20:43:08.125427] [INFO ] [sig       ] IZEA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:08.261566] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/IZEA.txt
[2025-12-03T20:43:08.261702] [INFO ] [sig       ] [1655/3516] Completed IZEA in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:08.261738] [INFO ] [sig       ] [1656/3516] Forecasting J...
[2025-12-03T20:43:08.261766] [INFO ] [sig       ] Generating forecast for: J
[2025-12-03T20:43:08.261794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-03T20:43:08.272887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-03T20:43:08.273160] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-03T20:43:08.273923] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-03T20:43:08.273971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:08.274000] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:08.274025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:08.274079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:08.330082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:08.330686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:08.330774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:08.330811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:08.446181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:08.446295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:08.446329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:08.446355] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:08.449474] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-03T20:43:08.449751] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-03T20:43:08.449867] [INFO ] [sig       ] J: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:08.586436] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/J.txt
[2025-12-03T20:43:08.586544] [INFO ] [sig       ] [1656/3516] Completed J in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:08.586596] [INFO ] [sig       ] [1657/3516] Forecasting JACK...
[2025-12-03T20:43:08.586627] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-03T20:43:08.586653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-03T20:43:08.598010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-03T20:43:08.598319] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-03T20:43:08.599078] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-03T20:43:08.599127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:08.599158] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:08.599194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:08.599250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:08.654322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:08.655180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:08.655258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:08.655289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:08.777249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:08.777396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:08.777432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:08.777458] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:08.780715] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=70.29%)
[2025-12-03T20:43:08.780971] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-03T20:43:08.781090] [INFO ] [sig       ] JACK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:08.916365] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JACK.txt
[2025-12-03T20:43:08.916476] [INFO ] [sig       ] [1657/3516] Completed JACK in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.5m
[2025-12-03T20:43:08.916512] [INFO ] [sig       ] [1658/3516] Forecasting JAGX...
[2025-12-03T20:43:08.916538] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-03T20:43:08.916567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-03T20:43:08.927183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-03T20:43:08.927449] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-03T20:43:08.928231] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-03T20:43:08.928279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:08.928309] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:08.928334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:08.928387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:08.982526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:08.983115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:08.983189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:08.983219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:09.099531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:09.099661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:09.099696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:09.099729] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:09.103081] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2025-12-03T20:43:09.103347] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-03T20:43:09.103464] [INFO ] [sig       ] JAGX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:09.241502] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JAGX.txt
[2025-12-03T20:43:09.241626] [INFO ] [sig       ] [1658/3516] Completed JAGX in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.4m
[2025-12-03T20:43:09.241665] [INFO ] [sig       ] [1659/3516] Forecasting JAKK...
[2025-12-03T20:43:09.241692] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-03T20:43:09.241720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-03T20:43:09.255962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-03T20:43:09.256227] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-03T20:43:09.256979] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-03T20:43:09.257027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:09.257057] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:09.257082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:09.257135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:09.311545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:09.312124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:09.312196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:09.312226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:09.431715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:09.431824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:09.431857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:09.431883] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:09.434986] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=62.38%)
[2025-12-03T20:43:09.435238] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-03T20:43:09.435351] [INFO ] [sig       ] JAKK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:09.571247] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JAKK.txt
[2025-12-03T20:43:09.571354] [INFO ] [sig       ] [1659/3516] Completed JAKK in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.4m
[2025-12-03T20:43:09.571395] [INFO ] [sig       ] [1660/3516] Forecasting JAMF...
[2025-12-03T20:43:09.571422] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-03T20:43:09.571450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-03T20:43:09.582628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-03T20:43:09.582898] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-03T20:43:09.583645] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-03T20:43:09.583693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:09.583724] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:09.583750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:09.583804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:09.639225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:09.639836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:09.639909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:09.639939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:09.755502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:09.755671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:09.755710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:09.755737] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:09.759067] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2025-12-03T20:43:09.759334] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-03T20:43:09.759457] [INFO ] [sig       ] JAMF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:09.896133] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JAMF.txt
[2025-12-03T20:43:09.896251] [INFO ] [sig       ] [1660/3516] Completed JAMF in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.4m
[2025-12-03T20:43:09.896288] [INFO ] [sig       ] [1661/3516] Forecasting JANX...
[2025-12-03T20:43:09.896315] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-03T20:43:09.896349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-03T20:43:09.907138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-03T20:43:09.907414] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-03T20:43:09.908193] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-03T20:43:09.908243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:09.908274] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:09.908299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:09.908353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:09.964686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:09.965284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:09.965358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:09.965391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:10.086264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:10.086385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:10.086421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:10.086448] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:10.089651] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-03T20:43:10.089923] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-03T20:43:10.090057] [INFO ] [sig       ] JANX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:10.227345] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JANX.txt
[2025-12-03T20:43:10.227450] [INFO ] [sig       ] [1661/3516] Completed JANX in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.4m
[2025-12-03T20:43:10.227487] [INFO ] [sig       ] [1662/3516] Forecasting JAZZ...
[2025-12-03T20:43:10.227514] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-03T20:43:10.227542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-03T20:43:10.238444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-03T20:43:10.238748] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-03T20:43:10.239470] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-03T20:43:10.239518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:10.239549] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:10.239594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:10.239653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:10.296401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:10.297023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:10.297098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:10.297130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:10.419063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:10.419207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:10.419244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:10.419272] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:10.422660] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-12-03T20:43:10.422946] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-03T20:43:10.423072] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:10.567835] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JAZZ.txt
[2025-12-03T20:43:10.568032] [INFO ] [sig       ] [1662/3516] Completed JAZZ in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 10.4m
[2025-12-03T20:43:10.568073] [INFO ] [sig       ] [1663/3516] Forecasting JBGS...
[2025-12-03T20:43:10.568102] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-03T20:43:10.568129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-03T20:43:10.580101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-03T20:43:10.580372] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-03T20:43:10.581118] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-03T20:43:10.581166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:10.581197] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:10.581223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:10.581277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:10.636642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:10.637354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:10.637430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:10.637461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:10.758124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:10.758247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:10.758282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:10.758308] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:10.761503] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=64.48%)
[2025-12-03T20:43:10.761794] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-03T20:43:10.761941] [INFO ] [sig       ] JBGS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:10.911796] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JBGS.txt
[2025-12-03T20:43:10.911940] [INFO ] [sig       ] [1663/3516] Completed JBGS in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:10.911978] [INFO ] [sig       ] [1664/3516] Forecasting JBI...
[2025-12-03T20:43:10.912006] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-03T20:43:10.912034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-03T20:43:10.923078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-03T20:43:10.923354] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-03T20:43:10.924114] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-03T20:43:10.924163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:10.924194] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:10.924219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:10.924273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:10.978883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:10.979441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:10.979513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:10.979544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:11.093846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:11.093973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:11.094015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:11.094042] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:11.097161] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=24.44%)
[2025-12-03T20:43:11.097415] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-03T20:43:11.097533] [INFO ] [sig       ] JBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:11.233076] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JBI.txt
[2025-12-03T20:43:11.233181] [INFO ] [sig       ] [1664/3516] Completed JBI in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:11.233216] [INFO ] [sig       ] [1665/3516] Forecasting JBL...
[2025-12-03T20:43:11.233249] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-03T20:43:11.233278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-03T20:43:11.244321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-03T20:43:11.244605] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-03T20:43:11.245332] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-03T20:43:11.245379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:11.245408] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:11.245435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:11.245488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:11.299611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:11.300209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:11.300307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:11.300338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:11.418967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:11.419080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:11.419114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:11.419141] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:11.422240] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=34.39%)
[2025-12-03T20:43:11.422495] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-03T20:43:11.422628] [INFO ] [sig       ] JBL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:11.562122] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JBL.txt
[2025-12-03T20:43:11.562263] [INFO ] [sig       ] [1665/3516] Completed JBL in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:11.562301] [INFO ] [sig       ] [1666/3516] Forecasting JBSS...
[2025-12-03T20:43:11.562329] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-03T20:43:11.562357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-03T20:43:11.573399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-03T20:43:11.573759] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-03T20:43:11.574704] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-03T20:43:11.574758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:11.574790] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:11.574818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:11.574879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:11.630949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:11.631544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:11.631633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:11.631664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:11.751638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:11.751763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:11.751799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:11.751829] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:11.754956] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: DOWN (p=17.59%)
[2025-12-03T20:43:11.755210] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-03T20:43:11.755325] [INFO ] [sig       ] JBSS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:11.893897] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JBSS.txt
[2025-12-03T20:43:11.894007] [INFO ] [sig       ] [1666/3516] Completed JBSS in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:11.894043] [INFO ] [sig       ] [1667/3516] Forecasting JCE...
[2025-12-03T20:43:11.894070] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-03T20:43:11.894098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-03T20:43:11.905559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-03T20:43:11.905964] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-03T20:43:11.906741] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-03T20:43:11.906801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:11.906838] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:11.906868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:11.906934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:11.962501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:11.963373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:11.963451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:11.963482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:12.080828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:12.080975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:12.081011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:12.081038] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:12.084303] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2025-12-03T20:43:12.084559] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-03T20:43:12.084693] [INFO ] [sig       ] JCE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:12.220238] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JCE.txt
[2025-12-03T20:43:12.220348] [INFO ] [sig       ] [1667/3516] Completed JCE in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:12.220384] [INFO ] [sig       ] [1668/3516] Forecasting JCI...
[2025-12-03T20:43:12.220413] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-03T20:43:12.220442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-03T20:43:12.231626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-03T20:43:12.231922] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-03T20:43:12.232665] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-03T20:43:12.232714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:12.232744] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:12.232770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:12.232828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:12.288285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:12.288887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:12.288958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:12.288988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:12.407417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:12.407544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:12.407594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:12.407624] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:12.410802] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=72.41%)
[2025-12-03T20:43:12.411059] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-03T20:43:12.411174] [INFO ] [sig       ] JCI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:12.548511] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JCI.txt
[2025-12-03T20:43:12.548670] [INFO ] [sig       ] [1668/3516] Completed JCI in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:12.548719] [INFO ] [sig       ] [1669/3516] Forecasting JD...
[2025-12-03T20:43:12.548756] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-03T20:43:12.548794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-03T20:43:12.560564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-03T20:43:12.560851] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-03T20:43:12.561595] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-03T20:43:12.561644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:12.561675] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:12.561701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:12.561755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:12.617458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:12.618077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:12.618149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:12.618179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:12.734596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:12.734742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:12.734778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:12.734807] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:12.738017] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-03T20:43:12.738281] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-03T20:43:12.738399] [INFO ] [sig       ] JD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:12.876028] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JD.txt
[2025-12-03T20:43:12.876132] [INFO ] [sig       ] [1669/3516] Completed JD in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:12.876167] [INFO ] [sig       ] [1670/3516] Forecasting JDZG...
[2025-12-03T20:43:12.876195] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-03T20:43:12.876222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-03T20:43:12.886928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-03T20:43:12.887185] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-03T20:43:12.887951] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-03T20:43:12.888040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:12.888075] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:12.888101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:12.888154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:12.943046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:12.943659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:12.943745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:12.943776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:13.062908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:13.063058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:13.063096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:13.063122] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:13.066349] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=14.29%)
[2025-12-03T20:43:13.066632] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-03T20:43:13.066750] [INFO ] [sig       ] JDZG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:13.205056] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JDZG.txt
[2025-12-03T20:43:13.205183] [INFO ] [sig       ] [1670/3516] Completed JDZG in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:13.205219] [INFO ] [sig       ] [1671/3516] Forecasting JEF...
[2025-12-03T20:43:13.205247] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-03T20:43:13.205275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-03T20:43:13.216536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-03T20:43:13.216829] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-03T20:43:13.217547] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-03T20:43:13.217613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:13.217645] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:13.217671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:13.217725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:13.273883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:13.274453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:13.274525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:13.274555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:13.398144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:13.398260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:13.398294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:13.398321] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:13.401455] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-03T20:43:13.401726] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-03T20:43:13.401842] [INFO ] [sig       ] JEF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:13.538981] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JEF.txt
[2025-12-03T20:43:13.539113] [INFO ] [sig       ] [1671/3516] Completed JEF in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:13.539150] [INFO ] [sig       ] [1672/3516] Forecasting JELD...
[2025-12-03T20:43:13.539177] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-03T20:43:13.539205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-03T20:43:13.549482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-03T20:43:13.549774] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-03T20:43:13.550506] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-03T20:43:13.550554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:13.550629] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:13.550658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:13.550713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:13.605903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:13.606484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:13.606557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:13.606606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:13.727681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:13.727792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:13.727828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:13.727854] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:13.731287] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2025-12-03T20:43:13.731545] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-03T20:43:13.731680] [INFO ] [sig       ] JELD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:13.870088] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JELD.txt
[2025-12-03T20:43:13.870205] [INFO ] [sig       ] [1672/3516] Completed JELD in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:13.870242] [INFO ] [sig       ] [1673/3516] Forecasting JEPQ...
[2025-12-03T20:43:13.870269] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-03T20:43:13.870298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-03T20:43:13.881516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-03T20:43:13.881824] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-03T20:43:13.882704] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-03T20:43:13.882756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:13.882788] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:13.882815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:13.882870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:13.937900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:13.938501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:13.938593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:13.938626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:14.062849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:14.062994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:14.063031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:14.063058] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:14.066262] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2025-12-03T20:43:14.066517] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-03T20:43:14.066649] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:14.218750] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JEPQ.txt
[2025-12-03T20:43:14.218900] [INFO ] [sig       ] [1673/3516] Completed JEPQ in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:14.218945] [INFO ] [sig       ] [1674/3516] Forecasting JFIN...
[2025-12-03T20:43:14.218974] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-03T20:43:14.219002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-03T20:43:14.230038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-03T20:43:14.230325] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-03T20:43:14.231104] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-03T20:43:14.231154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:14.231186] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:14.231212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:14.231267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:14.288630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:14.289225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:14.289299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:14.289333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:14.408325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:14.408463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:14.408499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:14.408526] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:14.411709] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-12-03T20:43:14.411966] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-03T20:43:14.412080] [INFO ] [sig       ] JFIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:14.549985] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JFIN.txt
[2025-12-03T20:43:14.550114] [INFO ] [sig       ] [1674/3516] Completed JFIN in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:14.550149] [INFO ] [sig       ] [1675/3516] Forecasting JGLO...
[2025-12-03T20:43:14.550177] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-03T20:43:14.550206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-03T20:43:14.562111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-03T20:43:14.562404] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-03T20:43:14.563333] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-03T20:43:14.563383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:14.563413] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:14.563439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:14.563495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:14.620383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:14.620991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:14.621067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:14.621099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:14.743364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:14.743505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:14.743541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:14.743616] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:14.746829] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=8.04%)
[2025-12-03T20:43:14.747092] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-03T20:43:14.747222] [INFO ] [sig       ] JGLO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:14.884186] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JGLO.txt
[2025-12-03T20:43:14.884309] [INFO ] [sig       ] [1675/3516] Completed JGLO in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.4m
[2025-12-03T20:43:14.884345] [INFO ] [sig       ] [1676/3516] Forecasting JHG...
[2025-12-03T20:43:14.884373] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-03T20:43:14.884401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-03T20:43:14.895293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-03T20:43:14.895609] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-03T20:43:14.896367] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-03T20:43:14.896416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:14.896446] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:14.896472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:14.896526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:14.953783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:14.954462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:14.954539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:14.954570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:15.073136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:15.073259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:15.073294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:15.073321] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:15.076448] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=13.36%)
[2025-12-03T20:43:15.076728] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-03T20:43:15.076846] [INFO ] [sig       ] JHG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:15.214263] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JHG.txt
[2025-12-03T20:43:15.214369] [INFO ] [sig       ] [1676/3516] Completed JHG in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.3m
[2025-12-03T20:43:15.214404] [INFO ] [sig       ] [1677/3516] Forecasting JHI...
[2025-12-03T20:43:15.214432] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-03T20:43:15.214460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-03T20:43:15.225545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-03T20:43:15.225914] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-03T20:43:15.226666] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-03T20:43:15.226714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:15.226745] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:15.226771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:15.226825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:15.282067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:15.282893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:15.282976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:15.283006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:15.388661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:15.388814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:15.388869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:15.388905] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:15.392156] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=37.56%)
[2025-12-03T20:43:15.392416] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-03T20:43:15.392530] [INFO ] [sig       ] JHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:15.527474] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JHI.txt
[2025-12-03T20:43:15.527597] [INFO ] [sig       ] [1677/3516] Completed JHI in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.3m
[2025-12-03T20:43:15.527635] [INFO ] [sig       ] [1678/3516] Forecasting JHX...
[2025-12-03T20:43:15.527663] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-03T20:43:15.527691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-03T20:43:15.538728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-03T20:43:15.539027] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-03T20:43:15.539770] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-03T20:43:15.539818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:15.539848] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:15.539878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:15.539945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:15.594768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:15.595386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:15.595458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:15.595489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:15.711050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:15.711171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:15.711206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:15.711232] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:15.714328] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-03T20:43:15.714610] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-03T20:43:15.714726] [INFO ] [sig       ] JHX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:15.852448] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JHX.txt
[2025-12-03T20:43:15.852593] [INFO ] [sig       ] [1678/3516] Completed JHX in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.3m
[2025-12-03T20:43:15.852632] [INFO ] [sig       ] [1679/3516] Forecasting JILL...
[2025-12-03T20:43:15.852659] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-03T20:43:15.852688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-03T20:43:15.864370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-03T20:43:15.864732] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-03T20:43:15.865469] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-03T20:43:15.865517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:15.865548] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:15.865590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:15.865647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:15.919799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:15.920386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:15.920470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:15.920501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:16.034416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:16.034542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:16.034593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:16.034622] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:16.037745] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=46.52%)
[2025-12-03T20:43:16.038026] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-03T20:43:16.038145] [INFO ] [sig       ] JILL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:16.173551] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JILL.txt
[2025-12-03T20:43:16.173674] [INFO ] [sig       ] [1679/3516] Completed JILL in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.3m
[2025-12-03T20:43:16.173710] [INFO ] [sig       ] [1680/3516] Forecasting JIVE...
[2025-12-03T20:43:16.173737] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-03T20:43:16.173765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-03T20:43:16.184409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-03T20:43:16.184724] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-03T20:43:16.185597] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-03T20:43:16.185651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:16.185681] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:16.185706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:16.185760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:16.242322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:16.242940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:16.243016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:16.243048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:16.359371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:16.359519] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:43:16.359558] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:16.359614] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:16.363033] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-03T20:43:16.363317] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-03T20:43:16.363440] [INFO ] [sig       ] JIVE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:16.516141] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JIVE.txt
[2025-12-03T20:43:16.516265] [INFO ] [sig       ] [1680/3516] Completed JIVE in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 10.3m
[2025-12-03T20:43:16.516303] [INFO ] [sig       ] [1681/3516] Forecasting JJSF...
[2025-12-03T20:43:16.516331] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-03T20:43:16.516359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-03T20:43:16.527271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-03T20:43:16.527539] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-03T20:43:16.528367] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-03T20:43:16.528415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:16.528455] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:16.528481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:16.528535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:16.583792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:16.584440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:16.584513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:16.584544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:16.702528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:16.702657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:16.702695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:16.702722] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:16.705913] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=26.92%)
[2025-12-03T20:43:16.706199] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-03T20:43:16.706320] [INFO ] [sig       ] JJSF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:16.841427] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JJSF.txt
[2025-12-03T20:43:16.841534] [INFO ] [sig       ] [1681/3516] Completed JJSF in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:16.841584] [INFO ] [sig       ] [1682/3516] Forecasting JKHY...
[2025-12-03T20:43:16.841615] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-03T20:43:16.841643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-03T20:43:16.853822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-03T20:43:16.854140] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-03T20:43:16.854927] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-03T20:43:16.854983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:16.855013] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:16.855039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:16.855093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:16.909658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:16.910306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:16.910411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:16.910443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:17.028175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:17.028324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:17.028361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:17.028392] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:17.031628] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2025-12-03T20:43:17.031885] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-03T20:43:17.032011] [INFO ] [sig       ] JKHY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:17.168543] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JKHY.txt
[2025-12-03T20:43:17.168696] [INFO ] [sig       ] [1682/3516] Completed JKHY in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:17.168735] [INFO ] [sig       ] [1683/3516] Forecasting JKS...
[2025-12-03T20:43:17.168763] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-03T20:43:17.168791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-03T20:43:17.181353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-03T20:43:17.181699] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-03T20:43:17.182451] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-03T20:43:17.182500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:17.182530] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:17.182556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:17.182628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:17.237458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:17.238060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:17.238133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:17.238164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:17.355496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:17.355631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:17.355668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:17.355694] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:17.358837] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=17.34%)
[2025-12-03T20:43:17.359097] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-03T20:43:17.359216] [INFO ] [sig       ] JKS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:17.494713] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JKS.txt
[2025-12-03T20:43:17.494865] [INFO ] [sig       ] [1683/3516] Completed JKS in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:17.494903] [INFO ] [sig       ] [1684/3516] Forecasting JLL...
[2025-12-03T20:43:17.494932] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-03T20:43:17.494961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-03T20:43:17.507295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-03T20:43:17.507620] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-03T20:43:17.508390] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-03T20:43:17.508439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:17.508469] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:17.508494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:17.508548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:17.563801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:17.564458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:17.564535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:17.564566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:17.684065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:17.684193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:17.684228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:17.684253] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:17.687378] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-12-03T20:43:17.687649] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-03T20:43:17.687767] [INFO ] [sig       ] JLL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:17.825734] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JLL.txt
[2025-12-03T20:43:17.825878] [INFO ] [sig       ] [1684/3516] Completed JLL in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:17.825916] [INFO ] [sig       ] [1685/3516] Forecasting JLS...
[2025-12-03T20:43:17.825949] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-03T20:43:17.825979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-03T20:43:17.836917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-03T20:43:17.837181] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-03T20:43:17.837919] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-03T20:43:17.837968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:17.838016] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:17.838043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:17.838102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:17.893906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:17.894776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:17.894859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:17.894890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:18.004426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:18.004590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:18.004629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:18.004658] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:18.007855] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-03T20:43:18.008143] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-03T20:43:18.008262] [INFO ] [sig       ] JLS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:18.144819] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JLS.txt
[2025-12-03T20:43:18.144974] [INFO ] [sig       ] [1685/3516] Completed JLS in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:18.145012] [INFO ] [sig       ] [1686/3516] Forecasting JMIA...
[2025-12-03T20:43:18.145041] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-03T20:43:18.145069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-03T20:43:18.156640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-03T20:43:18.156956] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-03T20:43:18.157725] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-03T20:43:18.157776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:18.157808] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:18.157835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:18.157890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:18.213937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:18.214655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:18.214731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:18.214763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:18.338506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:18.338670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:18.338708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:18.338736] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:18.341987] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-12-03T20:43:18.342243] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-03T20:43:18.342357] [INFO ] [sig       ] JMIA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:18.479237] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JMIA.txt
[2025-12-03T20:43:18.479391] [INFO ] [sig       ] [1686/3516] Completed JMIA in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:18.479429] [INFO ] [sig       ] [1687/3516] Forecasting JMSB...
[2025-12-03T20:43:18.479458] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-03T20:43:18.479486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-03T20:43:18.490660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-03T20:43:18.490960] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-03T20:43:18.491728] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-03T20:43:18.491777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:18.491808] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:18.491836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:18.491892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:18.547883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:18.548735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:18.548814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:18.548846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:18.654497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:18.654675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:18.654715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:18.654742] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:18.658148] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=32.73%)
[2025-12-03T20:43:18.658433] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-03T20:43:18.658554] [INFO ] [sig       ] JMSB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:18.795780] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JMSB.txt
[2025-12-03T20:43:18.795898] [INFO ] [sig       ] [1687/3516] Completed JMSB in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:18.795935] [INFO ] [sig       ] [1688/3516] Forecasting JNJ...
[2025-12-03T20:43:18.795963] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-03T20:43:18.795990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-03T20:43:18.807715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-03T20:43:18.807967] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-03T20:43:18.808731] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-03T20:43:18.808779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:18.808810] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:18.808835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:18.808891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:18.864260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:18.864834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:18.864907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:18.864937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:18.989202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:18.989326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:18.989361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:18.989407] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:18.992554] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=42.67%)
[2025-12-03T20:43:18.992827] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-03T20:43:18.992940] [INFO ] [sig       ] JNJ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:19.129316] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JNJ.txt
[2025-12-03T20:43:19.129452] [INFO ] [sig       ] [1688/3516] Completed JNJ in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:19.129490] [INFO ] [sig       ] [1689/3516] Forecasting JOBY...
[2025-12-03T20:43:19.129518] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-03T20:43:19.129547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-03T20:43:19.141600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-03T20:43:19.141960] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-03T20:43:19.142746] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-03T20:43:19.142795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:19.142853] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:19.142880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:19.142934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:19.200736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:19.201607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:19.201688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:19.201722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:19.321282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:19.321445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:19.321485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:19.321513] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:19.324905] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2025-12-03T20:43:19.325194] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-03T20:43:19.325320] [INFO ] [sig       ] JOBY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:19.473909] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JOBY.txt
[2025-12-03T20:43:19.474057] [INFO ] [sig       ] [1689/3516] Completed JOBY in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:19.474095] [INFO ] [sig       ] [1690/3516] Forecasting JOE...
[2025-12-03T20:43:19.474125] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-03T20:43:19.474153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-03T20:43:19.485868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-03T20:43:19.486235] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-03T20:43:19.487014] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-03T20:43:19.487065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:19.487097] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:19.487124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:19.487180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:19.544746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:19.545610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:19.545691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:19.545764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:19.664784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:19.664941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:19.664979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:19.665006] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:19.668411] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-12-03T20:43:19.668739] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-03T20:43:19.668869] [INFO ] [sig       ] JOE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:19.809272] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JOE.txt
[2025-12-03T20:43:19.809401] [INFO ] [sig       ] [1690/3516] Completed JOE in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:19.809438] [INFO ] [sig       ] [1691/3516] Forecasting JOF...
[2025-12-03T20:43:19.809466] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-03T20:43:19.809497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-03T20:43:19.822628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-03T20:43:19.823106] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-03T20:43:19.824032] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-03T20:43:19.824085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:19.824120] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:19.824148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:19.824218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:19.884466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:19.885658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:19.885758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:19.885791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:20.009908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:20.010088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:20.010129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:20.010156] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:20.013774] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=56.82%)
[2025-12-03T20:43:20.014073] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-03T20:43:20.014212] [INFO ] [sig       ] JOF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:20.160806] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JOF.txt
[2025-12-03T20:43:20.160957] [INFO ] [sig       ] [1691/3516] Completed JOF in 0.4s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:20.160997] [INFO ] [sig       ] [1692/3516] Forecasting JPC...
[2025-12-03T20:43:20.161029] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-03T20:43:20.161058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-03T20:43:20.172485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-03T20:43:20.172815] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-03T20:43:20.173548] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-03T20:43:20.173614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:20.173645] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:20.173670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:20.173735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:20.228844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:20.229424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:20.229500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:20.229532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:20.347828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:20.347995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:20.348038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:20.348093] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:20.351561] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=57.27%)
[2025-12-03T20:43:20.351843] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-03T20:43:20.351971] [INFO ] [sig       ] JPC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:20.496887] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JPC.txt
[2025-12-03T20:43:20.497089] [INFO ] [sig       ] [1692/3516] Completed JPC in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.3m
[2025-12-03T20:43:20.497155] [INFO ] [sig       ] [1693/3516] Forecasting JPEF...
[2025-12-03T20:43:20.497203] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-03T20:43:20.497250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-03T20:43:20.511219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-03T20:43:20.511680] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-03T20:43:20.512723] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-03T20:43:20.512788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:20.512832] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:20.512867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:20.512951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:20.571631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:20.572337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:20.572414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:20.572446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:20.690292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:20.690430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:20.690466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:20.690495] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:20.693763] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-03T20:43:20.694026] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-03T20:43:20.694145] [INFO ] [sig       ] JPEF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:20.830979] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JPEF.txt
[2025-12-03T20:43:20.831094] [INFO ] [sig       ] [1693/3516] Completed JPEF in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.2m
[2025-12-03T20:43:20.831131] [INFO ] [sig       ] [1694/3516] Forecasting JPM...
[2025-12-03T20:43:20.831158] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-03T20:43:20.831186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-03T20:43:20.842195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-03T20:43:20.842463] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-03T20:43:20.843226] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-03T20:43:20.843287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:20.843318] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:20.843345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:20.843401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:20.898743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:20.899331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:20.899403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:20.899433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:21.022603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:21.022759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:21.022798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:21.022826] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:21.026049] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=91.66%)
[2025-12-03T20:43:21.026304] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-03T20:43:21.026431] [INFO ] [sig       ] JPM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:21.164198] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JPM.txt
[2025-12-03T20:43:21.164314] [INFO ] [sig       ] [1694/3516] Completed JPM in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.2m
[2025-12-03T20:43:21.164350] [INFO ] [sig       ] [1695/3516] Forecasting JQC...
[2025-12-03T20:43:21.164379] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-03T20:43:21.164407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-03T20:43:21.175943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-03T20:43:21.176228] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-03T20:43:21.176976] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-03T20:43:21.177024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:21.177058] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:21.177084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:21.177138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:21.231256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:21.231909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:21.231981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:21.232012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:21.355339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:21.355483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:21.355518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:21.355545] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:21.358746] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-03T20:43:21.359000] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-03T20:43:21.359117] [INFO ] [sig       ] JQC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:21.498682] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JQC.txt
[2025-12-03T20:43:21.498802] [INFO ] [sig       ] [1695/3516] Completed JQC in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.2m
[2025-12-03T20:43:21.498838] [INFO ] [sig       ] [1696/3516] Forecasting JRI...
[2025-12-03T20:43:21.498866] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-03T20:43:21.498894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-03T20:43:21.509934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-03T20:43:21.510211] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-03T20:43:21.510965] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-03T20:43:21.511013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:21.511043] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:21.511069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:21.511123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:21.566976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:21.567736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:21.567812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:21.567844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:21.681069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:21.681192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:21.681228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:21.681255] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:21.684490] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-12-03T20:43:21.684771] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-03T20:43:21.684892] [INFO ] [sig       ] JRI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:21.826414] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JRI.txt
[2025-12-03T20:43:21.826529] [INFO ] [sig       ] [1696/3516] Completed JRI in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.2m
[2025-12-03T20:43:21.826566] [INFO ] [sig       ] [1697/3516] Forecasting JRS...
[2025-12-03T20:43:21.826613] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-03T20:43:21.826641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-03T20:43:21.838266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-03T20:43:21.838682] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-03T20:43:21.839438] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-03T20:43:21.839488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:21.839518] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:21.839542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:21.839618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:21.895187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:21.896037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:21.896122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:21.896156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:22.010976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:22.011137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:22.011174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:22.011200] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:22.014438] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=58.82%)
[2025-12-03T20:43:22.014729] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-03T20:43:22.014852] [INFO ] [sig       ] JRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:22.157812] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/JRS.txt
[2025-12-03T20:43:22.157961] [INFO ] [sig       ] [1697/3516] Completed JRS in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.2m
[2025-12-03T20:43:22.158019] [INFO ] [sig       ] [1698/3516] Forecasting JSM...
[2025-12-03T20:43:22.158049] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-03T20:43:22.158078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-03T20:43:22.168848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-03T20:43:22.169119] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-03T20:43:22.169868] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-03T20:43:22.169916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:22.169946] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:22.169971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:22.170024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:22.225123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:22.225869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:22.225945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:22.225976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:22.337479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:22.337645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:22.337683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:22.337711] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:22.340959] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-03T20:43:22.341216] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-03T20:43:22.341335] [INFO ] [sig       ] JSM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:22.480172] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JSM.txt
[2025-12-03T20:43:22.480307] [INFO ] [sig       ] [1698/3516] Completed JSM in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.2m
[2025-12-03T20:43:22.480344] [INFO ] [sig       ] [1699/3516] Forecasting JSMD...
[2025-12-03T20:43:22.480373] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-03T20:43:22.480402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-03T20:43:22.492058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-03T20:43:22.492416] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-03T20:43:22.493214] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-03T20:43:22.493262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:22.493292] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:22.493318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:22.493371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:22.550311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:22.551131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:22.551244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:22.551277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:22.684207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:22.684379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:22.684420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:22.684449] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:22.687904] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-12-03T20:43:22.688238] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-03T20:43:22.688384] [INFO ] [sig       ] JSMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:22.833360] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JSMD.txt
[2025-12-03T20:43:22.833514] [INFO ] [sig       ] [1699/3516] Completed JSMD in 0.4s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:22.833554] [INFO ] [sig       ] [1700/3516] Forecasting JSML...
[2025-12-03T20:43:22.833604] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-03T20:43:22.833635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-03T20:43:22.845102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-03T20:43:22.845486] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-03T20:43:22.846266] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-03T20:43:22.846315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:22.846345] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:22.846371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:22.846424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:22.902525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:22.903437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:22.903525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:22.903558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:23.018718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:23.018873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:23.018915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:23.018945] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:23.022345] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=17.99%)
[2025-12-03T20:43:23.022694] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-03T20:43:23.022831] [INFO ] [sig       ] JSML: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:23.159743] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JSML.txt
[2025-12-03T20:43:23.159869] [INFO ] [sig       ] [1700/3516] Completed JSML in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:23.159904] [INFO ] [sig       ] [1701/3516] Forecasting JTAI...
[2025-12-03T20:43:23.159933] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-03T20:43:23.159960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-03T20:43:23.170326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-03T20:43:23.170615] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-03T20:43:23.171342] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-03T20:43:23.171391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:23.171421] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:23.171446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:23.171500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:23.230098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:23.230862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:23.230944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:23.230977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:23.347360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:23.347507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:23.347561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:23.347608] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:23.350836] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-03T20:43:23.351093] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-03T20:43:23.351209] [INFO ] [sig       ] JTAI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:23.533866] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JTAI.txt
[2025-12-03T20:43:23.534010] [INFO ] [sig       ] [1701/3516] Completed JTAI in 0.4s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:23.534049] [INFO ] [sig       ] [1702/3516] Forecasting JTEK...
[2025-12-03T20:43:23.534078] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-03T20:43:23.534106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-03T20:43:23.547075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-03T20:43:23.547513] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-03T20:43:23.548432] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-03T20:43:23.548485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:23.548527] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:23.548564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:23.548646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:23.619237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:23.620253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:23.620349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:23.620391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:23.758092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:23.758261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:23.758300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:23.758327] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:23.761719] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-03T20:43:23.761997] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-03T20:43:23.762130] [INFO ] [sig       ] JTEK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:23.900368] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JTEK.txt
[2025-12-03T20:43:23.900552] [INFO ] [sig       ] [1702/3516] Completed JTEK in 0.4s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:23.900612] [INFO ] [sig       ] [1703/3516] Forecasting JVA...
[2025-12-03T20:43:23.900642] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-03T20:43:23.900671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-03T20:43:23.912225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-03T20:43:23.912529] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-03T20:43:23.913315] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-03T20:43:23.913364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:23.913395] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:23.913421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:23.913476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:23.969923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:23.970926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:23.971023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:23.971066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:24.092894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:24.093048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:24.093085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:24.093112] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:24.096423] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=45.00%)
[2025-12-03T20:43:24.096709] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-03T20:43:24.096837] [INFO ] [sig       ] JVA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:24.233526] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JVA.txt
[2025-12-03T20:43:24.233697] [INFO ] [sig       ] [1703/3516] Completed JVA in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:24.233736] [INFO ] [sig       ] [1704/3516] Forecasting JXN...
[2025-12-03T20:43:24.233765] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-03T20:43:24.233794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-03T20:43:24.244964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-03T20:43:24.245267] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-03T20:43:24.246028] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-03T20:43:24.246077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:24.246107] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:24.246133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:24.246187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:24.305651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:24.306500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:24.306599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:24.306635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:24.428889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:24.429038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:24.429077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:24.429104] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:24.432382] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=48.66%)
[2025-12-03T20:43:24.432662] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-03T20:43:24.432780] [INFO ] [sig       ] JXN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:24.569735] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/JXN.txt
[2025-12-03T20:43:24.569860] [INFO ] [sig       ] [1704/3516] Completed JXN in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:24.569897] [INFO ] [sig       ] [1705/3516] Forecasting K...
[2025-12-03T20:43:24.569926] [INFO ] [sig       ] Generating forecast for: K
[2025-12-03T20:43:24.569953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-12-03T20:43:24.581884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-12-03T20:43:24.582251] [INFO ] [FORECASTER] Starting predict_future for K
[2025-12-03T20:43:24.583041] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-12-03T20:43:24.583091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:24.583135] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:24.583161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:24.583216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:24.640949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:24.641817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:24.641898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:24.641929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:24.770151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:24.770303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:24.770340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:24.770367] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:24.773870] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=32.02%)
[2025-12-03T20:43:24.774157] [INFO ] [FORECASTER] Completed predict_future for K
[2025-12-03T20:43:24.774286] [INFO ] [sig       ] K: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:24.913685] [INFO ] [LOCAL     ] Saved forecast: K	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/K.txt
[2025-12-03T20:43:24.913821] [INFO ] [sig       ] [1705/3516] Completed K in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:24.913859] [INFO ] [sig       ] [1706/3516] Forecasting KAI...
[2025-12-03T20:43:24.913887] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-03T20:43:24.913914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-03T20:43:24.925726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-03T20:43:24.926058] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-03T20:43:24.926825] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-03T20:43:24.926873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:24.926931] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:24.926958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:24.927013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:24.983254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:24.983991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:24.984069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:24.984100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:25.102152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:25.102314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:25.102354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:25.102383] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:25.105885] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2025-12-03T20:43:25.106176] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-03T20:43:25.106305] [INFO ] [sig       ] KAI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:25.249259] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KAI.txt
[2025-12-03T20:43:25.249405] [INFO ] [sig       ] [1706/3516] Completed KAI in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:25.249443] [INFO ] [sig       ] [1707/3516] Forecasting KARO...
[2025-12-03T20:43:25.249472] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-03T20:43:25.249500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-03T20:43:25.262794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-03T20:43:25.263216] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-03T20:43:25.264046] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-03T20:43:25.264096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:25.264128] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:25.264156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:25.264210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:25.319003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:25.319663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:25.319739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:25.319769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:25.441865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:25.442028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:25.442068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:25.442095] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:25.445428] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=24.92%)
[2025-12-03T20:43:25.445719] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-03T20:43:25.445843] [INFO ] [sig       ] KARO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:25.582220] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KARO.txt
[2025-12-03T20:43:25.582330] [INFO ] [sig       ] [1707/3516] Completed KARO in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:25.582367] [INFO ] [sig       ] [1708/3516] Forecasting KB...
[2025-12-03T20:43:25.582395] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-03T20:43:25.582422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-03T20:43:25.594710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-03T20:43:25.595122] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-03T20:43:25.595942] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-03T20:43:25.595993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:25.596025] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:25.596051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:25.596106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:25.659025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:25.659890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:25.659971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:25.660003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:25.785754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:25.785916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:25.785954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:25.785981] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:25.789590] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-03T20:43:25.789907] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-03T20:43:25.790044] [INFO ] [sig       ] KB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:25.930387] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KB.txt
[2025-12-03T20:43:25.930551] [INFO ] [sig       ] [1708/3516] Completed KB in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:25.930609] [INFO ] [sig       ] [1709/3516] Forecasting KBH...
[2025-12-03T20:43:25.930647] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-03T20:43:25.930676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-03T20:43:25.943044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-03T20:43:25.943372] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-03T20:43:25.944116] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-03T20:43:25.944167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:25.944199] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:25.944225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:25.944278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:26.000065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:26.000848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:26.000926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:26.000956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:26.122703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:26.122850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:26.122886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:26.122913] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:26.126146] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-03T20:43:26.126406] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-03T20:43:26.126525] [INFO ] [sig       ] KBH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:26.263086] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KBH.txt
[2025-12-03T20:43:26.263192] [INFO ] [sig       ] [1709/3516] Completed KBH in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:26.263229] [INFO ] [sig       ] [1710/3516] Forecasting KBWB...
[2025-12-03T20:43:26.263256] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-03T20:43:26.263284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-03T20:43:26.276008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-03T20:43:26.276425] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-03T20:43:26.277286] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-03T20:43:26.277338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:26.277368] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:26.277393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:26.277449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:26.336890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:26.337838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:26.337926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:26.337959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:26.466751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:26.466914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:26.466953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:26.466982] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:26.470906] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-03T20:43:26.471209] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-03T20:43:26.471337] [INFO ] [sig       ] KBWB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:26.617901] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KBWB.txt
[2025-12-03T20:43:26.618083] [INFO ] [sig       ] [1710/3516] Completed KBWB in 0.4s | 2.96 sym/s | Total: 9.6m | ETA: 10.2m
[2025-12-03T20:43:26.618130] [INFO ] [sig       ] [1711/3516] Forecasting KBWD...
[2025-12-03T20:43:26.618159] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-03T20:43:26.618187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-03T20:43:26.629634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-03T20:43:26.630030] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-03T20:43:26.630830] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-03T20:43:26.630881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:26.630912] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:26.630939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:26.630995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:26.687016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:26.687867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:26.687948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:26.687980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:26.805405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:26.805555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:26.805610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:26.805638] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:26.808858] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=87.65%)
[2025-12-03T20:43:26.809116] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-03T20:43:26.809233] [INFO ] [sig       ] KBWD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:26.943942] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KBWD.txt
[2025-12-03T20:43:26.944080] [INFO ] [sig       ] [1711/3516] Completed KBWD in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.1m
[2025-12-03T20:43:26.944118] [INFO ] [sig       ] [1712/3516] Forecasting KBWP...
[2025-12-03T20:43:26.944146] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-03T20:43:26.944174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-03T20:43:26.957900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-03T20:43:26.958492] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-03T20:43:26.959630] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-03T20:43:26.959686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:26.959720] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:26.959747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:26.959810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:27.018482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:27.019651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:27.019754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:27.019789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:27.136495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:27.136773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:27.136822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:27.136878] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:27.140819] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=70.58%)
[2025-12-03T20:43:27.141155] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-03T20:43:27.141300] [INFO ] [sig       ] KBWP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:27.283493] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KBWP.txt
[2025-12-03T20:43:27.283744] [INFO ] [sig       ] [1712/3516] Completed KBWP in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.1m
[2025-12-03T20:43:27.283794] [INFO ] [sig       ] [1713/3516] Forecasting KBWY...
[2025-12-03T20:43:27.283831] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-03T20:43:27.283865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-03T20:43:27.297263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-03T20:43:27.297790] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-03T20:43:27.298818] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-03T20:43:27.298872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:27.298905] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:27.298932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:27.298992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:27.356181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:27.357323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:27.357426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:27.357461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:27.472781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:27.473011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:27.473055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:27.473083] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:27.476772] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: UP (p=56.11%)
[2025-12-03T20:43:27.477100] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-03T20:43:27.477234] [INFO ] [sig       ] KBWY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:27.644389] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KBWY.txt
[2025-12-03T20:43:27.644557] [INFO ] [sig       ] [1713/3516] Completed KBWY in 0.4s | 2.96 sym/s | Total: 9.6m | ETA: 10.1m
[2025-12-03T20:43:27.644614] [INFO ] [sig       ] [1714/3516] Forecasting KC...
[2025-12-03T20:43:27.644643] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-03T20:43:27.644673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-03T20:43:27.656448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-03T20:43:27.656837] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-03T20:43:27.657601] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-03T20:43:27.657650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:27.657680] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:27.657705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:27.657759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:27.714216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:27.715107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:27.715190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:27.715242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:27.838721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:27.838890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:27.838934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:27.838962] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:27.842390] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-03T20:43:27.842683] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-03T20:43:27.842809] [INFO ] [sig       ] KC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:27.981600] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KC.txt
[2025-12-03T20:43:27.981759] [INFO ] [sig       ] [1714/3516] Completed KC in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.1m
[2025-12-03T20:43:27.981798] [INFO ] [sig       ] [1715/3516] Forecasting KD...
[2025-12-03T20:43:27.981828] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-03T20:43:27.981857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-03T20:43:27.994052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-03T20:43:27.994371] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-03T20:43:27.995165] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-03T20:43:27.995215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:27.995246] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:27.995271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:27.995326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:28.052875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:28.053623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:28.053701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:28.053735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:28.176283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:28.176463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:28.176501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:28.176529] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:28.179915] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=41.99%)
[2025-12-03T20:43:28.180185] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-03T20:43:28.180331] [INFO ] [sig       ] KD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:28.317644] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KD.txt
[2025-12-03T20:43:28.317795] [INFO ] [sig       ] [1715/3516] Completed KD in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.1m
[2025-12-03T20:43:28.317832] [INFO ] [sig       ] [1716/3516] Forecasting KDP...
[2025-12-03T20:43:28.317860] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-03T20:43:28.317889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-03T20:43:28.329226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-03T20:43:28.329566] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-03T20:43:28.330357] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-03T20:43:28.330410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:28.330439] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:28.330464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:28.330530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:28.384809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:28.385665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:28.385745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:28.385809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:28.504907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:28.505062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:28.505100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:28.505128] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:28.508378] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=82.74%)
[2025-12-03T20:43:28.508658] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-03T20:43:28.508779] [INFO ] [sig       ] KDP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:28.647564] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KDP.txt
[2025-12-03T20:43:28.647741] [INFO ] [sig       ] [1716/3516] Completed KDP in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.1m
[2025-12-03T20:43:28.647779] [INFO ] [sig       ] [1717/3516] Forecasting KE...
[2025-12-03T20:43:28.647808] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-03T20:43:28.647837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-03T20:43:28.658521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-03T20:43:28.658835] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-03T20:43:28.659566] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-03T20:43:28.659634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:28.659664] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:28.659689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:28.659744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:28.714793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:28.715377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:28.715449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:28.715480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:28.832420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:28.832592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:28.832634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:28.832661] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:28.835973] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=11.54%)
[2025-12-03T20:43:28.836231] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-03T20:43:28.836345] [INFO ] [sig       ] KE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:28.974241] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KE.txt
[2025-12-03T20:43:28.974379] [INFO ] [sig       ] [1717/3516] Completed KE in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:28.974416] [INFO ] [sig       ] [1718/3516] Forecasting KELYA...
[2025-12-03T20:43:28.974445] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-03T20:43:28.974473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-03T20:43:28.986876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-03T20:43:28.987275] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-03T20:43:28.988115] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-03T20:43:28.988179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:28.988214] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:28.988241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:28.988297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:29.045677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:29.046594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:29.046684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:29.046718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:29.169337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:29.169475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:29.169511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:29.169537] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:29.172772] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=56.29%)
[2025-12-03T20:43:29.173031] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-03T20:43:29.173150] [INFO ] [sig       ] KELYA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:29.310416] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KELYA.txt
[2025-12-03T20:43:29.310540] [INFO ] [sig       ] [1718/3516] Completed KELYA in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:29.310595] [INFO ] [sig       ] [1719/3516] Forecasting KEN...
[2025-12-03T20:43:29.310625] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-03T20:43:29.310653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-03T20:43:29.321552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-03T20:43:29.321848] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-03T20:43:29.322667] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-03T20:43:29.322718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:29.322748] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:29.322776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:29.322852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:29.378873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:29.379494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:29.379588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:29.379625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:29.497846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:29.498044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:29.498088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:29.498117] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:29.501450] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-03T20:43:29.501734] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-03T20:43:29.501858] [INFO ] [sig       ] KEN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:29.640565] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KEN.txt
[2025-12-03T20:43:29.640775] [INFO ] [sig       ] [1719/3516] Completed KEN in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:29.640815] [INFO ] [sig       ] [1720/3516] Forecasting KEP...
[2025-12-03T20:43:29.640847] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-03T20:43:29.640879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-03T20:43:29.652827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-03T20:43:29.653214] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-03T20:43:29.654275] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-03T20:43:29.654327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:29.654360] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:29.654388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:29.654444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:29.715362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:29.716238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:29.716325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:29.716357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:29.835320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:29.835476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:29.835515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:29.835543] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:29.838890] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-03T20:43:29.839172] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-03T20:43:29.839297] [INFO ] [sig       ] KEP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:29.979969] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KEP.txt
[2025-12-03T20:43:29.980089] [INFO ] [sig       ] [1720/3516] Completed KEP in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:29.980125] [INFO ] [sig       ] [1721/3516] Forecasting KEX...
[2025-12-03T20:43:29.980153] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-03T20:43:29.980181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-03T20:43:29.990920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-03T20:43:29.991188] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-03T20:43:29.991940] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-03T20:43:29.991988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:29.992017] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:29.992043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:29.992097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:30.047682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:30.048522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:30.048619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:30.048652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:30.166992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:30.167137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:30.167174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:30.167200] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:30.170435] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=93.59%)
[2025-12-03T20:43:30.170710] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-03T20:43:30.170828] [INFO ] [sig       ] KEX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:30.307827] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KEX.txt
[2025-12-03T20:43:30.307934] [INFO ] [sig       ] [1721/3516] Completed KEX in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:30.307976] [INFO ] [sig       ] [1722/3516] Forecasting KEYS...
[2025-12-03T20:43:30.308030] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-03T20:43:30.308059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-03T20:43:30.319121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-03T20:43:30.319391] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-03T20:43:30.320137] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-03T20:43:30.320186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:30.320217] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:30.320244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:30.320301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:30.374848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:30.375436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:30.375508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:30.375539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:30.497902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:30.498032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:30.498067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:30.498093] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:30.501161] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-12-03T20:43:30.501414] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-03T20:43:30.501530] [INFO ] [sig       ] KEYS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:30.638347] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KEYS.txt
[2025-12-03T20:43:30.638454] [INFO ] [sig       ] [1722/3516] Completed KEYS in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:30.638489] [INFO ] [sig       ] [1723/3516] Forecasting KFS...
[2025-12-03T20:43:30.638517] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-03T20:43:30.638544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-03T20:43:30.649384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-03T20:43:30.649669] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-03T20:43:30.650423] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-03T20:43:30.650471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:30.650527] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:30.650555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:30.650632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:30.705272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:30.705871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:30.705943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:30.705974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:30.821435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:30.821547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:30.821596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:30.821624] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:30.824678] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=77.77%)
[2025-12-03T20:43:30.824947] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-03T20:43:30.825066] [INFO ] [sig       ] KFS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:30.961297] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KFS.txt
[2025-12-03T20:43:30.961404] [INFO ] [sig       ] [1723/3516] Completed KFS in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:30.961440] [INFO ] [sig       ] [1724/3516] Forecasting KFY...
[2025-12-03T20:43:30.961468] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-03T20:43:30.961496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-03T20:43:30.972279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-03T20:43:30.972548] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-03T20:43:30.973283] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-03T20:43:30.973405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:30.973440] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:30.973465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:30.973520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:31.028702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:31.029287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:31.029363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:31.029395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:31.164394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:31.164545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:31.164608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:31.164638] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:31.168992] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=61.42%)
[2025-12-03T20:43:31.169420] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-03T20:43:31.169623] [INFO ] [sig       ] KFY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:31.306823] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KFY.txt
[2025-12-03T20:43:31.306936] [INFO ] [sig       ] [1724/3516] Completed KFY in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:31.306972] [INFO ] [sig       ] [1725/3516] Forecasting KGS...
[2025-12-03T20:43:31.307000] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-03T20:43:31.307027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-03T20:43:31.317908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-03T20:43:31.318220] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-03T20:43:31.318989] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-03T20:43:31.319038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:31.319068] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:31.319094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:31.319147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:31.374596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:31.375173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:31.375250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:31.375282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:31.493936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:31.494056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:31.494105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:31.494132] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:31.497211] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=20.10%)
[2025-12-03T20:43:31.497469] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-03T20:43:31.497602] [INFO ] [sig       ] KGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:31.641096] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KGS.txt
[2025-12-03T20:43:31.641205] [INFO ] [sig       ] [1725/3516] Completed KGS in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:31.641243] [INFO ] [sig       ] [1726/3516] Forecasting KHC...
[2025-12-03T20:43:31.641272] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-03T20:43:31.641304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-03T20:43:31.654481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-03T20:43:31.654978] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-03T20:43:31.655758] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-03T20:43:31.655807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:31.655837] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:31.655863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:31.655917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:31.711254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:31.711952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:31.712042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:31.712073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:31.836108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:31.836211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:31.836247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:31.836274] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:31.839553] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2025-12-03T20:43:31.839838] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-03T20:43:31.839956] [INFO ] [sig       ] KHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:31.976259] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KHC.txt
[2025-12-03T20:43:31.976381] [INFO ] [sig       ] [1726/3516] Completed KHC in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:31.976417] [INFO ] [sig       ] [1727/3516] Forecasting KIDS...
[2025-12-03T20:43:31.976444] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-03T20:43:31.976472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-03T20:43:31.987260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-03T20:43:31.987526] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-03T20:43:31.988301] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-03T20:43:31.988350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:31.988381] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:31.988406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:31.988460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:32.043591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:32.044172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:32.044257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:32.044289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:32.172950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:32.173123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:32.173172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:32.173209] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:32.177715] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-03T20:43:32.178107] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-03T20:43:32.178273] [INFO ] [sig       ] KIDS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:32.324615] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KIDS.txt
[2025-12-03T20:43:32.324736] [INFO ] [sig       ] [1727/3516] Completed KIDS in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:32.324771] [INFO ] [sig       ] [1728/3516] Forecasting KIM...
[2025-12-03T20:43:32.324799] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-03T20:43:32.324826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-03T20:43:32.335549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-03T20:43:32.335851] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-03T20:43:32.336606] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-03T20:43:32.336656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:32.336686] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:32.336711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:32.336764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:32.393220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:32.393817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:32.393891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:32.393923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:32.513725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:32.513846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:32.513881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:32.513906] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:32.517008] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-03T20:43:32.517263] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-03T20:43:32.517383] [INFO ] [sig       ] KIM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:32.653592] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KIM.txt
[2025-12-03T20:43:32.653711] [INFO ] [sig       ] [1728/3516] Completed KIM in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.1m
[2025-12-03T20:43:32.653748] [INFO ] [sig       ] [1729/3516] Forecasting KINS...
[2025-12-03T20:43:32.653778] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-03T20:43:32.653807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-03T20:43:32.665200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-03T20:43:32.665505] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-03T20:43:32.666513] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-03T20:43:32.666563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:32.666639] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:32.666668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:32.666725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:32.721322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:32.721898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:32.721970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:32.722001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:32.838589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:32.838742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:32.838780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:32.838807] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:32.842047] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-03T20:43:32.842314] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-03T20:43:32.842439] [INFO ] [sig       ] KINS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:32.978441] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KINS.txt
[2025-12-03T20:43:32.978566] [INFO ] [sig       ] [1729/3516] Completed KINS in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.0m
[2025-12-03T20:43:32.978621] [INFO ] [sig       ] [1730/3516] Forecasting KIO...
[2025-12-03T20:43:32.978649] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-03T20:43:32.978677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-03T20:43:32.989559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-03T20:43:32.989866] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-03T20:43:32.990613] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-03T20:43:32.990661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:32.990692] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:32.990718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:32.990772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:33.045950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:33.046509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:33.046596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:33.046628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:33.163145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:33.163293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:33.163330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:33.163357] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:33.166614] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-12-03T20:43:33.166893] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-03T20:43:33.167021] [INFO ] [sig       ] KIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:33.304492] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KIO.txt
[2025-12-03T20:43:33.304629] [INFO ] [sig       ] [1730/3516] Completed KIO in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.0m
[2025-12-03T20:43:33.304668] [INFO ] [sig       ] [1731/3516] Forecasting KKRS...
[2025-12-03T20:43:33.304696] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-03T20:43:33.304724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-03T20:43:33.315491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-03T20:43:33.315774] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-03T20:43:33.316499] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-03T20:43:33.316548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:33.316598] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:33.316626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:33.316681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:33.371305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:33.371884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:33.371956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:33.371985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:33.485475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:33.485605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:33.485639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:33.485665] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:33.488783] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-03T20:43:33.489036] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-03T20:43:33.489152] [INFO ] [sig       ] KKRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:33.625374] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KKRS.txt
[2025-12-03T20:43:33.625481] [INFO ] [sig       ] [1731/3516] Completed KKRS in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.0m
[2025-12-03T20:43:33.625515] [INFO ] [sig       ] [1732/3516] Forecasting KLAC...
[2025-12-03T20:43:33.625543] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-03T20:43:33.625587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-03T20:43:33.636499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-03T20:43:33.636787] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-03T20:43:33.637522] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-03T20:43:33.637589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:33.637622] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:33.637648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:33.637702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:33.694296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:33.694922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:33.694997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:33.695029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:33.814840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:33.814950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:33.814983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:33.815010] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:33.818068] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-12-03T20:43:33.818320] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-03T20:43:33.818440] [INFO ] [sig       ] KLAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:33.954771] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KLAC.txt
[2025-12-03T20:43:33.954883] [INFO ] [sig       ] [1732/3516] Completed KLAC in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.0m
[2025-12-03T20:43:33.954919] [INFO ] [sig       ] [1733/3516] Forecasting KLIC...
[2025-12-03T20:43:33.954952] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-03T20:43:33.954981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-03T20:43:33.965516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-03T20:43:33.965817] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-03T20:43:33.966562] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-03T20:43:33.966634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:33.966665] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:33.966691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:33.966746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:34.021164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:34.021771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:34.021868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:34.021900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:34.144422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:34.144547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:34.144597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:34.144627] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:34.147760] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-03T20:43:34.148052] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-03T20:43:34.148174] [INFO ] [sig       ] KLIC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:34.289295] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KLIC.txt
[2025-12-03T20:43:34.289451] [INFO ] [sig       ] [1733/3516] Completed KLIC in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.0m
[2025-12-03T20:43:34.289491] [INFO ] [sig       ] [1734/3516] Forecasting KLXE...
[2025-12-03T20:43:34.289522] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-03T20:43:34.289551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-03T20:43:34.300815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-03T20:43:34.301120] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-03T20:43:34.301884] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-03T20:43:34.301933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:34.301964] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:34.301990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:34.302043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:34.358079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:34.358886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:34.358966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:34.358997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:34.476813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:34.476958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:34.476995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:34.477022] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:34.480257] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=22.88%)
[2025-12-03T20:43:34.480529] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-03T20:43:34.480669] [INFO ] [sig       ] KLXE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:34.618506] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KLXE.txt
[2025-12-03T20:43:34.618673] [INFO ] [sig       ] [1734/3516] Completed KLXE in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.0m
[2025-12-03T20:43:34.618712] [INFO ] [sig       ] [1735/3516] Forecasting KMB...
[2025-12-03T20:43:34.618741] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-03T20:43:34.618769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-03T20:43:34.630634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-03T20:43:34.630978] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-03T20:43:34.631751] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-03T20:43:34.631801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:34.631831] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:34.631857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:34.631911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:34.687621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:34.688501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:34.688791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:34.688823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:34.808337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:34.808497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:34.808534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:34.808565] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:34.811849] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=79.89%)
[2025-12-03T20:43:34.812112] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-03T20:43:34.812232] [INFO ] [sig       ] KMB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:34.946460] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KMB.txt
[2025-12-03T20:43:34.946609] [INFO ] [sig       ] [1735/3516] Completed KMB in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:34.946648] [INFO ] [sig       ] [1736/3516] Forecasting KMDA...
[2025-12-03T20:43:34.946677] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-03T20:43:34.946705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-03T20:43:34.958182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-03T20:43:34.958480] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-03T20:43:34.959298] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-03T20:43:34.959349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:34.959379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:34.959406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:34.959461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:35.014532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:35.015294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:35.015374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:35.015405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:35.141318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:35.141471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:35.141509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:35.141554] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:35.145025] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=8.49%)
[2025-12-03T20:43:35.145300] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-03T20:43:35.145427] [INFO ] [sig       ] KMDA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:35.285008] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KMDA.txt
[2025-12-03T20:43:35.285173] [INFO ] [sig       ] [1736/3516] Completed KMDA in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:35.285214] [INFO ] [sig       ] [1737/3516] Forecasting KMI...
[2025-12-03T20:43:35.285242] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-03T20:43:35.285271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-03T20:43:35.297338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-03T20:43:35.297680] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-03T20:43:35.298502] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-03T20:43:35.298552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:35.298607] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:35.298636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:35.298690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:35.355929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:35.356723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:35.356804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:35.356835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:35.481528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:35.481695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:35.481734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:35.481762] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:35.485144] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-03T20:43:35.485431] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-03T20:43:35.485569] [INFO ] [sig       ] KMI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:35.624899] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KMI.txt
[2025-12-03T20:43:35.625037] [INFO ] [sig       ] [1737/3516] Completed KMI in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:35.625074] [INFO ] [sig       ] [1738/3516] Forecasting KMPB...
[2025-12-03T20:43:35.625103] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-03T20:43:35.625132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-03T20:43:35.636111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-03T20:43:35.636422] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-03T20:43:35.637194] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-03T20:43:35.637245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:35.637275] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:35.637301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:35.637356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:35.694460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:35.695233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:35.695312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:35.695363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:35.808341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:35.808498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:35.808538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:35.808607] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:35.812022] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=11.16%)
[2025-12-03T20:43:35.812290] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-03T20:43:35.812423] [INFO ] [sig       ] KMPB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:35.952615] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KMPB.txt
[2025-12-03T20:43:35.952756] [INFO ] [sig       ] [1738/3516] Completed KMPB in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:35.952794] [INFO ] [sig       ] [1739/3516] Forecasting KMX...
[2025-12-03T20:43:35.952823] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-03T20:43:35.952852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-03T20:43:35.964298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-03T20:43:35.964645] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-03T20:43:35.965432] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-03T20:43:35.965482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:35.965514] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:35.965542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:35.965629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:36.021853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:36.022675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:36.022755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:36.022786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:36.139074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:36.139223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:36.139260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:36.139287] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:36.142511] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=23.90%)
[2025-12-03T20:43:36.142791] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-03T20:43:36.142915] [INFO ] [sig       ] KMX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:36.280628] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KMX.txt
[2025-12-03T20:43:36.280763] [INFO ] [sig       ] [1739/3516] Completed KMX in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:36.280800] [INFO ] [sig       ] [1740/3516] Forecasting KN...
[2025-12-03T20:43:36.280829] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-03T20:43:36.280857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-03T20:43:36.292201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-03T20:43:36.292516] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-03T20:43:36.293257] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-03T20:43:36.293305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:36.293360] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:36.293387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:36.293453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:36.347458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:36.348156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:36.348231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:36.348262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:36.467980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:36.468141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:36.468178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:36.468204] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:36.471429] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=61.64%)
[2025-12-03T20:43:36.471708] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-03T20:43:36.471827] [INFO ] [sig       ] KN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:36.608920] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KN.txt
[2025-12-03T20:43:36.609068] [INFO ] [sig       ] [1740/3516] Completed KN in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:36.609112] [INFO ] [sig       ] [1741/3516] Forecasting KNF...
[2025-12-03T20:43:36.609153] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-03T20:43:36.609186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-03T20:43:36.620958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-03T20:43:36.621304] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-03T20:43:36.622119] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-03T20:43:36.622177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:36.622209] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:36.622237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:36.622313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:36.679603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:36.680354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:36.680431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:36.680464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:36.800126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:36.800280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:36.800318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:36.800347] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:36.803697] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-03T20:43:36.803963] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-03T20:43:36.804083] [INFO ] [sig       ] KNF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:36.943290] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KNF.txt
[2025-12-03T20:43:36.943422] [INFO ] [sig       ] [1741/3516] Completed KNF in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:36.943459] [INFO ] [sig       ] [1742/3516] Forecasting KNOP...
[2025-12-03T20:43:36.943487] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-03T20:43:36.943515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-03T20:43:36.955071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-03T20:43:36.955376] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-03T20:43:36.956153] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-03T20:43:36.956213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:36.956244] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:36.956270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:36.956324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:37.011620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:37.012211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:37.012284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:37.012315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:37.130048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:37.130187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:37.130222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:37.130248] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:37.133414] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-12-03T20:43:37.133693] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-03T20:43:37.133811] [INFO ] [sig       ] KNOP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:37.270754] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KNOP.txt
[2025-12-03T20:43:37.270868] [INFO ] [sig       ] [1742/3516] Completed KNOP in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:37.270903] [INFO ] [sig       ] [1743/3516] Forecasting KNSA...
[2025-12-03T20:43:37.270932] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-03T20:43:37.270960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-03T20:43:37.282141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-03T20:43:37.282417] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-03T20:43:37.283167] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-03T20:43:37.283216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:37.283245] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:37.283269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:37.283322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:37.338411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:37.339282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:37.339364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:37.339395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:37.457243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:37.457391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:37.457430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:37.457493] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:37.461823] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-12-03T20:43:37.462092] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-03T20:43:37.462217] [INFO ] [sig       ] KNSA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:37.597860] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KNSA.txt
[2025-12-03T20:43:37.597980] [INFO ] [sig       ] [1743/3516] Completed KNSA in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:37.598039] [INFO ] [sig       ] [1744/3516] Forecasting KNSL...
[2025-12-03T20:43:37.598067] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-03T20:43:37.598095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-03T20:43:37.609689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-03T20:43:37.609983] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-03T20:43:37.610740] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-03T20:43:37.610789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:37.610820] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:37.610845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:37.610899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:37.665628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:37.666235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:37.666309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:37.666341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:37.786269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:37.786404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:37.786445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:37.786473] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:37.789806] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=80.22%)
[2025-12-03T20:43:37.790063] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-03T20:43:37.790180] [INFO ] [sig       ] KNSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:37.930746] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KNSL.txt
[2025-12-03T20:43:37.930868] [INFO ] [sig       ] [1744/3516] Completed KNSL in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:37.930905] [INFO ] [sig       ] [1745/3516] Forecasting KNTK...
[2025-12-03T20:43:37.930933] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-03T20:43:37.930961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-03T20:43:37.941765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-03T20:43:37.942041] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-03T20:43:37.942786] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-03T20:43:37.942834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:37.942865] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:37.942890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:37.942944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:37.999073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:37.999735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:37.999810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:37.999842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:38.118515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:38.118688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:38.118728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:38.118757] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:38.122067] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-03T20:43:38.122337] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-03T20:43:38.122460] [INFO ] [sig       ] KNTK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:38.257967] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KNTK.txt
[2025-12-03T20:43:38.258110] [INFO ] [sig       ] [1745/3516] Completed KNTK in 0.3s | 2.97 sym/s | Total: 9.8m | ETA: 10.0m
[2025-12-03T20:43:38.258147] [INFO ] [sig       ] [1746/3516] Forecasting KNX...
[2025-12-03T20:43:38.258174] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-03T20:43:38.258204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-03T20:43:38.274797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-03T20:43:38.275338] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-03T20:43:38.276377] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-03T20:43:38.276439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:38.276482] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:38.276519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:38.276607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:38.340737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:38.341674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:38.341772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:38.341803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:38.474503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:38.474677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:38.474725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:38.474762] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:38.478263] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=82.02%)
[2025-12-03T20:43:38.478563] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-03T20:43:38.478708] [INFO ] [sig       ] KNX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:38.619034] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KNX.txt
[2025-12-03T20:43:38.619165] [INFO ] [sig       ] [1746/3516] Completed KNX in 0.4s | 2.96 sym/s | Total: 9.8m | ETA: 9.9m
[2025-12-03T20:43:38.619202] [INFO ] [sig       ] [1747/3516] Forecasting KOD...
[2025-12-03T20:43:38.619230] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-03T20:43:38.619258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-03T20:43:38.630005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-03T20:43:38.630284] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-03T20:43:38.631033] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-03T20:43:38.631081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:38.631111] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:38.631137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:38.631191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:38.688106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:38.688927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:38.689005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:38.689036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:38.812793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:38.812945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:38.812982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:38.813009] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:38.816263] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=22.00%)
[2025-12-03T20:43:38.816557] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-03T20:43:38.816700] [INFO ] [sig       ] KOD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:38.954086] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KOD.txt
[2025-12-03T20:43:38.954213] [INFO ] [sig       ] [1747/3516] Completed KOD in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 9.9m
[2025-12-03T20:43:38.954251] [INFO ] [sig       ] [1748/3516] Forecasting KODK...
[2025-12-03T20:43:38.954278] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-03T20:43:38.954306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-03T20:43:38.965213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-03T20:43:38.965477] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-03T20:43:38.966223] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-03T20:43:38.966272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:38.966301] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:38.966326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:38.966381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:39.023043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:39.023652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:39.023726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:39.023757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:39.147597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:39.147765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:39.147803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:39.147829] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:39.151196] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=28.32%)
[2025-12-03T20:43:39.151463] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-03T20:43:39.151599] [INFO ] [sig       ] KODK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:39.286911] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KODK.txt
[2025-12-03T20:43:39.287019] [INFO ] [sig       ] [1748/3516] Completed KODK in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 9.9m
[2025-12-03T20:43:39.287055] [INFO ] [sig       ] [1749/3516] Forecasting KOF...
[2025-12-03T20:43:39.287082] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-03T20:43:39.287110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-03T20:43:39.298555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-03T20:43:39.298857] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-03T20:43:39.299610] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-03T20:43:39.299659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:39.299689] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:39.299715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:39.299769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:39.354456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:39.355033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:39.355107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:39.355137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:39.474497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:39.474716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:39.474769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:39.474802] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:39.478288] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=24.07%)
[2025-12-03T20:43:39.478567] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-03T20:43:39.478710] [INFO ] [sig       ] KOF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:39.615116] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KOF.txt
[2025-12-03T20:43:39.615262] [INFO ] [sig       ] [1749/3516] Completed KOF in 0.3s | 2.97 sym/s | Total: 9.8m | ETA: 9.9m
[2025-12-03T20:43:39.615299] [INFO ] [sig       ] [1750/3516] Forecasting KOP...
[2025-12-03T20:43:39.615328] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-03T20:43:39.615355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-03T20:43:39.626196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-03T20:43:39.626467] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-03T20:43:39.627237] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-03T20:43:39.627287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:39.627316] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:39.627343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:39.627398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:39.683124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:39.683726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:39.683823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:39.683857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:39.808982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:39.809142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:39.809182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:39.809209] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:39.812677] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-03T20:43:39.813035] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-03T20:43:39.813174] [INFO ] [sig       ] KOP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:39.966218] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KOP.txt
[2025-12-03T20:43:39.966367] [INFO ] [sig       ] [1750/3516] Completed KOP in 0.4s | 2.96 sym/s | Total: 9.8m | ETA: 9.9m
[2025-12-03T20:43:39.966405] [INFO ] [sig       ] [1751/3516] Forecasting KOPN...
[2025-12-03T20:43:39.966434] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-03T20:43:39.966463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-03T20:43:39.978436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-03T20:43:39.978835] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-03T20:43:39.979601] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-03T20:43:39.979651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:39.979681] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:39.979707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:39.979762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:40.043118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:40.044013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:40.044109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:40.044151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:40.162634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:40.162780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:40.162817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:40.162843] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:40.166072] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=58.82%)
[2025-12-03T20:43:40.166332] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-03T20:43:40.166450] [INFO ] [sig       ] KOPN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:40.301243] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KOPN.txt
[2025-12-03T20:43:40.301357] [INFO ] [sig       ] [1751/3516] Completed KOPN in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 9.9m
[2025-12-03T20:43:40.301392] [INFO ] [sig       ] [1752/3516] Forecasting KOS...
[2025-12-03T20:43:40.301421] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-03T20:43:40.301448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-03T20:43:40.312415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-03T20:43:40.312730] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-03T20:43:40.313447] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-03T20:43:40.313495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:40.313525] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:40.313551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:40.313623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:40.367675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:40.368294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:40.368369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:40.368400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:40.484932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:40.485085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:40.485121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:40.485148] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:40.488391] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=26.58%)
[2025-12-03T20:43:40.488700] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-03T20:43:40.488820] [INFO ] [sig       ] KOS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:40.626313] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KOS.txt
[2025-12-03T20:43:40.626458] [INFO ] [sig       ] [1752/3516] Completed KOS in 0.3s | 2.97 sym/s | Total: 9.8m | ETA: 9.9m
[2025-12-03T20:43:40.626499] [INFO ] [sig       ] [1753/3516] Forecasting KOSS...
[2025-12-03T20:43:40.626529] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-03T20:43:40.626557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-03T20:43:40.640478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-03T20:43:40.640805] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-03T20:43:40.641524] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-03T20:43:40.641602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:40.641660] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:40.641688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:40.641742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:40.695728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:40.696350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:40.696441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:40.696473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:40.808872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:40.809026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:40.809064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:40.809092] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:40.812303] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=9.26%)
[2025-12-03T20:43:40.812559] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-03T20:43:40.812694] [INFO ] [sig       ] KOSS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:40.948798] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KOSS.txt
[2025-12-03T20:43:40.948961] [INFO ] [sig       ] [1753/3516] Completed KOSS in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:40.949000] [INFO ] [sig       ] [1754/3516] Forecasting KPRX...
[2025-12-03T20:43:40.949029] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-03T20:43:40.949058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-03T20:43:40.959395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-03T20:43:40.959680] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-03T20:43:40.960399] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-03T20:43:40.960447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:40.960477] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:40.960503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:40.960557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:41.015966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:41.016745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:41.016823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:41.016854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:41.132918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:41.133075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:41.133113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:41.133141] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:41.136408] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-03T20:43:41.136692] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-03T20:43:41.136812] [INFO ] [sig       ] KPRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:41.271874] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KPRX.txt
[2025-12-03T20:43:41.272017] [INFO ] [sig       ] [1754/3516] Completed KPRX in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:41.272053] [INFO ] [sig       ] [1755/3516] Forecasting KPTI...
[2025-12-03T20:43:41.272082] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-03T20:43:41.272111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-03T20:43:41.284398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-03T20:43:41.284828] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-03T20:43:41.285794] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-03T20:43:41.285857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:41.285904] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:41.285946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:41.286023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:41.343378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:41.344222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:41.344306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:41.344338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:41.471744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:41.471910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:41.471960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:41.471990] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:41.475552] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-12-03T20:43:41.475889] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-03T20:43:41.476026] [INFO ] [sig       ] KPTI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:41.620590] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KPTI.txt
[2025-12-03T20:43:41.620772] [INFO ] [sig       ] [1755/3516] Completed KPTI in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:41.620814] [INFO ] [sig       ] [1756/3516] Forecasting KRC...
[2025-12-03T20:43:41.620842] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-03T20:43:41.620872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-03T20:43:41.632944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-03T20:43:41.633247] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-03T20:43:41.634154] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-03T20:43:41.634215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:41.634253] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:41.634281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:41.634336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:41.692017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:41.692744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:41.692821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:41.692854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:41.820223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:41.820375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:41.820414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:41.820443] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:41.824254] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=90.84%)
[2025-12-03T20:43:41.824529] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-03T20:43:41.824674] [INFO ] [sig       ] KRC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:41.964709] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KRC.txt
[2025-12-03T20:43:41.964846] [INFO ] [sig       ] [1756/3516] Completed KRC in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:41.964891] [INFO ] [sig       ] [1757/3516] Forecasting KREF...
[2025-12-03T20:43:41.964922] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-03T20:43:41.964952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-03T20:43:41.976920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-03T20:43:41.977261] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-03T20:43:41.978075] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-03T20:43:41.978127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:41.978188] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:41.978215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:41.978272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:42.035158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:42.035909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:42.035987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:42.036021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:42.153198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:42.153353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:42.153393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:42.153421] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:42.156802] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-03T20:43:42.157075] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-03T20:43:42.157201] [INFO ] [sig       ] KREF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:42.299289] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KREF.txt
[2025-12-03T20:43:42.299443] [INFO ] [sig       ] [1757/3516] Completed KREF in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:42.299486] [INFO ] [sig       ] [1758/3516] Forecasting KRG...
[2025-12-03T20:43:42.299516] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-03T20:43:42.299546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-03T20:43:42.311780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-03T20:43:42.312106] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-03T20:43:42.312979] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-03T20:43:42.313030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:42.313063] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:42.313089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:42.313146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:42.371171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:42.371886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:42.371963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:42.371995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:42.497125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:42.497280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:42.497319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:42.497346] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:42.500639] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2025-12-03T20:43:42.500907] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-03T20:43:42.501043] [INFO ] [sig       ] KRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:42.644351] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KRG.txt
[2025-12-03T20:43:42.644492] [INFO ] [sig       ] [1758/3516] Completed KRG in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:42.644533] [INFO ] [sig       ] [1759/3516] Forecasting KRMD...
[2025-12-03T20:43:42.644563] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-03T20:43:42.644612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-03T20:43:42.655824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-03T20:43:42.656160] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-03T20:43:42.657018] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-03T20:43:42.657068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:42.657100] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:42.657126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:42.657182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:42.713742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:42.714471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:42.714550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:42.714602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:42.832556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:42.832746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:42.832789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:42.832819] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:42.836366] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-03T20:43:42.836710] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-03T20:43:42.836840] [INFO ] [sig       ] KRMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:42.978206] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KRMD.txt
[2025-12-03T20:43:42.978353] [INFO ] [sig       ] [1759/3516] Completed KRMD in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:42.978393] [INFO ] [sig       ] [1760/3516] Forecasting KRNY...
[2025-12-03T20:43:42.978424] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-03T20:43:42.978457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-03T20:43:42.989928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-03T20:43:42.990328] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-03T20:43:42.991130] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-03T20:43:42.991181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:42.991212] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:42.991238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:42.991295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:43.051924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:43.052833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:43.052924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:43.052958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:43.170950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:43.171117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:43.171156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:43.171238] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:43.174723] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-12-03T20:43:43.174990] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-03T20:43:43.175109] [INFO ] [sig       ] KRNY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:43.314114] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KRNY.txt
[2025-12-03T20:43:43.314258] [INFO ] [sig       ] [1760/3516] Completed KRNY in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:43.314296] [INFO ] [sig       ] [1761/3516] Forecasting KRO...
[2025-12-03T20:43:43.314324] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-03T20:43:43.314352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-03T20:43:43.325053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-03T20:43:43.325324] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-03T20:43:43.326067] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-03T20:43:43.326115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:43.326146] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:43.326171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:43.326225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:43.380803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:43.381414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:43.381487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:43.381518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:43.495652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:43.495794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:43.495830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:43.495856] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:43.499106] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-03T20:43:43.499360] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-03T20:43:43.499479] [INFO ] [sig       ] KRO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:43.634465] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KRO.txt
[2025-12-03T20:43:43.634605] [INFO ] [sig       ] [1761/3516] Completed KRO in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:43.634644] [INFO ] [sig       ] [1762/3516] Forecasting KROS...
[2025-12-03T20:43:43.634672] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-03T20:43:43.634699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-03T20:43:43.645897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-03T20:43:43.646187] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-03T20:43:43.646941] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-03T20:43:43.646990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:43.647019] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:43.647044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:43.647107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:43.701790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:43.702389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:43.702475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:43.702505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:43.821319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:43.821465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:43.821502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:43.821535] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:43.824774] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-03T20:43:43.825031] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-03T20:43:43.825146] [INFO ] [sig       ] KROS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:43.961176] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KROS.txt
[2025-12-03T20:43:43.961296] [INFO ] [sig       ] [1762/3516] Completed KROS in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:43.961332] [INFO ] [sig       ] [1763/3516] Forecasting KRP...
[2025-12-03T20:43:43.961359] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-03T20:43:43.961388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-03T20:43:43.973026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-03T20:43:43.973333] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-03T20:43:43.974131] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-03T20:43:43.974178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:43.974208] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:43.974233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:43.974287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:44.028656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:44.029251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:44.029326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:44.029357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:44.148636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:44.148777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:44.148812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:44.148839] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:44.152069] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-03T20:43:44.152328] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-03T20:43:44.152445] [INFO ] [sig       ] KRP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:44.287858] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KRP.txt
[2025-12-03T20:43:44.287981] [INFO ] [sig       ] [1763/3516] Completed KRP in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.9m
[2025-12-03T20:43:44.288046] [INFO ] [sig       ] [1764/3516] Forecasting KRRO...
[2025-12-03T20:43:44.288077] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-03T20:43:44.288105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-03T20:43:44.300463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-03T20:43:44.300804] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-03T20:43:44.301552] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-03T20:43:44.301617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:44.301648] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:44.301686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:44.301741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:44.358936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:44.359663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:44.359753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:44.359788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:44.486327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:44.486481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:44.486522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:44.486602] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:44.490608] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-03T20:43:44.491049] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-03T20:43:44.491178] [INFO ] [sig       ] KRRO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:44.635056] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KRRO.txt
[2025-12-03T20:43:44.635193] [INFO ] [sig       ] [1764/3516] Completed KRRO in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.8m
[2025-12-03T20:43:44.635232] [INFO ] [sig       ] [1765/3516] Forecasting KRUS...
[2025-12-03T20:43:44.635260] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-03T20:43:44.635287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-03T20:43:44.646795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-03T20:43:44.647112] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-03T20:43:44.647878] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-03T20:43:44.647928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:44.647960] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:44.648008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:44.648068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:44.705393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:44.706071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:44.706148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:44.706181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:44.824898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:44.825048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:44.825088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:44.825116] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:44.828530] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-03T20:43:44.828821] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-03T20:43:44.828946] [INFO ] [sig       ] KRUS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:44.971228] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KRUS.txt
[2025-12-03T20:43:44.971356] [INFO ] [sig       ] [1765/3516] Completed KRUS in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.8m
[2025-12-03T20:43:44.971404] [INFO ] [sig       ] [1766/3516] Forecasting KRYS...
[2025-12-03T20:43:44.971434] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-03T20:43:44.971462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-03T20:43:44.983725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-03T20:43:44.984101] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-03T20:43:44.984917] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-03T20:43:44.984969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:44.985002] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:44.985027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:44.985081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:45.040822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:45.041691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:45.041781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:45.041814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:45.163478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:45.163656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:45.163695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:45.163722] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:45.167082] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-12-03T20:43:45.167350] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-03T20:43:45.167470] [INFO ] [sig       ] KRYS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:45.311791] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KRYS.txt
[2025-12-03T20:43:45.311958] [INFO ] [sig       ] [1766/3516] Completed KRYS in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.8m
[2025-12-03T20:43:45.311996] [INFO ] [sig       ] [1767/3516] Forecasting KSCP...
[2025-12-03T20:43:45.312024] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-03T20:43:45.312052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-03T20:43:45.324519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-03T20:43:45.324965] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-03T20:43:45.325846] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-03T20:43:45.325897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:45.325930] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:45.325968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:45.326051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:45.383116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:45.383798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:45.383905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:45.383938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:45.506497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:45.506668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:45.506710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:45.506738] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:45.510111] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: UP (p=85.23%)
[2025-12-03T20:43:45.510385] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-03T20:43:45.510512] [INFO ] [sig       ] KSCP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:45.652185] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KSCP.txt
[2025-12-03T20:43:45.652317] [INFO ] [sig       ] [1767/3516] Completed KSCP in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.8m
[2025-12-03T20:43:45.652356] [INFO ] [sig       ] [1768/3516] Forecasting KSPI...
[2025-12-03T20:43:45.652387] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-03T20:43:45.652423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-03T20:43:45.664398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-03T20:43:45.664749] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-03T20:43:45.665539] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-03T20:43:45.665614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:45.665649] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:45.665676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:45.665738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:45.723100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:45.723795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:45.723871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:45.723905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:45.848372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:45.848529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:45.848590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:45.848629] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:45.851980] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-03T20:43:45.852242] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-03T20:43:45.852365] [INFO ] [sig       ] KSPI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:45.994190] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KSPI.txt
[2025-12-03T20:43:45.994319] [INFO ] [sig       ] [1768/3516] Completed KSPI in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.8m
[2025-12-03T20:43:45.994356] [INFO ] [sig       ] [1769/3516] Forecasting KSS...
[2025-12-03T20:43:45.994383] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-03T20:43:45.994411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-03T20:43:46.007486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-03T20:43:46.007848] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-03T20:43:46.008751] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-03T20:43:46.008802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:46.008834] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:46.008860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:46.008915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:46.065799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:46.066469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:46.066549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:46.066599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:46.189759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:46.189912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:46.189950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:46.189979] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:46.193301] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-12-03T20:43:46.193565] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-03T20:43:46.193713] [INFO ] [sig       ] KSS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:46.331665] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KSS.txt
[2025-12-03T20:43:46.331797] [INFO ] [sig       ] [1769/3516] Completed KSS in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.8m
[2025-12-03T20:43:46.331835] [INFO ] [sig       ] [1770/3516] Forecasting KTB...
[2025-12-03T20:43:46.331863] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-03T20:43:46.331891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-03T20:43:46.343495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-03T20:43:46.343809] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-03T20:43:46.344559] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-03T20:43:46.344625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:46.344655] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:46.344679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:46.344733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:46.399724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:46.400602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:46.400689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:46.400720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:46.521879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:46.522025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:46.522061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:46.522089] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:46.525297] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2025-12-03T20:43:46.525550] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-03T20:43:46.525686] [INFO ] [sig       ] KTB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:46.663704] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KTB.txt
[2025-12-03T20:43:46.663851] [INFO ] [sig       ] [1770/3516] Completed KTB in 0.3s | 2.97 sym/s | Total: 9.9m | ETA: 9.8m
[2025-12-03T20:43:46.663890] [INFO ] [sig       ] [1771/3516] Forecasting KTCC...
[2025-12-03T20:43:46.663919] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-03T20:43:46.663947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-03T20:43:46.674286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-03T20:43:46.674636] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-03T20:43:46.675546] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-03T20:43:46.675616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:46.675648] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:46.675674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:46.675728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:46.731329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:46.731982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:46.732057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:46.732087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:46.838622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:46.838770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:46.838807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:46.838851] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:46.842055] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=46.71%)
[2025-12-03T20:43:46.842309] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-03T20:43:46.842425] [INFO ] [sig       ] KTCC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:46.986147] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KTCC.txt
[2025-12-03T20:43:46.986279] [INFO ] [sig       ] [1771/3516] Completed KTCC in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:46.986317] [INFO ] [sig       ] [1772/3516] Forecasting KTF...
[2025-12-03T20:43:46.986344] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-03T20:43:46.986372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-03T20:43:47.000374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-03T20:43:47.000798] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-03T20:43:47.001622] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-03T20:43:47.001672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:47.001704] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:47.001730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:47.001786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:47.065213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:47.066309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:47.066417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:47.066470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:47.188840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:47.188991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:47.189028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:47.189056] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:47.192305] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-03T20:43:47.192564] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-03T20:43:47.192704] [INFO ] [sig       ] KTF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:47.330226] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KTF.txt
[2025-12-03T20:43:47.330375] [INFO ] [sig       ] [1772/3516] Completed KTF in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:47.330413] [INFO ] [sig       ] [1773/3516] Forecasting KTOS...
[2025-12-03T20:43:47.330441] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-03T20:43:47.330469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-03T20:43:47.341810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-03T20:43:47.342153] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-03T20:43:47.342926] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-03T20:43:47.342974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:47.343005] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:47.343030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:47.343083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:47.398089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:47.398876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:47.398952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:47.398983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:47.514342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:47.514495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:47.514532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:47.514559] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:47.517830] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: UP (p=53.27%)
[2025-12-03T20:43:47.518147] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-03T20:43:47.518271] [INFO ] [sig       ] KTOS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:47.654386] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KTOS.txt
[2025-12-03T20:43:47.654533] [INFO ] [sig       ] [1773/3516] Completed KTOS in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:47.654588] [INFO ] [sig       ] [1774/3516] Forecasting KURA...
[2025-12-03T20:43:47.654619] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-03T20:43:47.654647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-03T20:43:47.666080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-03T20:43:47.666354] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-03T20:43:47.667092] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-03T20:43:47.667140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:47.667195] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:47.667222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:47.667278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:47.722166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:47.722994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:47.723075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:47.723106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:47.841793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:47.841940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:47.841976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:47.842003] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:47.845201] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-12-03T20:43:47.845456] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-03T20:43:47.845587] [INFO ] [sig       ] KURA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:47.983094] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KURA.txt
[2025-12-03T20:43:47.983253] [INFO ] [sig       ] [1774/3516] Completed KURA in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:47.983292] [INFO ] [sig       ] [1775/3516] Forecasting KVHI...
[2025-12-03T20:43:47.983320] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-03T20:43:47.983348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-03T20:43:47.993800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-03T20:43:47.994147] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-03T20:43:47.994945] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-03T20:43:47.994996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:47.995029] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:47.995055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:47.995125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:48.052967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:48.053767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:48.053853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:48.053883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:48.167492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:48.167660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:48.167702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:48.167731] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:48.171104] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=39.72%)
[2025-12-03T20:43:48.171399] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-03T20:43:48.171528] [INFO ] [sig       ] KVHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:48.312874] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KVHI.txt
[2025-12-03T20:43:48.313007] [INFO ] [sig       ] [1775/3516] Completed KVHI in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:48.313044] [INFO ] [sig       ] [1776/3516] Forecasting KVUE...
[2025-12-03T20:43:48.313072] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-03T20:43:48.313099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-03T20:43:48.324379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-03T20:43:48.324769] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-03T20:43:48.325549] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-03T20:43:48.325618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:48.325651] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:48.325680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:48.325737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:48.383334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:48.384196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:48.384276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:48.384308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:48.499780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:48.499930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:48.499967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:48.499994] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:48.503274] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-12-03T20:43:48.503539] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-03T20:43:48.503692] [INFO ] [sig       ] KVUE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:48.654294] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KVUE.txt
[2025-12-03T20:43:48.654492] [INFO ] [sig       ] [1776/3516] Completed KVUE in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:48.654556] [INFO ] [sig       ] [1777/3516] Forecasting KVYO...
[2025-12-03T20:43:48.654626] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-03T20:43:48.654674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-03T20:43:48.666931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-03T20:43:48.667307] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-03T20:43:48.668318] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-03T20:43:48.668381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:48.668414] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:48.668440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:48.668496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:48.727898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:48.728815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:48.728915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:48.728946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:48.855053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:48.855202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:48.855238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:48.855300] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:48.859141] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-03T20:43:48.859401] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-03T20:43:48.859521] [INFO ] [sig       ] KVYO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:49.005440] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KVYO.txt
[2025-12-03T20:43:49.005612] [INFO ] [sig       ] [1777/3516] Completed KVYO in 0.4s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:49.005653] [INFO ] [sig       ] [1778/3516] Forecasting KYN...
[2025-12-03T20:43:49.005684] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-03T20:43:49.005714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-03T20:43:49.018326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-03T20:43:49.018704] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-03T20:43:49.019470] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-03T20:43:49.019519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:49.019548] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:49.019591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:49.019657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:49.078548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:49.079383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:49.079462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:49.079495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:49.199657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:49.199787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:49.199825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:49.199854] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:49.203435] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-03T20:43:49.203725] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-03T20:43:49.203848] [INFO ] [sig       ] KYN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:49.344590] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KYN.txt
[2025-12-03T20:43:49.344710] [INFO ] [sig       ] [1778/3516] Completed KYN in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:49.344746] [INFO ] [sig       ] [1779/3516] Forecasting KYTX...
[2025-12-03T20:43:49.344774] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-03T20:43:49.344802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-03T20:43:49.357688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-03T20:43:49.358059] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-03T20:43:49.358847] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-03T20:43:49.358897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:49.358928] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:49.358954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:49.359011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:49.416203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:49.416824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:49.416899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:49.416930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:49.537149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:49.537302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:49.537338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:49.537368] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:49.540665] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=51.34%)
[2025-12-03T20:43:49.540957] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-03T20:43:49.541082] [INFO ] [sig       ] KYTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:49.682194] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/KYTX.txt
[2025-12-03T20:43:49.682311] [INFO ] [sig       ] [1779/3516] Completed KYTX in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:49.682348] [INFO ] [sig       ] [1780/3516] Forecasting KZIA...
[2025-12-03T20:43:49.682375] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-03T20:43:49.682403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-03T20:43:49.693106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-03T20:43:49.693387] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-03T20:43:49.694189] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-03T20:43:49.694239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:49.694270] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:49.694296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:49.694352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:49.753138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:49.753851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:49.753934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:49.753966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:49.877059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:49.877194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:49.877231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:49.877258] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:49.880480] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-03T20:43:49.880754] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-03T20:43:49.880889] [INFO ] [sig       ] KZIA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:50.030057] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/KZIA.txt
[2025-12-03T20:43:50.030182] [INFO ] [sig       ] [1780/3516] Completed KZIA in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:50.030219] [INFO ] [sig       ] [1781/3516] Forecasting L...
[2025-12-03T20:43:50.030247] [INFO ] [sig       ] Generating forecast for: L
[2025-12-03T20:43:50.030276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-03T20:43:50.040955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-03T20:43:50.041230] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-03T20:43:50.041991] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-03T20:43:50.042040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:50.042070] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:50.042096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:50.042151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:50.096962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:50.097538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:50.097628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:50.097660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:50.214926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:50.215059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:50.215096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:50.215123] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:50.218306] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-03T20:43:50.218562] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-03T20:43:50.218696] [INFO ] [sig       ] L: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:50.354738] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/L.txt
[2025-12-03T20:43:50.354850] [INFO ] [sig       ] [1781/3516] Completed L in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.8m
[2025-12-03T20:43:50.354887] [INFO ] [sig       ] [1782/3516] Forecasting LAB...
[2025-12-03T20:43:50.354915] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-03T20:43:50.354942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-03T20:43:50.366337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-03T20:43:50.366634] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-03T20:43:50.367355] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-03T20:43:50.367403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:50.367433] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:50.367459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:50.367514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:50.424666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:50.425295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:50.425370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:50.425403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:50.545985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:50.546151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:50.546187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:50.546214] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:50.549533] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-03T20:43:50.549820] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-03T20:43:50.549938] [INFO ] [sig       ] LAB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:50.686719] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LAB.txt
[2025-12-03T20:43:50.686842] [INFO ] [sig       ] [1782/3516] Completed LAB in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.7m
[2025-12-03T20:43:50.686879] [INFO ] [sig       ] [1783/3516] Forecasting LAC...
[2025-12-03T20:43:50.686907] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-03T20:43:50.686934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-03T20:43:50.698042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-03T20:43:50.698350] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-03T20:43:50.699108] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-03T20:43:50.699157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:50.699187] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:50.699212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:50.699266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:50.754373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:50.754992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:50.755077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:50.755108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:50.876406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:50.876544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:50.876601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:50.876632] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:50.879893] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-03T20:43:50.880156] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-03T20:43:50.880275] [INFO ] [sig       ] LAC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:51.016045] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LAC.txt
[2025-12-03T20:43:51.016179] [INFO ] [sig       ] [1783/3516] Completed LAC in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.7m
[2025-12-03T20:43:51.016215] [INFO ] [sig       ] [1784/3516] Forecasting LAD...
[2025-12-03T20:43:51.016244] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-03T20:43:51.016272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-03T20:43:51.027482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-03T20:43:51.027798] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-03T20:43:51.028563] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-03T20:43:51.028635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:51.028666] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:51.028690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:51.028744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:51.083819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:51.084667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:51.084754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:51.084819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:51.198358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:51.198492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:51.198543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:51.198589] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:51.201750] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=73.91%)
[2025-12-03T20:43:51.202006] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-03T20:43:51.202124] [INFO ] [sig       ] LAD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:51.337218] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LAD.txt
[2025-12-03T20:43:51.337334] [INFO ] [sig       ] [1784/3516] Completed LAD in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.7m
[2025-12-03T20:43:51.337370] [INFO ] [sig       ] [1785/3516] Forecasting LAES...
[2025-12-03T20:43:51.337398] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-03T20:43:51.337426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-03T20:43:51.348877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-03T20:43:51.349152] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-03T20:43:51.349897] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-03T20:43:51.349945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:51.349975] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:51.350001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:51.350055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:51.405528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:51.406161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:51.406233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:51.406264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:51.517412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:51.517559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:51.517614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:51.517641] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:51.521012] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-03T20:43:51.521277] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-03T20:43:51.521397] [INFO ] [sig       ] LAES: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:51.658342] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LAES.txt
[2025-12-03T20:43:51.658502] [INFO ] [sig       ] [1785/3516] Completed LAES in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.7m
[2025-12-03T20:43:51.658541] [INFO ] [sig       ] [1786/3516] Forecasting LAKE...
[2025-12-03T20:43:51.658588] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-03T20:43:51.658620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-03T20:43:51.671433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-03T20:43:51.671862] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-03T20:43:51.672746] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-03T20:43:51.672800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:51.672833] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:51.672862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:51.672929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:51.729763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:51.730672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:51.730750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:51.730782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:51.847476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:51.847648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:51.847686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:51.847712] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:51.850996] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2025-12-03T20:43:51.851275] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-03T20:43:51.851398] [INFO ] [sig       ] LAKE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:51.990596] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LAKE.txt
[2025-12-03T20:43:51.990763] [INFO ] [sig       ] [1786/3516] Completed LAKE in 0.3s | 2.97 sym/s | Total: 10.0m | ETA: 9.7m
[2025-12-03T20:43:51.990801] [INFO ] [sig       ] [1787/3516] Forecasting LAND...
[2025-12-03T20:43:51.990829] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-03T20:43:51.990857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-03T20:43:52.002313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-03T20:43:52.002719] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-03T20:43:52.003502] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-03T20:43:52.003551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:52.003601] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:52.003629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:52.003684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:52.060204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:52.061091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:52.061171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:52.061203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:52.194787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:52.194974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:52.195033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:52.195078] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:52.200343] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-03T20:43:52.200799] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-03T20:43:52.200972] [INFO ] [sig       ] LAND: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:52.348383] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LAND.txt
[2025-12-03T20:43:52.348612] [INFO ] [sig       ] [1787/3516] Completed LAND in 0.4s | 2.97 sym/s | Total: 10.0m | ETA: 9.7m
[2025-12-03T20:43:52.348678] [INFO ] [sig       ] [1788/3516] Forecasting LANDO...
[2025-12-03T20:43:52.348716] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-03T20:43:52.348756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-03T20:43:52.360954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-03T20:43:52.361284] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-03T20:43:52.362131] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-03T20:43:52.362182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:52.362226] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:52.362253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:52.362307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:52.426551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:52.427471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:52.427560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:52.427616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:52.537041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:52.537207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:52.537247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:52.537274] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:52.540866] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-03T20:43:52.541197] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-03T20:43:52.541340] [INFO ] [sig       ] LANDO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:52.729686] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LANDO.txt
[2025-12-03T20:43:52.729906] [INFO ] [sig       ] [1788/3516] Completed LANDO in 0.4s | 2.97 sym/s | Total: 10.0m | ETA: 9.7m
[2025-12-03T20:43:52.729971] [INFO ] [sig       ] [1789/3516] Forecasting LANDP...
[2025-12-03T20:43:52.730020] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-03T20:43:52.730070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-03T20:43:52.746201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-03T20:43:52.746684] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-03T20:43:52.747813] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-03T20:43:52.747878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:52.747928] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:52.747972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:52.748137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:52.829427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:52.830637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:52.830748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:52.830801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:52.954221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:52.954376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:52.954435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:52.954479] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:52.959155] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-03T20:43:52.959621] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-03T20:43:52.959805] [INFO ] [sig       ] LANDP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:53.108664] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LANDP.txt
[2025-12-03T20:43:53.108828] [INFO ] [sig       ] [1789/3516] Completed LANDP in 0.4s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:53.108866] [INFO ] [sig       ] [1790/3516] Forecasting LASE...
[2025-12-03T20:43:53.108895] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-03T20:43:53.108922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-03T20:43:53.120674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-03T20:43:53.121061] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-03T20:43:53.121866] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-03T20:43:53.121916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:53.121947] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:53.121973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:53.122027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:53.181622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:53.182455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:53.182537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:53.182570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:53.298700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:53.298858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:53.298896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:53.298924] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:53.302736] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-03T20:43:53.303021] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-03T20:43:53.303339] [INFO ] [sig       ] LASE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:53.467335] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LASE.txt
[2025-12-03T20:43:53.467488] [INFO ] [sig       ] [1790/3516] Completed LASE in 0.4s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:53.467527] [INFO ] [sig       ] [1791/3516] Forecasting LAZ...
[2025-12-03T20:43:53.467555] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-03T20:43:53.467601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-03T20:43:53.482023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-03T20:43:53.482396] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-03T20:43:53.483208] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-03T20:43:53.483258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:53.483317] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:53.483344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:53.483399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:53.540185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:53.541042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:53.541123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:53.541155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:53.664710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:53.664864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:53.664904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:53.664933] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:53.668400] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-03T20:43:53.668694] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-03T20:43:53.668821] [INFO ] [sig       ] LAZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:53.812740] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LAZ.txt
[2025-12-03T20:43:53.812867] [INFO ] [sig       ] [1791/3516] Completed LAZ in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:53.812914] [INFO ] [sig       ] [1792/3516] Forecasting LBRDA...
[2025-12-03T20:43:53.812943] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-03T20:43:53.812972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-03T20:43:53.824404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-03T20:43:53.824739] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-03T20:43:53.825498] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-03T20:43:53.825548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:53.825600] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:53.825628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:53.825682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:53.882487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:53.883167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:53.883242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:53.883274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:54.010326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:54.010499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:54.010546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:54.010590] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:54.014078] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=57.46%)
[2025-12-03T20:43:54.014365] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-03T20:43:54.014494] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:54.161220] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LBRDA.txt
[2025-12-03T20:43:54.161395] [INFO ] [sig       ] [1792/3516] Completed LBRDA in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:54.161434] [INFO ] [sig       ] [1793/3516] Forecasting LBRDK...
[2025-12-03T20:43:54.161462] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-03T20:43:54.161490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-03T20:43:54.173596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-03T20:43:54.173984] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-03T20:43:54.174761] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-03T20:43:54.174810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:54.174841] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:54.174866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:54.175097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:54.232137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:54.232929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:54.233005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:54.233036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:54.354821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:54.354971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:54.355008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:54.355034] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:54.358589] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-03T20:43:54.358871] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-03T20:43:54.359200] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:54.499378] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LBRDK.txt
[2025-12-03T20:43:54.499531] [INFO ] [sig       ] [1793/3516] Completed LBRDK in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:54.499589] [INFO ] [sig       ] [1794/3516] Forecasting LBTYA...
[2025-12-03T20:43:54.499620] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-03T20:43:54.499651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-03T20:43:54.511246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-03T20:43:54.511567] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-03T20:43:54.512337] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-03T20:43:54.512386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:54.512422] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:54.512450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:54.512519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:54.568522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:54.569402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:54.569482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:54.569513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:54.692456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:54.692625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:54.692665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:54.692726] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:54.695986] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-03T20:43:54.696251] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-03T20:43:54.696371] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:54.833386] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LBTYA.txt
[2025-12-03T20:43:54.833511] [INFO ] [sig       ] [1794/3516] Completed LBTYA in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:54.833547] [INFO ] [sig       ] [1795/3516] Forecasting LBTYK...
[2025-12-03T20:43:54.833594] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-03T20:43:54.833625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-03T20:43:54.845167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-03T20:43:54.845553] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-03T20:43:54.846346] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-03T20:43:54.846394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:54.846424] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:54.846448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:54.846502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:54.901903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:54.902630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:54.902704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:54.902735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:55.023012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:55.023155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:55.023210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:55.023240] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:55.026482] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-03T20:43:55.026765] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-03T20:43:55.026881] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:55.165016] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LBTYK.txt
[2025-12-03T20:43:55.165145] [INFO ] [sig       ] [1795/3516] Completed LBTYK in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:55.165181] [INFO ] [sig       ] [1796/3516] Forecasting LC...
[2025-12-03T20:43:55.165209] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-03T20:43:55.165237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-03T20:43:55.176959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-03T20:43:55.177320] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-03T20:43:55.178152] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-03T20:43:55.178201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:55.178231] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:55.178256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:55.178311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:55.234244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:55.235095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:55.235173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:55.235204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:55.353584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:55.353725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:55.353761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:55.353789] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:55.357019] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-03T20:43:55.357277] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-03T20:43:55.357396] [INFO ] [sig       ] LC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:55.494794] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LC.txt
[2025-12-03T20:43:55.494924] [INFO ] [sig       ] [1796/3516] Completed LC in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:55.494960] [INFO ] [sig       ] [1797/3516] Forecasting LCFY...
[2025-12-03T20:43:55.494988] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-03T20:43:55.495016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-03T20:43:55.505625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-03T20:43:55.505880] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-03T20:43:55.506617] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-03T20:43:55.506665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:55.506695] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:55.506720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:55.506773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:55.562966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:55.563550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:55.563640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:55.563672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:55.671988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:55.672129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:55.672167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:55.672193] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:55.675420] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-03T20:43:55.675696] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-03T20:43:55.675813] [INFO ] [sig       ] LCFY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:55.813178] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LCFY.txt
[2025-12-03T20:43:55.813286] [INFO ] [sig       ] [1797/3516] Completed LCFY in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:55.813323] [INFO ] [sig       ] [1798/3516] Forecasting LCID...
[2025-12-03T20:43:55.813350] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-03T20:43:55.813378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-03T20:43:55.825841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-03T20:43:55.826224] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-03T20:43:55.827071] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-03T20:43:55.827126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:55.827156] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:55.827183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:55.827240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:55.884771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:55.885671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:55.885754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:55.885786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:56.010843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:56.010969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:56.011008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:56.011036] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:56.014440] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=58.56%)
[2025-12-03T20:43:56.014757] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-03T20:43:56.014891] [INFO ] [sig       ] LCID: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:56.153586] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LCID.txt
[2025-12-03T20:43:56.153714] [INFO ] [sig       ] [1798/3516] Completed LCID in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:56.153752] [INFO ] [sig       ] [1799/3516] Forecasting LCII...
[2025-12-03T20:43:56.153780] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-03T20:43:56.153809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-03T20:43:56.164908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-03T20:43:56.165215] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-03T20:43:56.165989] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-03T20:43:56.166039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:56.166081] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:56.166110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:56.166165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:56.222922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:56.223493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:56.223568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:56.223618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:56.338837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:56.338947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:56.338989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:56.339021] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:56.342293] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-12-03T20:43:56.342544] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-03T20:43:56.342679] [INFO ] [sig       ] LCII: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:56.484365] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LCII.txt
[2025-12-03T20:43:56.484488] [INFO ] [sig       ] [1799/3516] Completed LCII in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 9.7m
[2025-12-03T20:43:56.484530] [INFO ] [sig       ] [1800/3516] Forecasting LCNB...
[2025-12-03T20:43:56.484559] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-03T20:43:56.484603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-03T20:43:56.496354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-03T20:43:56.496681] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-03T20:43:56.497615] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-03T20:43:56.497665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:56.497696] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:56.497722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:56.497776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:56.552479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:56.553089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:56.553164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:56.553195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:56.660389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:56.660538] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:43:56.660592] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:56.660622] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:56.663907] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=15.25%)
[2025-12-03T20:43:56.664171] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-03T20:43:56.664292] [INFO ] [sig       ] LCNB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:56.801687] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LCNB.txt
[2025-12-03T20:43:56.801817] [INFO ] [sig       ] [1800/3516] Completed LCNB in 0.3s | 2.97 sym/s | Total: 10.1m | ETA: 9.6m
[2025-12-03T20:43:56.801861] [INFO ] [sig       ] [1801/3516] Forecasting LDI...
[2025-12-03T20:43:56.801896] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-03T20:43:56.801930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-03T20:43:56.813790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-03T20:43:56.814138] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-03T20:43:56.814907] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-03T20:43:56.814956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:56.814986] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:56.815011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:56.815065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:56.869254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:56.869864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:56.869980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:56.870016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:56.986409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:56.986557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:56.986612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:56.986640] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:56.989880] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=56.57%)
[2025-12-03T20:43:56.990140] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-03T20:43:56.990261] [INFO ] [sig       ] LDI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:57.126739] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LDI.txt
[2025-12-03T20:43:57.126856] [INFO ] [sig       ] [1801/3516] Completed LDI in 0.3s | 2.97 sym/s | Total: 10.1m | ETA: 9.6m
[2025-12-03T20:43:57.126892] [INFO ] [sig       ] [1802/3516] Forecasting LDOS...
[2025-12-03T20:43:57.126920] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-03T20:43:57.126947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-03T20:43:57.138187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-03T20:43:57.138489] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-03T20:43:57.139244] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-03T20:43:57.139292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:57.139323] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:57.139349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:57.139403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:57.194293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:57.194883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:57.194956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:57.194986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:57.309333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:57.309423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:57.309460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:57.309487] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:57.312473] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=37.42%)
[2025-12-03T20:43:57.312741] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-03T20:43:57.312857] [INFO ] [sig       ] LDOS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:57.449309] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LDOS.txt
[2025-12-03T20:43:57.449409] [INFO ] [sig       ] [1802/3516] Completed LDOS in 0.3s | 2.97 sym/s | Total: 10.1m | ETA: 9.6m
[2025-12-03T20:43:57.449445] [INFO ] [sig       ] [1803/3516] Forecasting LDP...
[2025-12-03T20:43:57.449480] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-03T20:43:57.449509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-03T20:43:57.460651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-03T20:43:57.460931] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-03T20:43:57.461683] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-03T20:43:57.461731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:57.461760] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:57.461786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:57.461839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:57.517250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:57.517842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:57.517915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:57.517945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:57.635538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:57.635656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:57.635690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:57.635717] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:57.638791] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=8.63%)
[2025-12-03T20:43:57.639047] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-03T20:43:57.639165] [INFO ] [sig       ] LDP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:57.776043] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LDP.txt
[2025-12-03T20:43:57.776143] [INFO ] [sig       ] [1803/3516] Completed LDP in 0.3s | 2.97 sym/s | Total: 10.1m | ETA: 9.6m
[2025-12-03T20:43:57.776179] [INFO ] [sig       ] [1804/3516] Forecasting LDSF...
[2025-12-03T20:43:57.776206] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-03T20:43:57.776233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-03T20:43:57.786739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-03T20:43:57.786994] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-03T20:43:57.787736] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-03T20:43:57.787783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:57.787813] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:57.787838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:57.787891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:57.842025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:57.842600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:57.842673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:57.842709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:57.948014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:57.948117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:57.948150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:57.948181] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:57.951218] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=14.70%)
[2025-12-03T20:43:57.951466] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-03T20:43:57.951600] [INFO ] [sig       ] LDSF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:58.086518] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LDSF.txt
[2025-12-03T20:43:58.086659] [INFO ] [sig       ] [1804/3516] Completed LDSF in 0.3s | 2.97 sym/s | Total: 10.1m | ETA: 9.6m
[2025-12-03T20:43:58.086697] [INFO ] [sig       ] [1805/3516] Forecasting LE...
[2025-12-03T20:43:58.086725] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-03T20:43:58.086753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-03T20:43:58.097835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-03T20:43:58.098175] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-03T20:43:58.098934] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-03T20:43:58.098984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:58.099014] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:58.099040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:58.099094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:58.154149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:58.154741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:58.154811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:58.154841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:58.275251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:58.275355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:58.275389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:58.275415] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:58.278436] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=31.50%)
[2025-12-03T20:43:58.278705] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-03T20:43:58.278823] [INFO ] [sig       ] LE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:58.414283] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LE.txt
[2025-12-03T20:43:58.414383] [INFO ] [sig       ] [1805/3516] Completed LE in 0.3s | 2.97 sym/s | Total: 10.1m | ETA: 9.6m
[2025-12-03T20:43:58.414418] [INFO ] [sig       ] [1806/3516] Forecasting LEA...
[2025-12-03T20:43:58.414446] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-03T20:43:58.414474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-03T20:43:58.425531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-03T20:43:58.425823] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-03T20:43:58.426550] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-03T20:43:58.426615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:58.426649] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:58.426674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:58.426728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:58.481421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:58.481997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:58.482068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:58.482098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:58.597435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:58.597554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:58.597605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:58.597648] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:58.600798] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=90.18%)
[2025-12-03T20:43:58.601054] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-03T20:43:58.601166] [INFO ] [sig       ] LEA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:58.742180] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LEA.txt
[2025-12-03T20:43:58.742304] [INFO ] [sig       ] [1806/3516] Completed LEA in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:43:58.742340] [INFO ] [sig       ] [1807/3516] Forecasting LECO...
[2025-12-03T20:43:58.742369] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-03T20:43:58.742397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-03T20:43:58.753702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-03T20:43:58.753982] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-03T20:43:58.754731] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-03T20:43:58.754779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:58.754810] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:58.754836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:58.754891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:58.810551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:58.811134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:58.811204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:58.811234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:58.927918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:58.928055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:58.928092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:58.928120] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:58.931333] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-03T20:43:58.931605] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-03T20:43:58.931725] [INFO ] [sig       ] LECO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:59.070061] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LECO.txt
[2025-12-03T20:43:59.070176] [INFO ] [sig       ] [1807/3516] Completed LECO in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:43:59.070213] [INFO ] [sig       ] [1808/3516] Forecasting LEG...
[2025-12-03T20:43:59.070241] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-03T20:43:59.070269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-03T20:43:59.080901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-03T20:43:59.081187] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-03T20:43:59.081993] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-03T20:43:59.082042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:59.082101] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:59.082135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:59.082209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:59.138997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:59.139614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:59.139685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:59.139727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:59.257370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:59.257480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:59.257515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:59.257542] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:59.260695] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-03T20:43:59.260950] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-03T20:43:59.261067] [INFO ] [sig       ] LEG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:43:59.398205] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LEG.txt
[2025-12-03T20:43:59.398369] [INFO ] [sig       ] [1808/3516] Completed LEG in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:43:59.398410] [INFO ] [sig       ] [1809/3516] Forecasting LEGH...
[2025-12-03T20:43:59.398453] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-03T20:43:59.398497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-03T20:43:59.410673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-03T20:43:59.411031] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-03T20:43:59.411801] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-03T20:43:59.411850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:59.411880] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:59.411906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:59.411960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:59.469509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:59.470364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:59.470443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:59.470473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:59.588096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:59.588248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:59.588285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:59.588313] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:59.591592] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=82.05%)
[2025-12-03T20:43:59.591861] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-03T20:43:59.591983] [INFO ] [sig       ] LEGH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:43:59.732695] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LEGH.txt
[2025-12-03T20:43:59.732861] [INFO ] [sig       ] [1809/3516] Completed LEGH in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:43:59.732905] [INFO ] [sig       ] [1810/3516] Forecasting LEGN...
[2025-12-03T20:43:59.732936] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-03T20:43:59.732969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-03T20:43:59.745464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-03T20:43:59.745843] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-03T20:43:59.746654] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-03T20:43:59.746708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:43:59.746740] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:43:59.746777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:43:59.746833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:43:59.807338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:43:59.808186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:43:59.808265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:43:59.808298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:43:59.929166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:43:59.929317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:43:59.929354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:43:59.929381] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:43:59.932655] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-03T20:43:59.932911] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-03T20:43:59.933029] [INFO ] [sig       ] LEGN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:00.068747] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LEGN.txt
[2025-12-03T20:44:00.068880] [INFO ] [sig       ] [1810/3516] Completed LEGN in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:44:00.068918] [INFO ] [sig       ] [1811/3516] Forecasting LEN...
[2025-12-03T20:44:00.068948] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-03T20:44:00.068977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-03T20:44:00.081098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-03T20:44:00.081459] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-03T20:44:00.082251] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-03T20:44:00.082303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:00.082335] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:00.082362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:00.082417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:00.138740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:00.139665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:00.139749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:00.139780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:00.258642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:00.258803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:00.258840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:00.258902] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:00.262209] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2025-12-03T20:44:00.262470] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-03T20:44:00.262611] [INFO ] [sig       ] LEN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:00.403276] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LEN.txt
[2025-12-03T20:44:00.403424] [INFO ] [sig       ] [1811/3516] Completed LEN in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:44:00.403462] [INFO ] [sig       ] [1812/3516] Forecasting LENZ...
[2025-12-03T20:44:00.403491] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-03T20:44:00.403523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-03T20:44:00.415431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-03T20:44:00.415869] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-03T20:44:00.416727] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-03T20:44:00.416778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:00.416808] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:00.416833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:00.416887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:00.472245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:00.472955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:00.473029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:00.473060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:00.593734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:00.593887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:00.593927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:00.593954] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:00.597288] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-03T20:44:00.597557] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-03T20:44:00.597697] [INFO ] [sig       ] LENZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:00.735960] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LENZ.txt
[2025-12-03T20:44:00.736098] [INFO ] [sig       ] [1812/3516] Completed LENZ in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:44:00.736135] [INFO ] [sig       ] [1813/3516] Forecasting LEO...
[2025-12-03T20:44:00.736163] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-03T20:44:00.736191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-03T20:44:00.747958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-03T20:44:00.748387] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-03T20:44:00.749299] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-03T20:44:00.749353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:00.749394] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:00.749433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:00.749491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:00.815499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:00.816353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:00.816434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:00.816475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:00.945953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:00.946110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:00.946156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:00.946186] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:00.949938] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-12-03T20:44:00.950261] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-03T20:44:00.950388] [INFO ] [sig       ] LEO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:01.101921] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LEO.txt
[2025-12-03T20:44:01.102064] [INFO ] [sig       ] [1813/3516] Completed LEO in 0.4s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:44:01.102100] [INFO ] [sig       ] [1814/3516] Forecasting LESL...
[2025-12-03T20:44:01.102128] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-03T20:44:01.102164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-03T20:44:01.113106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-03T20:44:01.113411] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-03T20:44:01.114163] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-03T20:44:01.114211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:01.114241] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:01.114266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:01.114321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:01.168942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:01.169748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:01.169826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:01.169857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:01.289468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:01.289650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:01.289693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:01.289722] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:01.293356] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=5.79%)
[2025-12-03T20:44:01.293669] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-03T20:44:01.293812] [INFO ] [sig       ] LESL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:01.448634] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LESL.txt
[2025-12-03T20:44:01.448791] [INFO ] [sig       ] [1814/3516] Completed LESL in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:44:01.448843] [INFO ] [sig       ] [1815/3516] Forecasting LEVI...
[2025-12-03T20:44:01.448880] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-03T20:44:01.448911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-03T20:44:01.461625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-03T20:44:01.461990] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-03T20:44:01.462864] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-03T20:44:01.462915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:01.462946] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:01.462977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:01.463049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:01.526327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:01.527130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:01.527208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:01.527239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:01.649386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:01.649540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:01.649614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:01.649659] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:01.653025] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2025-12-03T20:44:01.653293] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-03T20:44:01.653413] [INFO ] [sig       ] LEVI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:01.791765] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LEVI.txt
[2025-12-03T20:44:01.792648] [INFO ] [sig       ] [1815/3516] Completed LEVI in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:44:01.792693] [INFO ] [sig       ] [1816/3516] Forecasting LFMD...
[2025-12-03T20:44:01.792721] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-03T20:44:01.792748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-03T20:44:01.804226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-03T20:44:01.804527] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-03T20:44:01.805504] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-03T20:44:01.805552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:01.805601] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:01.805628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:01.805682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:01.862050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:01.862771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:01.862844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:01.862875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:01.990349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:01.990499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:01.990536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:01.990564] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:01.993861] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-03T20:44:01.994124] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-03T20:44:01.994244] [INFO ] [sig       ] LFMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:02.138755] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LFMD.txt
[2025-12-03T20:44:02.138927] [INFO ] [sig       ] [1816/3516] Completed LFMD in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.6m
[2025-12-03T20:44:02.138977] [INFO ] [sig       ] [1817/3516] Forecasting LFUS...
[2025-12-03T20:44:02.139011] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-03T20:44:02.139042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-03T20:44:02.151472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-03T20:44:02.151833] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-03T20:44:02.152702] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-03T20:44:02.152755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:02.152787] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:02.152815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:02.152892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:02.215402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:02.216274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:02.216355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:02.216388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:02.334517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:02.334679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:02.334717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:02.334744] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:02.337968] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2025-12-03T20:44:02.338240] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-03T20:44:02.338354] [INFO ] [sig       ] LFUS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:02.478039] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LFUS.txt
[2025-12-03T20:44:02.478193] [INFO ] [sig       ] [1817/3516] Completed LFUS in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.5m
[2025-12-03T20:44:02.478229] [INFO ] [sig       ] [1818/3516] Forecasting LFVN...
[2025-12-03T20:44:02.478257] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-03T20:44:02.478285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-03T20:44:02.490971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-03T20:44:02.491388] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-03T20:44:02.492298] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-03T20:44:02.492361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:02.492393] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:02.492421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:02.492477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:02.549285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:02.550183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:02.550327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:02.550372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:02.668857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:02.669022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:02.669062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:02.669091] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:02.672518] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-12-03T20:44:02.672832] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-03T20:44:02.672957] [INFO ] [sig       ] LFVN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:02.809727] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LFVN.txt
[2025-12-03T20:44:02.809858] [INFO ] [sig       ] [1818/3516] Completed LFVN in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.5m
[2025-12-03T20:44:02.809894] [INFO ] [sig       ] [1819/3516] Forecasting LGCL...
[2025-12-03T20:44:02.809923] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-03T20:44:02.809952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-03T20:44:02.820788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-03T20:44:02.821070] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-03T20:44:02.821893] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-03T20:44:02.821943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:02.821975] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:02.822000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:02.822056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:02.876249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:02.876987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:02.877066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:02.877097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:02.989116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:02.989276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:02.989313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:02.989339] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:02.992903] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=66.70%)
[2025-12-03T20:44:02.993291] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-03T20:44:02.993438] [INFO ] [sig       ] LGCL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:03.131640] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LGCL.txt
[2025-12-03T20:44:03.131789] [INFO ] [sig       ] [1819/3516] Completed LGCL in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.5m
[2025-12-03T20:44:03.131825] [INFO ] [sig       ] [1820/3516] Forecasting LGI...
[2025-12-03T20:44:03.131853] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-03T20:44:03.131881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-03T20:44:03.143684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-03T20:44:03.144089] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-03T20:44:03.144900] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-03T20:44:03.144952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:03.144982] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:03.145008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:03.145063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:03.212200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:03.213159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:03.213246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:03.213280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:03.338329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:03.338491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:03.338531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:03.338560] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:03.342234] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-03T20:44:03.342510] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-03T20:44:03.342653] [INFO ] [sig       ] LGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:03.487170] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LGI.txt
[2025-12-03T20:44:03.487304] [INFO ] [sig       ] [1820/3516] Completed LGI in 0.4s | 2.97 sym/s | Total: 10.2m | ETA: 9.5m
[2025-12-03T20:44:03.487341] [INFO ] [sig       ] [1821/3516] Forecasting LGIH...
[2025-12-03T20:44:03.487370] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-03T20:44:03.487399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-03T20:44:03.499319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-03T20:44:03.499626] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-03T20:44:03.500504] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-03T20:44:03.500555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:03.500615] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:03.500652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:03.500710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:03.559913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:03.560643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:03.560720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:03.560753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:03.680063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:03.680219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:03.680258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:03.680286] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:03.683692] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=65.41%)
[2025-12-03T20:44:03.683964] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-03T20:44:03.684087] [INFO ] [sig       ] LGIH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:03.825616] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LGIH.txt
[2025-12-03T20:44:03.825804] [INFO ] [sig       ] [1821/3516] Completed LGIH in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.5m
[2025-12-03T20:44:03.825855] [INFO ] [sig       ] [1822/3516] Forecasting LGND...
[2025-12-03T20:44:03.825887] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-03T20:44:03.825916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-03T20:44:03.837653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-03T20:44:03.837956] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-03T20:44:03.838774] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-03T20:44:03.838825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:03.838857] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:03.838887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:03.838961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:03.898020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:03.898771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:03.898850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:03.898883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:04.022768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:04.022933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:04.022973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:04.023002] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:04.026956] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=65.83%)
[2025-12-03T20:44:04.027254] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-03T20:44:04.027383] [INFO ] [sig       ] LGND: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:04.167754] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LGND.txt
[2025-12-03T20:44:04.167891] [INFO ] [sig       ] [1822/3516] Completed LGND in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.5m
[2025-12-03T20:44:04.167928] [INFO ] [sig       ] [1823/3516] Forecasting LH...
[2025-12-03T20:44:04.167956] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-03T20:44:04.167984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-03T20:44:04.180646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-03T20:44:04.180950] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-03T20:44:04.181750] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-03T20:44:04.181821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:04.181856] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:04.181883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:04.181939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:04.240627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:04.241410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:04.241493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:04.241527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:04.364865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:04.365014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:04.365054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:04.365082] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:04.368548] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=39.30%)
[2025-12-03T20:44:04.368847] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-03T20:44:04.368973] [INFO ] [sig       ] LH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:04.509256] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LH.txt
[2025-12-03T20:44:04.509390] [INFO ] [sig       ] [1823/3516] Completed LH in 0.3s | 2.97 sym/s | Total: 10.2m | ETA: 9.5m
[2025-12-03T20:44:04.509429] [INFO ] [sig       ] [1824/3516] Forecasting LHX...
[2025-12-03T20:44:04.509470] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-03T20:44:04.509504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-03T20:44:04.521709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-03T20:44:04.522099] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-03T20:44:04.522882] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-03T20:44:04.522931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:04.522961] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:04.522986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:04.523039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:04.577569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:04.578475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:04.578558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:04.578609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:04.697113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:04.697274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:04.697311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:04.697338] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:04.700634] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-03T20:44:04.700897] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-03T20:44:04.701016] [INFO ] [sig       ] LHX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:04.838837] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LHX.txt
[2025-12-03T20:44:04.838990] [INFO ] [sig       ] [1824/3516] Completed LHX in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:04.839033] [INFO ] [sig       ] [1825/3516] Forecasting LI...
[2025-12-03T20:44:04.839067] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-03T20:44:04.839104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-03T20:44:04.850923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-03T20:44:04.851287] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-03T20:44:04.852044] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-03T20:44:04.852092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:04.852149] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:04.852176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:04.852231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:04.907767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:04.908556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:04.908654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:04.908686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:05.029932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:05.030090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:05.030127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:05.030155] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:05.033444] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: UP (p=69.45%)
[2025-12-03T20:44:05.033735] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-03T20:44:05.033862] [INFO ] [sig       ] LI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:05.180363] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LI.txt
[2025-12-03T20:44:05.180511] [INFO ] [sig       ] [1825/3516] Completed LI in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:05.180548] [INFO ] [sig       ] [1826/3516] Forecasting LICN...
[2025-12-03T20:44:05.180596] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-03T20:44:05.180627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-03T20:44:05.191502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-03T20:44:05.191816] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-03T20:44:05.192550] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-03T20:44:05.192621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:05.192655] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:05.192680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:05.192734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:05.246770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:05.247337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:05.247411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:05.247441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:05.367102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:05.367233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:05.367269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:05.367295] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:05.370462] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-03T20:44:05.370735] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-03T20:44:05.370852] [INFO ] [sig       ] LICN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:05.505061] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LICN.txt
[2025-12-03T20:44:05.505166] [INFO ] [sig       ] [1826/3516] Completed LICN in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:05.505208] [INFO ] [sig       ] [1827/3516] Forecasting LIF...
[2025-12-03T20:44:05.505236] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-03T20:44:05.505264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-03T20:44:05.516371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-03T20:44:05.516645] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-03T20:44:05.517362] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-03T20:44:05.517410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:05.517441] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:05.517466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:05.517520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:05.571832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:05.572389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:05.572462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:05.572492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:05.692444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:05.692567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:05.692619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:05.692646] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:05.695763] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2025-12-03T20:44:05.696017] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-03T20:44:05.696141] [INFO ] [sig       ] LIF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:05.830585] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LIF.txt
[2025-12-03T20:44:05.830700] [INFO ] [sig       ] [1827/3516] Completed LIF in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:05.830736] [INFO ] [sig       ] [1828/3516] Forecasting LII...
[2025-12-03T20:44:05.830764] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-03T20:44:05.830792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-03T20:44:05.843363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-03T20:44:05.843805] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-03T20:44:05.844752] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-03T20:44:05.844811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:05.844858] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:05.844899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:05.844974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:05.924794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:05.925902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:05.926021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:05.926058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:06.071715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:06.071872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:06.071912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:06.071939] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:06.075405] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=64.62%)
[2025-12-03T20:44:06.075776] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-03T20:44:06.075935] [INFO ] [sig       ] LII: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:06.225802] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LII.txt
[2025-12-03T20:44:06.225952] [INFO ] [sig       ] [1828/3516] Completed LII in 0.4s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:06.225990] [INFO ] [sig       ] [1829/3516] Forecasting LILA...
[2025-12-03T20:44:06.226019] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-03T20:44:06.226047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-03T20:44:06.237444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-03T20:44:06.237824] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-03T20:44:06.238650] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-03T20:44:06.238701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:06.238734] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:06.238761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:06.238816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:06.297393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:06.298259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:06.298337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:06.298367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:06.419979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:06.420129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:06.420168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:06.420195] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:06.423381] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=75.60%)
[2025-12-03T20:44:06.423663] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-03T20:44:06.423783] [INFO ] [sig       ] LILA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:06.559347] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LILA.txt
[2025-12-03T20:44:06.559483] [INFO ] [sig       ] [1829/3516] Completed LILA in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:06.559521] [INFO ] [sig       ] [1830/3516] Forecasting LILAK...
[2025-12-03T20:44:06.559549] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-03T20:44:06.559594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-03T20:44:06.570408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-03T20:44:06.570716] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-03T20:44:06.571466] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-03T20:44:06.571517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:06.571549] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:06.571596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:06.571672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:06.626704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:06.627414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:06.627493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:06.627527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:06.751026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:06.751179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:06.751237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:06.751266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:06.754730] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=86.46%)
[2025-12-03T20:44:06.755015] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-03T20:44:06.755142] [INFO ] [sig       ] LILAK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:06.893645] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LILAK.txt
[2025-12-03T20:44:06.893782] [INFO ] [sig       ] [1830/3516] Completed LILAK in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:06.893819] [INFO ] [sig       ] [1831/3516] Forecasting LIN...
[2025-12-03T20:44:06.893868] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-03T20:44:06.893917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-03T20:44:06.905372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-03T20:44:06.905688] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-03T20:44:06.906429] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-03T20:44:06.906478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:06.906508] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:06.906533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:06.906604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:06.972882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:06.973917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:06.974021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:06.974069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:07.087895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:07.088070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:07.088109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:07.088136] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:07.091341] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-12-03T20:44:07.091616] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-03T20:44:07.091738] [INFO ] [sig       ] LIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:07.226985] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LIN.txt
[2025-12-03T20:44:07.227086] [INFO ] [sig       ] [1831/3516] Completed LIN in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:07.227123] [INFO ] [sig       ] [1832/3516] Forecasting LINC...
[2025-12-03T20:44:07.227150] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-03T20:44:07.227178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-03T20:44:07.238355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-03T20:44:07.238647] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-03T20:44:07.239404] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-03T20:44:07.239452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:07.239483] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:07.239509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:07.239563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:07.295947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:07.296523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:07.296624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:07.296658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:07.409126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:07.409237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:07.409273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:07.409299] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:07.412356] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=23.10%)
[2025-12-03T20:44:07.412626] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-03T20:44:07.412744] [INFO ] [sig       ] LINC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:07.593177] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LINC.txt
[2025-12-03T20:44:07.593313] [INFO ] [sig       ] [1832/3516] Completed LINC in 0.4s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:07.593349] [INFO ] [sig       ] [1833/3516] Forecasting LIND...
[2025-12-03T20:44:07.593377] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-03T20:44:07.593404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-03T20:44:07.614078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-03T20:44:07.614361] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-03T20:44:07.615139] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-03T20:44:07.615192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:07.615224] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:07.615251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:07.615307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:07.670280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:07.670863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:07.670937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:07.670968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:07.788808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:07.788945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:07.788981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:07.789008] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:07.792202] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2025-12-03T20:44:07.792457] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-03T20:44:07.792589] [INFO ] [sig       ] LIND: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:07.929001] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LIND.txt
[2025-12-03T20:44:07.929143] [INFO ] [sig       ] [1833/3516] Completed LIND in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:07.929182] [INFO ] [sig       ] [1834/3516] Forecasting LINE...
[2025-12-03T20:44:07.929210] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-03T20:44:07.929238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-03T20:44:07.939947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-03T20:44:07.940229] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-03T20:44:07.940986] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-03T20:44:07.941036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:07.941076] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:07.941103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:07.941158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:07.995822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:07.996394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:07.996467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:07.996497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:08.125459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:08.125559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:08.125613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:08.125641] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:08.129306] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-12-03T20:44:08.129567] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-03T20:44:08.129703] [INFO ] [sig       ] LINE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:08.265744] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LINE.txt
[2025-12-03T20:44:08.265857] [INFO ] [sig       ] [1834/3516] Completed LINE in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.5m
[2025-12-03T20:44:08.265894] [INFO ] [sig       ] [1835/3516] Forecasting LINK...
[2025-12-03T20:44:08.265920] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-03T20:44:08.265947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-03T20:44:08.277078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-03T20:44:08.277345] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-03T20:44:08.278117] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-03T20:44:08.278165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:08.278198] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:08.278225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:08.278278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:08.333060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:08.333670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:08.333774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:08.333806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:08.442324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:08.442453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:08.442488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:08.442515] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:08.445694] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-03T20:44:08.445950] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-03T20:44:08.446066] [INFO ] [sig       ] LINK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:08.582484] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LINK.txt
[2025-12-03T20:44:08.582619] [INFO ] [sig       ] [1835/3516] Completed LINK in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.4m
[2025-12-03T20:44:08.582657] [INFO ] [sig       ] [1836/3516] Forecasting LITE...
[2025-12-03T20:44:08.582686] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-03T20:44:08.582715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-03T20:44:08.595209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-03T20:44:08.595511] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-03T20:44:08.596286] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-03T20:44:08.596337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:08.596368] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:08.596565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:08.596643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:08.652521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:08.653206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:08.653287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:08.653327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:08.774062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:08.774191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:08.774226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:08.774253] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:08.777394] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-03T20:44:08.777667] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-03T20:44:08.777787] [INFO ] [sig       ] LITE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:08.914702] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LITE.txt
[2025-12-03T20:44:08.914844] [INFO ] [sig       ] [1836/3516] Completed LITE in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.4m
[2025-12-03T20:44:08.914882] [INFO ] [sig       ] [1837/3516] Forecasting LITM...
[2025-12-03T20:44:08.914910] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-03T20:44:08.914937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-03T20:44:08.926715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-03T20:44:08.927004] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-03T20:44:08.927912] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-03T20:44:08.927960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:08.928013] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:08.928039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:08.928093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:08.983806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:08.984418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:08.984492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:08.984522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:09.104681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:09.104827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:09.104865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:09.104893] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:09.108139] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-03T20:44:09.108403] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-03T20:44:09.108525] [INFO ] [sig       ] LITM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:09.244790] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LITM.txt
[2025-12-03T20:44:09.244940] [INFO ] [sig       ] [1837/3516] Completed LITM in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.4m
[2025-12-03T20:44:09.244978] [INFO ] [sig       ] [1838/3516] Forecasting LIVN...
[2025-12-03T20:44:09.245013] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-03T20:44:09.245042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-03T20:44:09.255865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-03T20:44:09.256171] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-03T20:44:09.257078] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-03T20:44:09.257127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:09.257158] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:09.257184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:09.257238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:09.313760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:09.314560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:09.314654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:09.314686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:09.435997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:09.436140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:09.436179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:09.436208] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:09.439638] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2025-12-03T20:44:09.439897] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-03T20:44:09.440013] [INFO ] [sig       ] LIVN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:09.576244] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LIVN.txt
[2025-12-03T20:44:09.576401] [INFO ] [sig       ] [1838/3516] Completed LIVN in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.4m
[2025-12-03T20:44:09.576440] [INFO ] [sig       ] [1839/3516] Forecasting LKFN...
[2025-12-03T20:44:09.576468] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-03T20:44:09.576496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-03T20:44:09.587472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-03T20:44:09.587792] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-03T20:44:09.588601] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-03T20:44:09.588653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:09.588686] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:09.588714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:09.588770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:09.643376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:09.644024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:09.644097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:09.644129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:09.770916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:09.771069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:09.771108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:09.771136] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:09.774459] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-03T20:44:09.774766] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-03T20:44:09.774895] [INFO ] [sig       ] LKFN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:09.914810] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LKFN.txt
[2025-12-03T20:44:09.914961] [INFO ] [sig       ] [1839/3516] Completed LKFN in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.4m
[2025-12-03T20:44:09.915000] [INFO ] [sig       ] [1840/3516] Forecasting LKQ...
[2025-12-03T20:44:09.915028] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-03T20:44:09.915057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-03T20:44:09.926634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-03T20:44:09.927084] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-03T20:44:09.928106] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-03T20:44:09.928162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:09.928193] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:09.928220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:09.928276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:09.984627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:09.985464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:09.985545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:09.985596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:10.099787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:10.099942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:10.099979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:10.100006] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:10.103258] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2025-12-03T20:44:10.103525] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-03T20:44:10.103663] [INFO ] [sig       ] LKQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:10.240919] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LKQ.txt
[2025-12-03T20:44:10.241070] [INFO ] [sig       ] [1840/3516] Completed LKQ in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.4m
[2025-12-03T20:44:10.241108] [INFO ] [sig       ] [1841/3516] Forecasting LLY...
[2025-12-03T20:44:10.241137] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-03T20:44:10.241166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-03T20:44:10.252169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-03T20:44:10.252700] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-03T20:44:10.253439] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-03T20:44:10.253487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:10.253518] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:10.253543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:10.253615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:10.310181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:10.311044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:10.311126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:10.311159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:10.431330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:10.431478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:10.431514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:10.431558] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:10.434775] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-03T20:44:10.435038] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-03T20:44:10.435156] [INFO ] [sig       ] LLY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:10.569492] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LLY.txt
[2025-12-03T20:44:10.569637] [INFO ] [sig       ] [1841/3516] Completed LLY in 0.3s | 2.97 sym/s | Total: 10.3m | ETA: 9.4m
[2025-12-03T20:44:10.569676] [INFO ] [sig       ] [1842/3516] Forecasting LLYVA...
[2025-12-03T20:44:10.569704] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-03T20:44:10.569731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-03T20:44:10.581232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-03T20:44:10.581524] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-03T20:44:10.582275] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-03T20:44:10.582323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:10.582379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:10.582406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:10.582461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:10.637951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:10.638624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:10.638700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:10.638732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:10.756983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:10.757132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:10.757170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:10.757198] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:10.760471] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-03T20:44:10.760761] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-03T20:44:10.760882] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:10.897636] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LLYVA.txt
[2025-12-03T20:44:10.897777] [INFO ] [sig       ] [1842/3516] Completed LLYVA in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:10.897814] [INFO ] [sig       ] [1843/3516] Forecasting LLYVK...
[2025-12-03T20:44:10.897843] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-03T20:44:10.897871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-03T20:44:10.908632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-03T20:44:10.908921] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-03T20:44:10.909669] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-03T20:44:10.909718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:10.909747] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:10.909773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:10.909826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:10.966848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:10.967660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:10.967736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:10.967784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:11.086029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:11.086179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:11.086223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:11.086250] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:11.089540] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-03T20:44:11.089823] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-03T20:44:11.089946] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:11.226760] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LLYVK.txt
[2025-12-03T20:44:11.226910] [INFO ] [sig       ] [1843/3516] Completed LLYVK in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:11.226963] [INFO ] [sig       ] [1844/3516] Forecasting LMB...
[2025-12-03T20:44:11.227001] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-03T20:44:11.227042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-03T20:44:11.237821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-03T20:44:11.238141] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-03T20:44:11.238918] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-03T20:44:11.238968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:11.239000] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:11.239026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:11.239079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:11.294026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:11.294670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:11.294744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:11.294776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:11.412002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:11.412143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:11.412180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:11.412207] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:11.415418] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-03T20:44:11.415705] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-03T20:44:11.415829] [INFO ] [sig       ] LMB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:11.550934] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LMB.txt
[2025-12-03T20:44:11.551055] [INFO ] [sig       ] [1844/3516] Completed LMB in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:11.551092] [INFO ] [sig       ] [1845/3516] Forecasting LMBS...
[2025-12-03T20:44:11.551119] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-03T20:44:11.551148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-03T20:44:11.561835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-03T20:44:11.562117] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-03T20:44:11.562870] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-03T20:44:11.562919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:11.562948] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:11.562984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:11.563040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:11.617718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:11.618329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:11.618403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:11.618434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:11.736145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:11.736294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:11.736331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:11.736392] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:11.739737] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-03T20:44:11.740001] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-03T20:44:11.740120] [INFO ] [sig       ] LMBS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:11.879438] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LMBS.txt
[2025-12-03T20:44:11.879648] [INFO ] [sig       ] [1845/3516] Completed LMBS in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:11.879714] [INFO ] [sig       ] [1846/3516] Forecasting LMND...
[2025-12-03T20:44:11.879759] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-03T20:44:11.879801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-03T20:44:11.891475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-03T20:44:11.891842] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-03T20:44:11.892608] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-03T20:44:11.892656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:11.892687] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:11.892712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:11.892766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:11.947387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:11.948210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:11.948285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:11.948318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:12.066310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:12.066457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:12.066497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:12.066525] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:12.069791] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2025-12-03T20:44:12.070050] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-03T20:44:12.070166] [INFO ] [sig       ] LMND: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:12.206933] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LMND.txt
[2025-12-03T20:44:12.207053] [INFO ] [sig       ] [1846/3516] Completed LMND in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:12.207089] [INFO ] [sig       ] [1847/3516] Forecasting LNC...
[2025-12-03T20:44:12.207117] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-03T20:44:12.207145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-03T20:44:12.217922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-03T20:44:12.218260] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-03T20:44:12.219020] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-03T20:44:12.219069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:12.219100] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:12.219126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:12.219181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:12.273509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:12.274151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:12.274224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:12.274254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:12.396292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:12.396433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:12.396470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:12.396497] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:12.399832] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-03T20:44:12.400110] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-03T20:44:12.400235] [INFO ] [sig       ] LNC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:12.540254] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LNC.txt
[2025-12-03T20:44:12.540407] [INFO ] [sig       ] [1847/3516] Completed LNC in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:12.540443] [INFO ] [sig       ] [1848/3516] Forecasting LND...
[2025-12-03T20:44:12.540474] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-03T20:44:12.540511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-03T20:44:12.551357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-03T20:44:12.551746] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-03T20:44:12.552524] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-03T20:44:12.552599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:12.552631] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:12.552657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:12.552711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:12.610875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:12.611731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:12.611818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:12.611851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:12.722552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:12.722714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:12.722751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:12.722777] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:12.726015] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-12-03T20:44:12.726294] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-03T20:44:12.726419] [INFO ] [sig       ] LND: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:12.862200] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LND.txt
[2025-12-03T20:44:12.862328] [INFO ] [sig       ] [1848/3516] Completed LND in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:12.862364] [INFO ] [sig       ] [1849/3516] Forecasting LNG...
[2025-12-03T20:44:12.862392] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-03T20:44:12.862427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-03T20:44:12.873643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-03T20:44:12.873930] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-03T20:44:12.874708] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-03T20:44:12.874759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:12.874790] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:12.874817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:12.874872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:12.931557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:12.932411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:12.932489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:12.932522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:13.050777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:13.050932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:13.050972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:13.051000] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:13.054419] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2025-12-03T20:44:13.054710] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-03T20:44:13.054836] [INFO ] [sig       ] LNG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:13.194262] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LNG.txt
[2025-12-03T20:44:13.194384] [INFO ] [sig       ] [1849/3516] Completed LNG in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:13.194420] [INFO ] [sig       ] [1850/3516] Forecasting LNKB...
[2025-12-03T20:44:13.194449] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-03T20:44:13.194477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-03T20:44:13.204643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-03T20:44:13.204918] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-03T20:44:13.205673] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-03T20:44:13.205722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:13.205752] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:13.205777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:13.205831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:13.260283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:13.260901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:13.260975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:13.261005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:13.372025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:13.372158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:13.372194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:13.372221] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:13.375399] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-03T20:44:13.375679] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-03T20:44:13.375794] [INFO ] [sig       ] LNKB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:13.511895] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LNKB.txt
[2025-12-03T20:44:13.512019] [INFO ] [sig       ] [1850/3516] Completed LNKB in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:13.512056] [INFO ] [sig       ] [1851/3516] Forecasting LNN...
[2025-12-03T20:44:13.512084] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-03T20:44:13.512112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-03T20:44:13.523173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-03T20:44:13.523472] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-03T20:44:13.524222] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-03T20:44:13.524271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:13.524301] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:13.524326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:13.524380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:13.579003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:13.579657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:13.579729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:13.579760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:13.700445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:13.700603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:13.700640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:13.700668] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:13.703837] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-12-03T20:44:13.704091] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-03T20:44:13.704208] [INFO ] [sig       ] LNN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:13.839938] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LNN.txt
[2025-12-03T20:44:13.840065] [INFO ] [sig       ] [1851/3516] Completed LNN in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:13.840101] [INFO ] [sig       ] [1852/3516] Forecasting LNTH...
[2025-12-03T20:44:13.840129] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-03T20:44:13.840156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-03T20:44:13.850863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-03T20:44:13.851155] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-03T20:44:13.851917] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-03T20:44:13.851966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:13.851996] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:13.852022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:13.852077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:13.909937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:13.910716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:13.910823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:13.910854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:14.032954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:14.033110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:14.033154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:14.033182] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:14.036651] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-12-03T20:44:14.036938] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-03T20:44:14.037065] [INFO ] [sig       ] LNTH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:14.174726] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LNTH.txt
[2025-12-03T20:44:14.174870] [INFO ] [sig       ] [1852/3516] Completed LNTH in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.4m
[2025-12-03T20:44:14.174912] [INFO ] [sig       ] [1853/3516] Forecasting LNZA...
[2025-12-03T20:44:14.174941] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-03T20:44:14.174969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-03T20:44:14.185676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-03T20:44:14.185998] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-03T20:44:14.186799] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-03T20:44:14.186849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:14.186879] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:14.186905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:14.186959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:14.242685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:14.243339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:14.243413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:14.243445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:14.356753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:14.356899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:14.356936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:14.356962] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:14.360672] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-03T20:44:14.361062] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-03T20:44:14.361239] [INFO ] [sig       ] LNZA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:14.512990] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LNZA.txt
[2025-12-03T20:44:14.513124] [INFO ] [sig       ] [1853/3516] Completed LNZA in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.3m
[2025-12-03T20:44:14.513162] [INFO ] [sig       ] [1854/3516] Forecasting LOAN...
[2025-12-03T20:44:14.513191] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-03T20:44:14.513219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-03T20:44:14.523743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-03T20:44:14.524022] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-03T20:44:14.524767] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-03T20:44:14.524816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:14.524846] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:14.524871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:14.524925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:14.580056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:14.580734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:14.580811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:14.580841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:14.687795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:14.687944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:14.687985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:14.688027] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:14.691279] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=53.50%)
[2025-12-03T20:44:14.691537] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-03T20:44:14.691673] [INFO ] [sig       ] LOAN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:14.831036] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LOAN.txt
[2025-12-03T20:44:14.831171] [INFO ] [sig       ] [1854/3516] Completed LOAN in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.3m
[2025-12-03T20:44:14.831209] [INFO ] [sig       ] [1855/3516] Forecasting LOB...
[2025-12-03T20:44:14.831237] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-03T20:44:14.831265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-03T20:44:14.842911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-03T20:44:14.843237] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-03T20:44:14.844003] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-03T20:44:14.844052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:14.844082] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:14.844106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:14.844159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:14.899955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:14.900689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:14.900769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:14.900799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:15.027764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:15.027918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:15.027956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:15.028001] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:15.031514] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=47.41%)
[2025-12-03T20:44:15.031808] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-03T20:44:15.031937] [INFO ] [sig       ] LOB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:15.173292] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LOB.txt
[2025-12-03T20:44:15.173486] [INFO ] [sig       ] [1855/3516] Completed LOB in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.3m
[2025-12-03T20:44:15.173526] [INFO ] [sig       ] [1856/3516] Forecasting LOCO...
[2025-12-03T20:44:15.173554] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-03T20:44:15.173602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-03T20:44:15.185722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-03T20:44:15.186045] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-03T20:44:15.186844] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-03T20:44:15.186895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:15.186927] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:15.186953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:15.187008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:15.243206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:15.243874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:15.243951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:15.243983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:15.362166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:15.362317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:15.362356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:15.362383] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:15.365743] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-03T20:44:15.366014] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-03T20:44:15.366137] [INFO ] [sig       ] LOCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:15.503596] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LOCO.txt
[2025-12-03T20:44:15.503717] [INFO ] [sig       ] [1856/3516] Completed LOCO in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.3m
[2025-12-03T20:44:15.503753] [INFO ] [sig       ] [1857/3516] Forecasting LOGI...
[2025-12-03T20:44:15.503781] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-03T20:44:15.503809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-03T20:44:15.514516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-03T20:44:15.514814] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-03T20:44:15.515603] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-03T20:44:15.515654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:15.515685] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:15.515711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:15.515766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:15.573117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:15.573976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:15.574058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:15.574092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:15.696181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:15.696338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:15.696377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:15.696406] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:15.699762] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-03T20:44:15.700039] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-03T20:44:15.700163] [INFO ] [sig       ] LOGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:15.841014] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LOGI.txt
[2025-12-03T20:44:15.841137] [INFO ] [sig       ] [1857/3516] Completed LOGI in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.3m
[2025-12-03T20:44:15.841173] [INFO ] [sig       ] [1858/3516] Forecasting LOMA...
[2025-12-03T20:44:15.841201] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-03T20:44:15.841229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-03T20:44:15.852130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-03T20:44:15.852410] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-03T20:44:15.853200] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-03T20:44:15.853259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:15.853293] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:15.853320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:15.853375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:15.909512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:15.910177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:15.910252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:15.910289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:16.030061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:16.030206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:16.030244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:16.030273] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:16.033541] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=48.55%)
[2025-12-03T20:44:16.033814] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-03T20:44:16.033930] [INFO ] [sig       ] LOMA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:16.172951] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LOMA.txt
[2025-12-03T20:44:16.173104] [INFO ] [sig       ] [1858/3516] Completed LOMA in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.3m
[2025-12-03T20:44:16.173141] [INFO ] [sig       ] [1859/3516] Forecasting LOPE...
[2025-12-03T20:44:16.173171] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-03T20:44:16.173213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-03T20:44:16.185151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-03T20:44:16.185557] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-03T20:44:16.186371] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-03T20:44:16.186421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:16.186480] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:16.186507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:16.186563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:16.246708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:16.247511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:16.247610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:16.247644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:16.368293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:16.368452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:16.368489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:16.368516] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:16.371823] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=21.73%)
[2025-12-03T20:44:16.372085] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-03T20:44:16.372206] [INFO ] [sig       ] LOPE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:16.509231] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LOPE.txt
[2025-12-03T20:44:16.509377] [INFO ] [sig       ] [1859/3516] Completed LOPE in 0.3s | 2.97 sym/s | Total: 10.4m | ETA: 9.3m
[2025-12-03T20:44:16.509417] [INFO ] [sig       ] [1860/3516] Forecasting LOVE...
[2025-12-03T20:44:16.509447] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-03T20:44:16.509475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-03T20:44:16.520298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-03T20:44:16.520605] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-03T20:44:16.521338] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-03T20:44:16.521386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:16.521415] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:16.521440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:16.521493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:16.575861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:16.576506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:16.576601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:16.576634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:16.694529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:16.694691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:16.694728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:16.694756] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:16.697969] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=67.25%)
[2025-12-03T20:44:16.698254] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-03T20:44:16.698379] [INFO ] [sig       ] LOVE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:16.836334] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LOVE.txt
[2025-12-03T20:44:16.836462] [INFO ] [sig       ] [1860/3516] Completed LOVE in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:16.836498] [INFO ] [sig       ] [1861/3516] Forecasting LPCN...
[2025-12-03T20:44:16.836526] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-03T20:44:16.836552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-03T20:44:16.846784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-03T20:44:16.847091] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-03T20:44:16.847864] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-03T20:44:16.847913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:16.847944] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:16.847969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:16.848051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:16.902420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:16.903098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:16.903175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:16.903208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:17.014611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:17.014752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:17.014789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:17.014816] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:17.018058] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2025-12-03T20:44:17.018331] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-03T20:44:17.018456] [INFO ] [sig       ] LPCN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:17.164486] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LPCN.txt
[2025-12-03T20:44:17.164660] [INFO ] [sig       ] [1861/3516] Completed LPCN in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:17.164704] [INFO ] [sig       ] [1862/3516] Forecasting LPG...
[2025-12-03T20:44:17.164733] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-03T20:44:17.164762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-03T20:44:17.175364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-03T20:44:17.175696] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-03T20:44:17.176451] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-03T20:44:17.176499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:17.176529] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:17.176553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:17.176631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:17.241163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:17.242184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:17.242282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:17.242323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:17.362408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:17.362552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:17.362605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:17.362666] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:17.365899] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=63.41%)
[2025-12-03T20:44:17.366161] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-03T20:44:17.366278] [INFO ] [sig       ] LPG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:17.502793] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LPG.txt
[2025-12-03T20:44:17.502919] [INFO ] [sig       ] [1862/3516] Completed LPG in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:17.502955] [INFO ] [sig       ] [1863/3516] Forecasting LPL...
[2025-12-03T20:44:17.502984] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-03T20:44:17.503012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-03T20:44:17.513809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-03T20:44:17.514089] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-03T20:44:17.514855] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-03T20:44:17.514904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:17.514934] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:17.514959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:17.515013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:17.570273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:17.570943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:17.571020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:17.571051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:17.690895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:17.691042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:17.691079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:17.691106] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:17.694315] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-12-03T20:44:17.694605] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-03T20:44:17.694726] [INFO ] [sig       ] LPL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:17.830825] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LPL.txt
[2025-12-03T20:44:17.830950] [INFO ] [sig       ] [1863/3516] Completed LPL in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:17.830985] [INFO ] [sig       ] [1864/3516] Forecasting LPLA...
[2025-12-03T20:44:17.831013] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-03T20:44:17.831041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-03T20:44:17.841918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-03T20:44:17.842203] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-03T20:44:17.842954] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-03T20:44:17.843002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:17.843032] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:17.843057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:17.843111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:17.897778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:17.898482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:17.898557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:17.898606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:18.016795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:18.016943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:18.016979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:18.017007] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:18.020200] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-03T20:44:18.020463] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-03T20:44:18.020595] [INFO ] [sig       ] LPLA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:18.156235] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LPLA.txt
[2025-12-03T20:44:18.156365] [INFO ] [sig       ] [1864/3516] Completed LPLA in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:18.156404] [INFO ] [sig       ] [1865/3516] Forecasting LPRO...
[2025-12-03T20:44:18.156432] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-03T20:44:18.156461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-03T20:44:18.167720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-03T20:44:18.168096] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-03T20:44:18.168919] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-03T20:44:18.168967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:18.168997] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:18.169023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:18.169110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:18.223165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:18.224066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:18.224147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:18.224179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:18.341467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:18.341633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:18.341689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:18.341718] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:18.344994] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-03T20:44:18.345295] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-03T20:44:18.345432] [INFO ] [sig       ] LPRO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:18.485451] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LPRO.txt
[2025-12-03T20:44:18.485591] [INFO ] [sig       ] [1865/3516] Completed LPRO in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:18.485629] [INFO ] [sig       ] [1866/3516] Forecasting LPSN...
[2025-12-03T20:44:18.485657] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-03T20:44:18.485684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-03T20:44:18.496179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-03T20:44:18.496456] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-03T20:44:18.497215] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-03T20:44:18.497265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:18.497296] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:18.497322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:18.497375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:18.552507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:18.553145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:18.553227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:18.553264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:18.674331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:18.674478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:18.674515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:18.674542] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:18.677785] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-03T20:44:18.678059] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-03T20:44:18.678179] [INFO ] [sig       ] LPSN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:18.813484] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LPSN.txt
[2025-12-03T20:44:18.813634] [INFO ] [sig       ] [1866/3516] Completed LPSN in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:18.813674] [INFO ] [sig       ] [1867/3516] Forecasting LPTH...
[2025-12-03T20:44:18.813702] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-03T20:44:18.813731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-03T20:44:18.824418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-03T20:44:18.824745] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-03T20:44:18.825470] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-03T20:44:18.825519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:18.825549] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:18.825599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:18.825657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:18.880811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:18.881462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:18.881535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:18.881565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:18.997498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:18.997653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:18.997691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:18.997719] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:19.001042] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-03T20:44:19.001337] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-03T20:44:19.001465] [INFO ] [sig       ] LPTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:19.138863] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LPTH.txt
[2025-12-03T20:44:19.139009] [INFO ] [sig       ] [1867/3516] Completed LPTH in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:19.139047] [INFO ] [sig       ] [1868/3516] Forecasting LPX...
[2025-12-03T20:44:19.139077] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-03T20:44:19.139105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-03T20:44:19.150440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-03T20:44:19.150812] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-03T20:44:19.151552] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-03T20:44:19.151621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:19.151653] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:19.151678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:19.151733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:19.207095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:19.207947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:19.208055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:19.208089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:19.326083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:19.326228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:19.326269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:19.326296] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:19.329535] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=49.60%)
[2025-12-03T20:44:19.329827] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-03T20:44:19.329953] [INFO ] [sig       ] LPX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:19.469822] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LPX.txt
[2025-12-03T20:44:19.469961] [INFO ] [sig       ] [1868/3516] Completed LPX in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:19.470010] [INFO ] [sig       ] [1869/3516] Forecasting LQDA...
[2025-12-03T20:44:19.470041] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-03T20:44:19.470070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-03T20:44:19.481232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-03T20:44:19.481509] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-03T20:44:19.482276] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-03T20:44:19.482325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:19.482366] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:19.482395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:19.482454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:19.540142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:19.540822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:19.540926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:19.540960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:19.661848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:19.662003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:19.662039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:19.662067] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:19.665353] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=57.02%)
[2025-12-03T20:44:19.665635] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-03T20:44:19.665758] [INFO ] [sig       ] LQDA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:19.802525] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LQDA.txt
[2025-12-03T20:44:19.802675] [INFO ] [sig       ] [1869/3516] Completed LQDA in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.3m
[2025-12-03T20:44:19.802715] [INFO ] [sig       ] [1870/3516] Forecasting LRCX...
[2025-12-03T20:44:19.802744] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-03T20:44:19.802772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-03T20:44:19.813749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-03T20:44:19.814035] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-03T20:44:19.814781] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-03T20:44:19.814829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:19.814859] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:19.814885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:19.814939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:19.869888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:19.870540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:19.870633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:19.870666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:19.996777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:19.996871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:19.996908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:19.996936] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:20.000262] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-12-03T20:44:20.000536] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-03T20:44:20.000688] [INFO ] [sig       ] LRCX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:20.140896] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LRCX.txt
[2025-12-03T20:44:20.141022] [INFO ] [sig       ] [1870/3516] Completed LRCX in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.2m
[2025-12-03T20:44:20.141058] [INFO ] [sig       ] [1871/3516] Forecasting LRGE...
[2025-12-03T20:44:20.141086] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-03T20:44:20.141113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-03T20:44:20.151444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-03T20:44:20.151746] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-03T20:44:20.152519] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-03T20:44:20.152586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:20.152621] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:20.152651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:20.152706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:20.209782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:20.210536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:20.210634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:20.210667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:20.327968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:20.328121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:20.328158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:20.328185] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:20.331348] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=45.11%)
[2025-12-03T20:44:20.331630] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-03T20:44:20.331745] [INFO ] [sig       ] LRGE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:20.470885] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LRGE.txt
[2025-12-03T20:44:20.471004] [INFO ] [sig       ] [1871/3516] Completed LRGE in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.2m
[2025-12-03T20:44:20.471041] [INFO ] [sig       ] [1872/3516] Forecasting LRHC...
[2025-12-03T20:44:20.471068] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-03T20:44:20.471096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-03T20:44:20.482194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-03T20:44:20.482469] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-03T20:44:20.483232] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-03T20:44:20.483282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:20.483315] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:20.483341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:20.483397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:20.540416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:20.541084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:20.541159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:20.541191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:20.655264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:20.655411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:20.655452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:20.655480] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:20.658718] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=28.47%)
[2025-12-03T20:44:20.658975] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-03T20:44:20.659094] [INFO ] [sig       ] LRHC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:20.798671] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LRHC.txt
[2025-12-03T20:44:20.798816] [INFO ] [sig       ] [1872/3516] Completed LRHC in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.2m
[2025-12-03T20:44:20.798860] [INFO ] [sig       ] [1873/3516] Forecasting LSCC...
[2025-12-03T20:44:20.798889] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-03T20:44:20.798917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-03T20:44:20.809763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-03T20:44:20.810065] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-03T20:44:20.810840] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-03T20:44:20.810890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:20.810920] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:20.810947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:20.811002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:20.867542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:20.868188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:20.868262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:20.868293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:20.984481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:20.984633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:20.984670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:20.984697] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:20.987851] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-03T20:44:20.988127] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-03T20:44:20.988243] [INFO ] [sig       ] LSCC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:21.123899] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LSCC.txt
[2025-12-03T20:44:21.124021] [INFO ] [sig       ] [1873/3516] Completed LSCC in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.2m
[2025-12-03T20:44:21.124057] [INFO ] [sig       ] [1874/3516] Forecasting LSPD...
[2025-12-03T20:44:21.124085] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-03T20:44:21.124113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-03T20:44:21.135053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-03T20:44:21.135326] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-03T20:44:21.136076] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-03T20:44:21.136126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:21.136157] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:21.136183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:21.136237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:21.190951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:21.191539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:21.191627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:21.191659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:21.312644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:21.312780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:21.312815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:21.312841] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:21.316004] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-03T20:44:21.316271] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-03T20:44:21.316413] [INFO ] [sig       ] LSPD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:21.452747] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LSPD.txt
[2025-12-03T20:44:21.452876] [INFO ] [sig       ] [1874/3516] Completed LSPD in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.2m
[2025-12-03T20:44:21.452912] [INFO ] [sig       ] [1875/3516] Forecasting LTC...
[2025-12-03T20:44:21.452940] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-03T20:44:21.452968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-03T20:44:21.464430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-03T20:44:21.464722] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-03T20:44:21.465443] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-03T20:44:21.465491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:21.465522] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:21.465547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:21.465626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:21.520635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:21.521389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:21.521465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:21.521497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:21.631363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:21.631509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:21.631544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:21.631600] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:21.634811] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-03T20:44:21.635072] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-03T20:44:21.635190] [INFO ] [sig       ] LTC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:21.769931] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LTC.txt
[2025-12-03T20:44:21.770052] [INFO ] [sig       ] [1875/3516] Completed LTC in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.2m
[2025-12-03T20:44:21.770088] [INFO ] [sig       ] [1876/3516] Forecasting LTH...
[2025-12-03T20:44:21.770116] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-03T20:44:21.770144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-03T20:44:21.782145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-03T20:44:21.782483] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-03T20:44:21.783285] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-03T20:44:21.783335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:21.783395] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:21.783422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:21.783478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:21.840145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:21.840816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:21.840895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:21.840926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:21.957665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:21.957835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:21.957876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:21.957921] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:21.961452] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-12-03T20:44:21.961755] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-03T20:44:21.961885] [INFO ] [sig       ] LTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:22.097960] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LTH.txt
[2025-12-03T20:44:22.098138] [INFO ] [sig       ] [1876/3516] Completed LTH in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.2m
[2025-12-03T20:44:22.098179] [INFO ] [sig       ] [1877/3516] Forecasting LTRN...
[2025-12-03T20:44:22.098207] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-03T20:44:22.098235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-03T20:44:22.109857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-03T20:44:22.110230] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-03T20:44:22.111067] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-03T20:44:22.111123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:22.111154] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:22.111179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:22.111233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:22.168516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:22.169350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:22.169430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:22.169461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:22.282980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:22.283121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:22.283158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:22.283185] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:22.286520] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-03T20:44:22.286807] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-03T20:44:22.286934] [INFO ] [sig       ] LTRN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:22.426441] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LTRN.txt
[2025-12-03T20:44:22.426634] [INFO ] [sig       ] [1877/3516] Completed LTRN in 0.3s | 2.97 sym/s | Total: 10.5m | ETA: 9.2m
[2025-12-03T20:44:22.426682] [INFO ] [sig       ] [1878/3516] Forecasting LTRX...
[2025-12-03T20:44:22.426712] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-03T20:44:22.426740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-03T20:44:22.438298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-03T20:44:22.438701] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-03T20:44:22.439508] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-03T20:44:22.439561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:22.439613] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:22.439641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:22.439696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:22.497886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:22.498731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:22.498824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:22.498856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:22.621861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:22.622007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:22.622045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:22.622072] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:22.625535] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=14.53%)
[2025-12-03T20:44:22.625981] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-03T20:44:22.626103] [INFO ] [sig       ] LTRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:22.769260] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LTRX.txt
[2025-12-03T20:44:22.769387] [INFO ] [sig       ] [1878/3516] Completed LTRX in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:22.769424] [INFO ] [sig       ] [1879/3516] Forecasting LUCD...
[2025-12-03T20:44:22.769452] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-03T20:44:22.769484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-03T20:44:22.780606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-03T20:44:22.780896] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-03T20:44:22.781632] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-03T20:44:22.781681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:22.781710] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:22.781736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:22.781790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:22.841698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:22.842488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:22.842569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:22.842620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:22.961852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:22.962005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:22.962051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:22.962116] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:22.965537] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-12-03T20:44:22.965842] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-03T20:44:22.965967] [INFO ] [sig       ] LUCD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:23.111152] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LUCD.txt
[2025-12-03T20:44:23.111288] [INFO ] [sig       ] [1879/3516] Completed LUCD in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:23.111328] [INFO ] [sig       ] [1880/3516] Forecasting LUCY...
[2025-12-03T20:44:23.111357] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-03T20:44:23.111386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-03T20:44:23.122888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-03T20:44:23.123213] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-03T20:44:23.124051] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-03T20:44:23.124102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:23.124146] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:23.124174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:23.124231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:23.181548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:23.182293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:23.182371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:23.182404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:23.305597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:23.305731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:23.305768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:23.305795] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:23.309013] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=43.69%)
[2025-12-03T20:44:23.309272] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-03T20:44:23.309392] [INFO ] [sig       ] LUCY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:23.447392] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LUCY.txt
[2025-12-03T20:44:23.447520] [INFO ] [sig       ] [1880/3516] Completed LUCY in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:23.447557] [INFO ] [sig       ] [1881/3516] Forecasting LUMN...
[2025-12-03T20:44:23.447604] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-03T20:44:23.447634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-03T20:44:23.458284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-03T20:44:23.458641] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-03T20:44:23.459418] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-03T20:44:23.459469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:23.459502] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:23.459531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:23.459616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:23.515553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:23.516178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:23.516255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:23.516287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:23.641558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:23.641724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:23.641767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:23.641797] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:23.645063] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=71.01%)
[2025-12-03T20:44:23.645324] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-03T20:44:23.645441] [INFO ] [sig       ] LUMN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:23.786708] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LUMN.txt
[2025-12-03T20:44:23.786855] [INFO ] [sig       ] [1881/3516] Completed LUMN in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:23.786893] [INFO ] [sig       ] [1882/3516] Forecasting LUNG...
[2025-12-03T20:44:23.786921] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-03T20:44:23.786950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-03T20:44:23.797836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-03T20:44:23.798161] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-03T20:44:23.798942] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-03T20:44:23.798992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:23.799024] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:23.799050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:23.799106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:23.853489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:23.854122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:23.854196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:23.854226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:23.973593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:23.973737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:23.973775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:23.973804] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:23.977096] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=34.48%)
[2025-12-03T20:44:23.977365] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-03T20:44:23.977488] [INFO ] [sig       ] LUNG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:24.119954] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LUNG.txt
[2025-12-03T20:44:24.120091] [INFO ] [sig       ] [1882/3516] Completed LUNG in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:24.120130] [INFO ] [sig       ] [1883/3516] Forecasting LVHD...
[2025-12-03T20:44:24.120159] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-03T20:44:24.120188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-03T20:44:24.130815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-03T20:44:24.131110] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-03T20:44:24.131860] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-03T20:44:24.131909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:24.131940] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:24.131965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:24.132020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:24.188256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:24.188924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:24.189001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:24.189034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:24.308720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:24.308874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:24.308915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:24.308944] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:24.312339] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-03T20:44:24.312624] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-03T20:44:24.312763] [INFO ] [sig       ] LVHD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:24.459835] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LVHD.txt
[2025-12-03T20:44:24.459973] [INFO ] [sig       ] [1883/3516] Completed LVHD in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:24.460011] [INFO ] [sig       ] [1884/3516] Forecasting LVO...
[2025-12-03T20:44:24.460045] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-03T20:44:24.460075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-03T20:44:24.470999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-03T20:44:24.471291] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-03T20:44:24.472253] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-03T20:44:24.472316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:24.472348] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:24.472375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:24.472430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:24.529215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:24.529884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:24.529963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:24.529995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:24.646607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:24.646754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:24.646791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:24.646819] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:24.650097] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-03T20:44:24.650360] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-03T20:44:24.650477] [INFO ] [sig       ] LVO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:24.793305] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LVO.txt
[2025-12-03T20:44:24.793432] [INFO ] [sig       ] [1884/3516] Completed LVO in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:24.793469] [INFO ] [sig       ] [1885/3516] Forecasting LVS...
[2025-12-03T20:44:24.793497] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-03T20:44:24.793525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-03T20:44:24.804142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-03T20:44:24.804444] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-03T20:44:24.805242] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-03T20:44:24.805293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:24.805324] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:24.805351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:24.805407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:24.864942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:24.865781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:24.865859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:24.865892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:24.985166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:24.985313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:24.985350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:24.985378] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:24.988696] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=83.15%)
[2025-12-03T20:44:24.988957] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-03T20:44:24.989077] [INFO ] [sig       ] LVS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:25.133833] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LVS.txt
[2025-12-03T20:44:25.133956] [INFO ] [sig       ] [1885/3516] Completed LVS in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:25.133993] [INFO ] [sig       ] [1886/3516] Forecasting LWAY...
[2025-12-03T20:44:25.134020] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-03T20:44:25.134048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-03T20:44:25.144965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-03T20:44:25.145309] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-03T20:44:25.146086] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-03T20:44:25.146136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:25.146166] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:25.146191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:25.146246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:25.203879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:25.204565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:25.204690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:25.204723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:25.327325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:25.327483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:25.327527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:25.327558] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:25.330963] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-03T20:44:25.331222] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-03T20:44:25.331338] [INFO ] [sig       ] LWAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:25.469144] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LWAY.txt
[2025-12-03T20:44:25.469272] [INFO ] [sig       ] [1886/3516] Completed LWAY in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:25.469310] [INFO ] [sig       ] [1887/3516] Forecasting LWLG...
[2025-12-03T20:44:25.469338] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-03T20:44:25.469366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-03T20:44:25.480085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-03T20:44:25.480383] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-03T20:44:25.481122] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-03T20:44:25.481171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:25.481201] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:25.481227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:25.481280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:25.537983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:25.538646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:25.538721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:25.538754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:25.661496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:25.661651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:25.661690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:25.661732] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:25.665049] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2025-12-03T20:44:25.665309] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-03T20:44:25.665430] [INFO ] [sig       ] LWLG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:25.802152] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LWLG.txt
[2025-12-03T20:44:25.802270] [INFO ] [sig       ] [1887/3516] Completed LWLG in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.2m
[2025-12-03T20:44:25.802306] [INFO ] [sig       ] [1888/3516] Forecasting LX...
[2025-12-03T20:44:25.802334] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-03T20:44:25.802362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-03T20:44:25.813714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-03T20:44:25.814057] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-03T20:44:25.814804] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-03T20:44:25.814853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:25.814883] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:25.814909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:25.814963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:25.871893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:25.872505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:25.872597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:25.872631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:25.996261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:25.996412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:25.996453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:25.996480] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:25.999772] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=19.71%)
[2025-12-03T20:44:26.000034] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-03T20:44:26.000156] [INFO ] [sig       ] LX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:26.140955] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LX.txt
[2025-12-03T20:44:26.141114] [INFO ] [sig       ] [1888/3516] Completed LX in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.1m
[2025-12-03T20:44:26.141154] [INFO ] [sig       ] [1889/3516] Forecasting LXEO...
[2025-12-03T20:44:26.141182] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-03T20:44:26.141211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-03T20:44:26.152698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-03T20:44:26.153105] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-03T20:44:26.153931] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-03T20:44:26.153982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:26.154012] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:26.154038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:26.154092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:26.210754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:26.211639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:26.211727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:26.211776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:26.336269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:26.336424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:26.336465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:26.336493] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:26.339940] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-03T20:44:26.340241] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-03T20:44:26.340370] [INFO ] [sig       ] LXEO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:26.478611] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LXEO.txt
[2025-12-03T20:44:26.478800] [INFO ] [sig       ] [1889/3516] Completed LXEO in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.1m
[2025-12-03T20:44:26.478837] [INFO ] [sig       ] [1890/3516] Forecasting LXP...
[2025-12-03T20:44:26.478867] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-03T20:44:26.478895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-03T20:44:26.490989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-03T20:44:26.491392] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-03T20:44:26.492206] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-03T20:44:26.492258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:26.492289] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:26.492316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:26.492371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:26.550329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:26.551193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:26.551284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:26.551317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:26.666827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:26.666982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:26.667021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:26.667049] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:26.670534] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=12.33%)
[2025-12-03T20:44:26.670848] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-03T20:44:26.670979] [INFO ] [sig       ] LXP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:26.814207] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LXP.txt
[2025-12-03T20:44:26.814375] [INFO ] [sig       ] [1890/3516] Completed LXP in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.1m
[2025-12-03T20:44:26.814413] [INFO ] [sig       ] [1891/3516] Forecasting LYB...
[2025-12-03T20:44:26.814442] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-03T20:44:26.814471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-03T20:44:26.826097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-03T20:44:26.826495] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-03T20:44:26.827258] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-03T20:44:26.827306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:26.827337] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:26.827363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:26.827431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:26.882914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:26.883709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:26.883785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:26.883816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:26.999423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:26.999589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:26.999631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:26.999659] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:27.002970] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-03T20:44:27.003227] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-03T20:44:27.003343] [INFO ] [sig       ] LYB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:27.139775] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LYB.txt
[2025-12-03T20:44:27.139896] [INFO ] [sig       ] [1891/3516] Completed LYB in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.1m
[2025-12-03T20:44:27.139932] [INFO ] [sig       ] [1892/3516] Forecasting LYEL...
[2025-12-03T20:44:27.139960] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-03T20:44:27.139988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-03T20:44:27.151352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-03T20:44:27.151697] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-03T20:44:27.152452] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-03T20:44:27.152500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:27.152531] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:27.152556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:27.152634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:27.207165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:27.207861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:27.207937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:27.207968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:27.329982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:27.330123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:27.330159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:27.330186] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:27.333416] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=63.63%)
[2025-12-03T20:44:27.333720] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-03T20:44:27.333840] [INFO ] [sig       ] LYEL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:27.474365] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LYEL.txt
[2025-12-03T20:44:27.474514] [INFO ] [sig       ] [1892/3516] Completed LYEL in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.1m
[2025-12-03T20:44:27.474553] [INFO ] [sig       ] [1893/3516] Forecasting LYG...
[2025-12-03T20:44:27.474611] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-03T20:44:27.474642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-03T20:44:27.485924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-03T20:44:27.486288] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-03T20:44:27.487068] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-03T20:44:27.487128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:27.487187] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:27.487215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:27.487271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:27.542885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:27.543712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:27.543790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:27.543822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:27.669175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:27.669322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:27.669359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:27.669386] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:27.672693] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=62.39%)
[2025-12-03T20:44:27.672960] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-03T20:44:27.673078] [INFO ] [sig       ] LYG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:27.813293] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LYG.txt
[2025-12-03T20:44:27.813459] [INFO ] [sig       ] [1893/3516] Completed LYG in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.1m
[2025-12-03T20:44:27.813505] [INFO ] [sig       ] [1894/3516] Forecasting LYRA...
[2025-12-03T20:44:27.813535] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-03T20:44:27.813597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-03T20:44:27.825838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-03T20:44:27.826124] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-03T20:44:27.826869] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-03T20:44:27.826918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:27.826947] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:27.826973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:27.827026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:27.885085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:27.886000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:27.886096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:27.886131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:28.006059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:28.006214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:28.006259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:28.006286] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:28.009512] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-03T20:44:28.009784] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-03T20:44:28.009904] [INFO ] [sig       ] LYRA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:28.148645] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LYRA.txt
[2025-12-03T20:44:28.148810] [INFO ] [sig       ] [1894/3516] Completed LYRA in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.1m
[2025-12-03T20:44:28.148849] [INFO ] [sig       ] [1895/3516] Forecasting LYTS...
[2025-12-03T20:44:28.148878] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-03T20:44:28.148906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-03T20:44:28.160609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-03T20:44:28.160920] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-03T20:44:28.161676] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-03T20:44:28.161725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:28.161756] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:28.161782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:28.161836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:28.218756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:28.219531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:28.219628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:28.219664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:28.343262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:28.343410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:28.343448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:28.343473] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:28.346735] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=80.43%)
[2025-12-03T20:44:28.347005] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-03T20:44:28.347124] [INFO ] [sig       ] LYTS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:28.485628] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LYTS.txt
[2025-12-03T20:44:28.485751] [INFO ] [sig       ] [1895/3516] Completed LYTS in 0.3s | 2.97 sym/s | Total: 10.6m | ETA: 9.1m
[2025-12-03T20:44:28.485790] [INFO ] [sig       ] [1896/3516] Forecasting LZ...
[2025-12-03T20:44:28.485820] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-03T20:44:28.485850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-03T20:44:28.497761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-03T20:44:28.498154] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-03T20:44:28.498960] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-03T20:44:28.499011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:28.499041] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:28.499066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:28.499119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:28.554412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:28.555219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:28.555299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:28.555330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:28.674884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:28.675036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:28.675073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:28.675134] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:28.678513] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=66.15%)
[2025-12-03T20:44:28.678831] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-03T20:44:28.678955] [INFO ] [sig       ] LZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:28.817547] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LZ.txt
[2025-12-03T20:44:28.817702] [INFO ] [sig       ] [1896/3516] Completed LZ in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:28.817740] [INFO ] [sig       ] [1897/3516] Forecasting LZB...
[2025-12-03T20:44:28.817770] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-03T20:44:28.817798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-03T20:44:28.828389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-03T20:44:28.828692] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-03T20:44:28.829430] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-03T20:44:28.829479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:28.829510] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:28.829535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:28.829615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:28.888096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:28.888833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:28.888917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:28.888956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:29.012563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:29.012735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:29.012774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:29.012802] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:29.016185] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=76.73%)
[2025-12-03T20:44:29.016458] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-03T20:44:29.016602] [INFO ] [sig       ] LZB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:29.156058] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/LZB.txt
[2025-12-03T20:44:29.156203] [INFO ] [sig       ] [1897/3516] Completed LZB in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:29.156242] [INFO ] [sig       ] [1898/3516] Forecasting LZM...
[2025-12-03T20:44:29.156270] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-03T20:44:29.156299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-03T20:44:29.167434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-03T20:44:29.167820] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-03T20:44:29.168692] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-03T20:44:29.168755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:29.168792] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:29.168819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:29.168876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:29.226222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:29.227127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:29.227214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:29.227249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:29.350592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:29.350748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:29.350787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:29.350817] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:29.354217] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-12-03T20:44:29.354505] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-03T20:44:29.354650] [INFO ] [sig       ] LZM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:29.498361] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/LZM.txt
[2025-12-03T20:44:29.498488] [INFO ] [sig       ] [1898/3516] Completed LZM in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:29.498525] [INFO ] [sig       ] [1899/3516] Forecasting M...
[2025-12-03T20:44:29.498553] [INFO ] [sig       ] Generating forecast for: M
[2025-12-03T20:44:29.498599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-03T20:44:29.510468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-03T20:44:29.510813] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-03T20:44:29.511563] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-03T20:44:29.511630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:29.511666] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:29.511692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:29.511747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:29.567248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:29.567969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:29.568065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:29.568097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:29.695168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:29.695342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:29.695394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:29.695432] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:29.700009] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=91.98%)
[2025-12-03T20:44:29.700342] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-03T20:44:29.700493] [INFO ] [sig       ] M: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:29.858711] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/M.txt
[2025-12-03T20:44:29.858867] [INFO ] [sig       ] [1899/3516] Completed M in 0.4s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:29.858906] [INFO ] [sig       ] [1900/3516] Forecasting MA...
[2025-12-03T20:44:29.858935] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-03T20:44:29.858964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-03T20:44:29.870328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-03T20:44:29.870685] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-03T20:44:29.871418] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-03T20:44:29.871467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:29.871498] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:29.871524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:29.871595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:29.927407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:29.928263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:29.928343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:29.928375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:30.046764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:30.046917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:30.046972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:30.047001] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:30.050306] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-03T20:44:30.050602] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-03T20:44:30.050729] [INFO ] [sig       ] MA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:30.186190] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MA.txt
[2025-12-03T20:44:30.186310] [INFO ] [sig       ] [1900/3516] Completed MA in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:30.186347] [INFO ] [sig       ] [1901/3516] Forecasting MAA...
[2025-12-03T20:44:30.186374] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-03T20:44:30.186402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-03T20:44:30.198340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-03T20:44:30.198687] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-03T20:44:30.199436] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-03T20:44:30.199484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:30.199515] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:30.199540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:30.199609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:30.254310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:30.254896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:30.254969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:30.255000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:30.373244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:30.373373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:30.373408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:30.373435] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:30.376605] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-12-03T20:44:30.376860] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-03T20:44:30.376977] [INFO ] [sig       ] MAA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:30.512354] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MAA.txt
[2025-12-03T20:44:30.512464] [INFO ] [sig       ] [1901/3516] Completed MAA in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:30.512499] [INFO ] [sig       ] [1902/3516] Forecasting MAC...
[2025-12-03T20:44:30.512528] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-03T20:44:30.512556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-03T20:44:30.524443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-03T20:44:30.524782] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-03T20:44:30.525545] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-03T20:44:30.525610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:30.525642] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:30.525669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:30.525725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:30.582608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:30.583408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:30.583507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:30.583540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:30.707295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:30.707443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:30.707481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:30.707507] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:30.710815] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=39.13%)
[2025-12-03T20:44:30.711079] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-03T20:44:30.711201] [INFO ] [sig       ] MAC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:30.856605] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MAC.txt
[2025-12-03T20:44:30.856758] [INFO ] [sig       ] [1902/3516] Completed MAC in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:30.856799] [INFO ] [sig       ] [1903/3516] Forecasting MAMA...
[2025-12-03T20:44:30.856828] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-03T20:44:30.856857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-03T20:44:30.869552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-03T20:44:30.869988] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-03T20:44:30.870780] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-03T20:44:30.870832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:30.870865] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:30.870893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:30.870950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:30.928136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:30.928882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:30.928991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:30.929025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:31.049230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:31.049374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:31.049412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:31.049441] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:31.052647] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-12-03T20:44:31.052910] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-03T20:44:31.053028] [INFO ] [sig       ] MAMA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:31.199086] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MAMA.txt
[2025-12-03T20:44:31.199226] [INFO ] [sig       ] [1903/3516] Completed MAMA in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:31.199273] [INFO ] [sig       ] [1904/3516] Forecasting MAN...
[2025-12-03T20:44:31.199305] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-03T20:44:31.199336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-03T20:44:31.210270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-03T20:44:31.210583] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-03T20:44:31.211359] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-03T20:44:31.211410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:31.211456] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:31.211484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:31.211541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:31.267830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:31.268451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:31.268539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:31.268587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:31.388828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:31.388977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:31.389016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:31.389045] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:31.392364] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-03T20:44:31.392643] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-03T20:44:31.392765] [INFO ] [sig       ] MAN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:31.537855] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MAN.txt
[2025-12-03T20:44:31.538031] [INFO ] [sig       ] [1904/3516] Completed MAN in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:31.538076] [INFO ] [sig       ] [1905/3516] Forecasting MANH...
[2025-12-03T20:44:31.538104] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-03T20:44:31.538132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-03T20:44:31.549102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-03T20:44:31.549384] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-03T20:44:31.550153] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-03T20:44:31.550203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:31.550235] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:31.550261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:31.550316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:31.607825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:31.608619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:31.608704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:31.608744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:31.728498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:31.728665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:31.728706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:31.728734] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:31.732071] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-12-03T20:44:31.732356] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-03T20:44:31.732485] [INFO ] [sig       ] MANH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:31.876938] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MANH.txt
[2025-12-03T20:44:31.877080] [INFO ] [sig       ] [1905/3516] Completed MANH in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.1m
[2025-12-03T20:44:31.877118] [INFO ] [sig       ] [1906/3516] Forecasting MARA...
[2025-12-03T20:44:31.877145] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-03T20:44:31.877174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-03T20:44:31.888460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-03T20:44:31.888852] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-03T20:44:31.889631] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-03T20:44:31.889681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:31.889714] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:31.889740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:31.889795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:31.946959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:31.947815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:31.947895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:31.947926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:32.068608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:32.068750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:32.068790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:32.068819] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:32.072087] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: DOWN (p=36.79%)
[2025-12-03T20:44:32.072351] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-03T20:44:32.072470] [INFO ] [sig       ] MARA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:32.223890] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MARA.txt
[2025-12-03T20:44:32.224081] [INFO ] [sig       ] [1906/3516] Completed MARA in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.0m
[2025-12-03T20:44:32.224136] [INFO ] [sig       ] [1907/3516] Forecasting MAS...
[2025-12-03T20:44:32.224177] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-03T20:44:32.224217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-03T20:44:32.234753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-03T20:44:32.235023] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-03T20:44:32.235783] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-03T20:44:32.235832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:32.235877] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:32.235927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:32.235986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:32.291372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:32.292139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:32.292218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:32.292250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:32.414359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:32.414511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:32.414548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:32.414594] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:32.417839] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-03T20:44:32.418153] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-03T20:44:32.418283] [INFO ] [sig       ] MAS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:32.571970] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MAS.txt
[2025-12-03T20:44:32.572119] [INFO ] [sig       ] [1907/3516] Completed MAS in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.0m
[2025-12-03T20:44:32.572157] [INFO ] [sig       ] [1908/3516] Forecasting MASI...
[2025-12-03T20:44:32.572193] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-03T20:44:32.572223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-03T20:44:32.583672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-03T20:44:32.584032] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-03T20:44:32.584791] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-03T20:44:32.584840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:32.584870] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:32.584895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:32.584949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:32.642254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:32.643100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:32.643184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:32.643218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:32.761084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:32.761228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:32.761265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:32.761292] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:32.764495] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2025-12-03T20:44:32.764773] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-03T20:44:32.764892] [INFO ] [sig       ] MASI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:32.905236] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MASI.txt
[2025-12-03T20:44:32.905360] [INFO ] [sig       ] [1908/3516] Completed MASI in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.0m
[2025-12-03T20:44:32.905397] [INFO ] [sig       ] [1909/3516] Forecasting MASS...
[2025-12-03T20:44:32.905426] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-03T20:44:32.905454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-03T20:44:32.915936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-03T20:44:32.916219] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-03T20:44:32.916967] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-03T20:44:32.917015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:32.917045] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:32.917070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:32.917123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:32.974228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:32.974853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:32.974927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:32.974960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:33.117418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:33.117565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:33.117626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:33.117656] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:33.121033] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-03T20:44:33.121305] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-03T20:44:33.121431] [INFO ] [sig       ] MASS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:33.259799] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MASS.txt
[2025-12-03T20:44:33.259958] [INFO ] [sig       ] [1909/3516] Completed MASS in 0.4s | 2.97 sym/s | Total: 10.7m | ETA: 9.0m
[2025-12-03T20:44:33.259996] [INFO ] [sig       ] [1910/3516] Forecasting MATX...
[2025-12-03T20:44:33.260025] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-03T20:44:33.260053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-03T20:44:33.272273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-03T20:44:33.272621] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-03T20:44:33.273387] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-03T20:44:33.273438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:33.273521] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:33.273567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:33.273680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:33.330860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:33.331734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:33.331816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:33.331848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:33.450608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:33.450774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:33.450815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:33.450842] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:33.454214] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2025-12-03T20:44:33.454480] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-03T20:44:33.454621] [INFO ] [sig       ] MATX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:33.604429] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MATX.txt
[2025-12-03T20:44:33.604650] [INFO ] [sig       ] [1910/3516] Completed MATX in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.0m
[2025-12-03T20:44:33.604700] [INFO ] [sig       ] [1911/3516] Forecasting MAX...
[2025-12-03T20:44:33.604736] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-03T20:44:33.604772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-03T20:44:33.617302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-03T20:44:33.617712] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-03T20:44:33.618522] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-03T20:44:33.618570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:33.618622] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:33.618648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:33.618703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:33.674801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:33.675644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:33.675725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:33.675758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:33.794463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:33.794628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:33.794668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:33.794712] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:33.797960] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-03T20:44:33.798263] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-03T20:44:33.798388] [INFO ] [sig       ] MAX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:33.933043] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MAX.txt
[2025-12-03T20:44:33.933167] [INFO ] [sig       ] [1911/3516] Completed MAX in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.0m
[2025-12-03T20:44:33.933203] [INFO ] [sig       ] [1912/3516] Forecasting MAXI...
[2025-12-03T20:44:33.933233] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-03T20:44:33.933261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-03T20:44:33.944146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-03T20:44:33.944431] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-03T20:44:33.945177] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-03T20:44:33.945225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:33.945256] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:33.945281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:33.945335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:34.000397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:34.001042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:34.001116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:34.001148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:34.117939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:34.118111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:34.118150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:34.118177] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:34.121483] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2025-12-03T20:44:34.121768] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-03T20:44:34.121890] [INFO ] [sig       ] MAXI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:34.261222] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MAXI.txt
[2025-12-03T20:44:34.261367] [INFO ] [sig       ] [1912/3516] Completed MAXI in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.0m
[2025-12-03T20:44:34.261406] [INFO ] [sig       ] [1913/3516] Forecasting MAXN...
[2025-12-03T20:44:34.261433] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-03T20:44:34.261467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-03T20:44:34.272706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-03T20:44:34.272987] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-03T20:44:34.273725] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-03T20:44:34.273773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:34.273803] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:34.273829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:34.273886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:34.329481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:34.330114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:34.330201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:34.330249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:34.441431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:34.441588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:34.441626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:34.441685] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:34.444918] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-03T20:44:34.445180] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-03T20:44:34.445298] [INFO ] [sig       ] MAXN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:34.580811] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MAXN.txt
[2025-12-03T20:44:34.580934] [INFO ] [sig       ] [1913/3516] Completed MAXN in 0.3s | 2.97 sym/s | Total: 10.7m | ETA: 9.0m
[2025-12-03T20:44:34.580970] [INFO ] [sig       ] [1914/3516] Forecasting MBB...
[2025-12-03T20:44:34.580998] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-03T20:44:34.581025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-03T20:44:34.593024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-03T20:44:34.593433] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-03T20:44:34.594255] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-03T20:44:34.594307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:34.594339] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:34.594365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:34.594420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:34.651277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:34.652154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:34.652233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:34.652265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:34.777317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:34.777478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:34.777517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:34.777546] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:34.780968] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-03T20:44:34.781247] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-03T20:44:34.781388] [INFO ] [sig       ] MBB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:34.940870] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MBB.txt
[2025-12-03T20:44:34.941006] [INFO ] [sig       ] [1914/3516] Completed MBB in 0.4s | 2.97 sym/s | Total: 10.8m | ETA: 9.0m
[2025-12-03T20:44:34.941043] [INFO ] [sig       ] [1915/3516] Forecasting MBC...
[2025-12-03T20:44:34.941073] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-03T20:44:34.941101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-03T20:44:34.953264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-03T20:44:34.953681] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-03T20:44:34.954499] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-03T20:44:34.954551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:34.954599] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:34.954636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:34.954706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:35.012114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:35.012984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:35.013068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:35.013100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:35.131477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:35.131651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:35.131692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:35.131721] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:35.135123] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-12-03T20:44:35.135412] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-03T20:44:35.135537] [INFO ] [sig       ] MBC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:35.274895] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MBC.txt
[2025-12-03T20:44:35.275022] [INFO ] [sig       ] [1915/3516] Completed MBC in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 9.0m
[2025-12-03T20:44:35.275058] [INFO ] [sig       ] [1916/3516] Forecasting MBCN...
[2025-12-03T20:44:35.275087] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-03T20:44:35.275115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-03T20:44:35.285525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-03T20:44:35.285808] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-03T20:44:35.286633] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-03T20:44:35.286689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:35.286721] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:35.286746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:35.286802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:35.342781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:35.343589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:35.343671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:35.343705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:35.438374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:35.438532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:35.438590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:35.438622] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:35.442107] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-03T20:44:35.442379] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-03T20:44:35.442514] [INFO ] [sig       ] MBCN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:35.579733] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MBCN.txt
[2025-12-03T20:44:35.579875] [INFO ] [sig       ] [1916/3516] Completed MBCN in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 9.0m
[2025-12-03T20:44:35.579913] [INFO ] [sig       ] [1917/3516] Forecasting MBI...
[2025-12-03T20:44:35.579943] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-03T20:44:35.579972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-03T20:44:35.591288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-03T20:44:35.591598] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-03T20:44:35.592349] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-03T20:44:35.592412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:35.592443] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:35.592470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:35.592525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:35.648205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:35.648938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:35.649016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:35.649049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:35.770609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:35.770768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:35.770810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:35.770836] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:35.774244] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-03T20:44:35.774568] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-03T20:44:35.774722] [INFO ] [sig       ] MBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:35.911073] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MBI.txt
[2025-12-03T20:44:35.911196] [INFO ] [sig       ] [1917/3516] Completed MBI in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 9.0m
[2025-12-03T20:44:35.911232] [INFO ] [sig       ] [1918/3516] Forecasting MBIN...
[2025-12-03T20:44:35.911261] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-03T20:44:35.911288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-03T20:44:35.922147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-03T20:44:35.922474] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-03T20:44:35.923217] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-03T20:44:35.923265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:35.923295] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:35.923320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:35.923373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:35.978244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:35.978840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:35.978918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:35.978949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:36.095733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:36.095885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:36.095923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:36.095951] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:36.099247] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-03T20:44:36.099515] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-03T20:44:36.099655] [INFO ] [sig       ] MBIN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:36.242940] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MBIN.txt
[2025-12-03T20:44:36.243110] [INFO ] [sig       ] [1918/3516] Completed MBIN in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 9.0m
[2025-12-03T20:44:36.243149] [INFO ] [sig       ] [1919/3516] Forecasting MBIO...
[2025-12-03T20:44:36.243177] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-03T20:44:36.243204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-03T20:44:36.254948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-03T20:44:36.255257] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-03T20:44:36.256027] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-03T20:44:36.256270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:36.256300] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:36.256325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:36.256379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:36.311890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:36.312607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:36.312683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:36.312714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:36.430934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:36.431084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:36.431121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:36.431147] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:36.434341] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-12-03T20:44:36.434622] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-03T20:44:36.434743] [INFO ] [sig       ] MBIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:36.579390] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MBIO.txt
[2025-12-03T20:44:36.579535] [INFO ] [sig       ] [1919/3516] Completed MBIO in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 9.0m
[2025-12-03T20:44:36.579590] [INFO ] [sig       ] [1920/3516] Forecasting MBLY...
[2025-12-03T20:44:36.579622] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-03T20:44:36.579651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-03T20:44:36.591503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-03T20:44:36.591876] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-03T20:44:36.592680] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-03T20:44:36.592730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:36.592762] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:36.592788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:36.592847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:36.649284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:36.649964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:36.650069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:36.650102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:36.772214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:36.772366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:36.772404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:36.772432] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:36.775638] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-03T20:44:36.775896] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-03T20:44:36.776011] [INFO ] [sig       ] MBLY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:36.913728] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MBLY.txt
[2025-12-03T20:44:36.913858] [INFO ] [sig       ] [1920/3516] Completed MBLY in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 9.0m
[2025-12-03T20:44:36.913908] [INFO ] [sig       ] [1921/3516] Forecasting MBS...
[2025-12-03T20:44:36.913938] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-03T20:44:36.913965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-03T20:44:36.924269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-03T20:44:36.924529] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-03T20:44:36.925277] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-03T20:44:36.925326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:36.925356] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:36.925381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:36.925435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:36.981779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:36.982394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:36.982467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:36.982498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:37.108852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:37.109028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:37.109070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:37.109098] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:37.112384] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-03T20:44:37.112675] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-03T20:44:37.112795] [INFO ] [sig       ] MBS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:37.251791] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MBS.txt
[2025-12-03T20:44:37.251932] [INFO ] [sig       ] [1921/3516] Completed MBS in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 9.0m
[2025-12-03T20:44:37.251991] [INFO ] [sig       ] [1922/3516] Forecasting MBWM...
[2025-12-03T20:44:37.252049] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-03T20:44:37.252100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-03T20:44:37.264835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-03T20:44:37.265217] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-03T20:44:37.266015] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-03T20:44:37.266064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:37.266094] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:37.266118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:37.266171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:37.321516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:37.322392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:37.322473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:37.322504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:37.435369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:37.435538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:37.435595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:37.435624] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:37.438934] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: DOWN (p=43.69%)
[2025-12-03T20:44:37.439251] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-03T20:44:37.439374] [INFO ] [sig       ] MBWM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:37.577490] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MBWM.txt
[2025-12-03T20:44:37.577634] [INFO ] [sig       ] [1922/3516] Completed MBWM in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 9.0m
[2025-12-03T20:44:37.577672] [INFO ] [sig       ] [1923/3516] Forecasting MBX...
[2025-12-03T20:44:37.577699] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-03T20:44:37.577727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-03T20:44:37.589808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-03T20:44:37.590141] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-03T20:44:37.590953] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-03T20:44:37.591004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:37.591035] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:37.591060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:37.591203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:37.647770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:37.648467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:37.648545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:37.648593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:37.770188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:37.770345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:37.770383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:37.770410] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:37.773712] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=52.77%)
[2025-12-03T20:44:37.773978] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-03T20:44:37.774097] [INFO ] [sig       ] MBX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:37.914595] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MBX.txt
[2025-12-03T20:44:37.914781] [INFO ] [sig       ] [1923/3516] Completed MBX in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 8.9m
[2025-12-03T20:44:37.914822] [INFO ] [sig       ] [1924/3516] Forecasting MC...
[2025-12-03T20:44:37.914851] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-03T20:44:37.914887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-03T20:44:37.925740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-03T20:44:37.926015] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-03T20:44:37.926775] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-03T20:44:37.926823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:37.926854] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:37.926879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:37.926937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:37.982521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:37.983182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:37.983257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:37.983289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:38.105954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:38.106134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:38.106176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:38.106202] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:38.109539] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=87.53%)
[2025-12-03T20:44:38.109818] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-03T20:44:38.109936] [INFO ] [sig       ] MC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:38.253032] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MC.txt
[2025-12-03T20:44:38.253157] [INFO ] [sig       ] [1924/3516] Completed MC in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 8.9m
[2025-12-03T20:44:38.253194] [INFO ] [sig       ] [1925/3516] Forecasting MCBS...
[2025-12-03T20:44:38.253222] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-03T20:44:38.253250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-03T20:44:38.263947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-03T20:44:38.264225] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-03T20:44:38.264985] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-03T20:44:38.265035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:38.265065] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:38.265091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:38.265146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:38.321414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:38.322159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:38.322257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:38.322311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:38.439962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:38.440116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:38.440153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:38.440179] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:38.443453] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-03T20:44:38.443739] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-03T20:44:38.443861] [INFO ] [sig       ] MCBS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:38.580376] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MCBS.txt
[2025-12-03T20:44:38.580495] [INFO ] [sig       ] [1925/3516] Completed MCBS in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 8.9m
[2025-12-03T20:44:38.580531] [INFO ] [sig       ] [1926/3516] Forecasting MCHI...
[2025-12-03T20:44:38.580560] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-03T20:44:38.580607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-03T20:44:38.592143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-03T20:44:38.592465] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-03T20:44:38.593246] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-03T20:44:38.593296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:38.593327] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:38.593354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:38.593409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:38.649500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:38.650136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:38.650207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:38.650238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:38.773500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:38.773651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:38.773687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:38.773715] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:38.776856] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-03T20:44:38.777115] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-03T20:44:38.777231] [INFO ] [sig       ] MCHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:38.914901] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MCHI.txt
[2025-12-03T20:44:38.915015] [INFO ] [sig       ] [1926/3516] Completed MCHI in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 8.9m
[2025-12-03T20:44:38.915052] [INFO ] [sig       ] [1927/3516] Forecasting MCHP...
[2025-12-03T20:44:38.915080] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-03T20:44:38.915108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-03T20:44:38.927958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-03T20:44:38.928491] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-03T20:44:38.929269] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-03T20:44:38.929318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:38.929375] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:38.929401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:38.929456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:38.985273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:38.985886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:38.985959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:38.985990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:39.107032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:39.107181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:39.107221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:39.107250] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:39.110685] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-12-03T20:44:39.110953] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-03T20:44:39.111266] [INFO ] [sig       ] MCHP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:39.259334] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MCHP.txt
[2025-12-03T20:44:39.259478] [INFO ] [sig       ] [1927/3516] Completed MCHP in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 8.9m
[2025-12-03T20:44:39.259516] [INFO ] [sig       ] [1928/3516] Forecasting MCHX...
[2025-12-03T20:44:39.259545] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-03T20:44:39.259591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-03T20:44:39.270301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-03T20:44:39.270666] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-03T20:44:39.271410] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-03T20:44:39.271459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:39.271501] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:39.271528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:39.271603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:39.327056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:39.328258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:39.328343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:39.328374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:39.431050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:39.431203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:39.431241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:39.431268] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:39.434565] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=31.58%)
[2025-12-03T20:44:39.434869] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-03T20:44:39.434997] [INFO ] [sig       ] MCHX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:39.571432] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MCHX.txt
[2025-12-03T20:44:39.571555] [INFO ] [sig       ] [1928/3516] Completed MCHX in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 8.9m
[2025-12-03T20:44:39.571609] [INFO ] [sig       ] [1929/3516] Forecasting MCI...
[2025-12-03T20:44:39.571639] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-03T20:44:39.571666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-03T20:44:39.582421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-03T20:44:39.582720] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-03T20:44:39.583449] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-03T20:44:39.583497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:39.583528] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:39.583554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:39.583633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:39.639000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:39.639635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:39.639707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:39.639738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:39.752068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:39.752201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:39.752236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:39.752262] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:39.755430] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2025-12-03T20:44:39.755705] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-03T20:44:39.755824] [INFO ] [sig       ] MCI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:39.895386] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MCI.txt
[2025-12-03T20:44:39.895553] [INFO ] [sig       ] [1929/3516] Completed MCI in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 8.9m
[2025-12-03T20:44:39.895610] [INFO ] [sig       ] [1930/3516] Forecasting MCK...
[2025-12-03T20:44:39.895640] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-03T20:44:39.895669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-03T20:44:39.906973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-03T20:44:39.907349] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-03T20:44:39.908170] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-03T20:44:39.908220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:39.908251] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:39.908277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:39.908333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:39.963805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:39.964637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:39.964718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:39.964749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:40.089682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:40.089833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:40.089870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:40.089935] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:40.093504] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=52.67%)
[2025-12-03T20:44:40.093824] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-03T20:44:40.093965] [INFO ] [sig       ] MCK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:40.243809] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MCK.txt
[2025-12-03T20:44:40.244002] [INFO ] [sig       ] [1930/3516] Completed MCK in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 8.9m
[2025-12-03T20:44:40.244052] [INFO ] [sig       ] [1931/3516] Forecasting MCN...
[2025-12-03T20:44:40.244088] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-03T20:44:40.244123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-03T20:44:40.257088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-03T20:44:40.257733] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-03T20:44:40.258857] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-03T20:44:40.258909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:40.258958] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:40.259006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:40.259072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:40.318370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:40.319322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:40.319419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:40.319453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:40.440063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:40.440222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:40.440263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:40.440292] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:40.444008] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2025-12-03T20:44:40.444517] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-03T20:44:40.444677] [INFO ] [sig       ] MCN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:40.586732] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MCN.txt
[2025-12-03T20:44:40.586897] [INFO ] [sig       ] [1931/3516] Completed MCN in 0.3s | 2.97 sym/s | Total: 10.8m | ETA: 8.9m
[2025-12-03T20:44:40.586947] [INFO ] [sig       ] [1932/3516] Forecasting MCO...
[2025-12-03T20:44:40.586977] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-03T20:44:40.587005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-03T20:44:40.601844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-03T20:44:40.602264] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-03T20:44:40.603125] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-03T20:44:40.603178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:40.603208] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:40.603233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:40.603292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:40.661245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:40.662212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:40.662327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:40.662362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:40.787568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:40.787754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:40.787794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:40.787823] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:40.792023] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-12-03T20:44:40.792458] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-03T20:44:40.792649] [INFO ] [sig       ] MCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:40.934056] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MCO.txt
[2025-12-03T20:44:40.934213] [INFO ] [sig       ] [1932/3516] Completed MCO in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.9m
[2025-12-03T20:44:40.934251] [INFO ] [sig       ] [1933/3516] Forecasting MCRB...
[2025-12-03T20:44:40.934279] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-03T20:44:40.934308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-03T20:44:40.946805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-03T20:44:40.947256] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-03T20:44:40.948201] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-03T20:44:40.948254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:40.948284] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:40.948308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:40.948363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:41.004118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:41.005032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:41.005118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:41.005151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:41.120172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:41.120333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:41.120370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:41.120395] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:41.123780] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-03T20:44:41.124084] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-03T20:44:41.124219] [INFO ] [sig       ] MCRB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:41.294498] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MCRB.txt
[2025-12-03T20:44:41.294677] [INFO ] [sig       ] [1933/3516] Completed MCRB in 0.4s | 2.97 sym/s | Total: 10.9m | ETA: 8.9m
[2025-12-03T20:44:41.294718] [INFO ] [sig       ] [1934/3516] Forecasting MCRI...
[2025-12-03T20:44:41.294745] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-03T20:44:41.294773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-03T20:44:41.306973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-03T20:44:41.307402] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-03T20:44:41.308335] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-03T20:44:41.308388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:41.308420] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:41.308445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:41.308500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:41.367095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:41.368126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:41.368213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:41.368245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:41.514371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:41.514557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:41.514645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:41.514695] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:41.519852] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-03T20:44:41.520268] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-03T20:44:41.520456] [INFO ] [sig       ] MCRI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:41.738696] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MCRI.txt
[2025-12-03T20:44:41.738855] [INFO ] [sig       ] [1934/3516] Completed MCRI in 0.4s | 2.97 sym/s | Total: 10.9m | ETA: 8.9m
[2025-12-03T20:44:41.738896] [INFO ] [sig       ] [1935/3516] Forecasting MCS...
[2025-12-03T20:44:41.738926] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-03T20:44:41.738955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-03T20:44:41.750988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-03T20:44:41.751358] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-03T20:44:41.752158] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-03T20:44:41.752209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:41.752240] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:41.752266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:41.752320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:41.808409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:41.809298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:41.809384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:41.809416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:41.933239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:41.933393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:41.933433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:41.933478] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:41.936800] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=3.32%)
[2025-12-03T20:44:41.937066] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-03T20:44:41.937190] [INFO ] [sig       ] MCS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:42.072523] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MCS.txt
[2025-12-03T20:44:42.072658] [INFO ] [sig       ] [1935/3516] Completed MCS in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.9m
[2025-12-03T20:44:42.072697] [INFO ] [sig       ] [1936/3516] Forecasting MCY...
[2025-12-03T20:44:42.072723] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-03T20:44:42.072751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-03T20:44:42.084363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-03T20:44:42.084756] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-03T20:44:42.085557] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-03T20:44:42.085623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:42.085654] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:42.085679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:42.085734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:42.139954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:42.140687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:42.140769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:42.140801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:42.257385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:42.257553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:42.257611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:42.257640] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:42.260969] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-03T20:44:42.261236] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-03T20:44:42.261360] [INFO ] [sig       ] MCY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:42.395826] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MCY.txt
[2025-12-03T20:44:42.395966] [INFO ] [sig       ] [1936/3516] Completed MCY in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.9m
[2025-12-03T20:44:42.396003] [INFO ] [sig       ] [1937/3516] Forecasting MD...
[2025-12-03T20:44:42.396031] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-03T20:44:42.396058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-03T20:44:42.411202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-03T20:44:42.411724] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-03T20:44:42.412833] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-03T20:44:42.412898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:42.412948] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:42.412992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:42.413078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:42.472908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:42.473815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:42.473946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:42.473993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:42.594727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:42.594892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:42.594932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:42.594961] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:42.598305] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-03T20:44:42.598621] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-03T20:44:42.598753] [INFO ] [sig       ] MD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:42.733655] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MD.txt
[2025-12-03T20:44:42.733808] [INFO ] [sig       ] [1937/3516] Completed MD in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.9m
[2025-12-03T20:44:42.733847] [INFO ] [sig       ] [1938/3516] Forecasting MDAI...
[2025-12-03T20:44:42.733876] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-03T20:44:42.733904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-03T20:44:42.746080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-03T20:44:42.746493] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-03T20:44:42.747301] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-03T20:44:42.747352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:42.747384] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:42.747411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:42.747467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:42.803529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:42.804364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:42.804444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:42.804475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:42.920822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:42.920976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:42.921013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:42.921041] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:42.924283] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=78.10%)
[2025-12-03T20:44:42.924545] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-03T20:44:42.924686] [INFO ] [sig       ] MDAI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:43.059540] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MDAI.txt
[2025-12-03T20:44:43.059695] [INFO ] [sig       ] [1938/3516] Completed MDAI in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.9m
[2025-12-03T20:44:43.059733] [INFO ] [sig       ] [1939/3516] Forecasting MDB...
[2025-12-03T20:44:43.059761] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-03T20:44:43.059790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-03T20:44:43.073009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-03T20:44:43.073409] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-03T20:44:43.074429] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-03T20:44:43.074491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:43.074537] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:43.074615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:43.074707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:43.130031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:43.130625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:43.130698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:43.130729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:43.253263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:43.253391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:43.253425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:43.253452] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:43.256587] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=30.63%)
[2025-12-03T20:44:43.256851] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-03T20:44:43.256969] [INFO ] [sig       ] MDB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:43.392057] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MDB.txt
[2025-12-03T20:44:43.392182] [INFO ] [sig       ] [1939/3516] Completed MDB in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.9m
[2025-12-03T20:44:43.392220] [INFO ] [sig       ] [1940/3516] Forecasting MDGL...
[2025-12-03T20:44:43.392248] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-03T20:44:43.392275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-03T20:44:43.403190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-03T20:44:43.403440] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-03T20:44:43.404182] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-03T20:44:43.404230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:43.404261] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:43.404285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:43.404340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:43.458589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:43.459393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:43.459473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:43.459504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:43.576120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:43.576256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:43.576292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:43.576319] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:43.579471] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-12-03T20:44:43.579750] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-03T20:44:43.579869] [INFO ] [sig       ] MDGL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:43.715392] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MDGL.txt
[2025-12-03T20:44:43.715534] [INFO ] [sig       ] [1940/3516] Completed MDGL in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.9m
[2025-12-03T20:44:43.715592] [INFO ] [sig       ] [1941/3516] Forecasting MDLZ...
[2025-12-03T20:44:43.715624] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-03T20:44:43.715652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-03T20:44:43.726107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-03T20:44:43.726364] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-03T20:44:43.727115] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-03T20:44:43.727164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:43.727194] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:43.727220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:43.727273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:43.792568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:43.793246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:43.793323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:43.793354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:43.911095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:43.911247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:43.911284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:43.911311] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:43.914541] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-12-03T20:44:43.914822] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-03T20:44:43.914943] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:44.049537] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MDLZ.txt
[2025-12-03T20:44:44.049704] [INFO ] [sig       ] [1941/3516] Completed MDLZ in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.8m
[2025-12-03T20:44:44.049744] [INFO ] [sig       ] [1942/3516] Forecasting MDWD...
[2025-12-03T20:44:44.049773] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-03T20:44:44.049802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-03T20:44:44.061266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-03T20:44:44.061548] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-03T20:44:44.062321] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-03T20:44:44.062371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:44.062407] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:44.062434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:44.062490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:44.117017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:44.117619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:44.117694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:44.117725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:44.230714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:44.230859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:44.230895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:44.230922] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:44.234132] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-03T20:44:44.234404] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-03T20:44:44.234522] [INFO ] [sig       ] MDWD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:44.381746] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MDWD.txt
[2025-12-03T20:44:44.381880] [INFO ] [sig       ] [1942/3516] Completed MDWD in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.8m
[2025-12-03T20:44:44.381917] [INFO ] [sig       ] [1943/3516] Forecasting MDXG...
[2025-12-03T20:44:44.381946] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-03T20:44:44.381979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-03T20:44:44.394470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-03T20:44:44.394873] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-03T20:44:44.395663] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-03T20:44:44.395712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:44.395745] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:44.395771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:44.395825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:44.453881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:44.454541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:44.454641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:44.454676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:44.583069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:44.583204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:44.583240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:44.583269] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:44.586500] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-12-03T20:44:44.586781] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-03T20:44:44.586900] [INFO ] [sig       ] MDXG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:44.722841] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MDXG.txt
[2025-12-03T20:44:44.722979] [INFO ] [sig       ] [1943/3516] Completed MDXG in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.8m
[2025-12-03T20:44:44.723015] [INFO ] [sig       ] [1944/3516] Forecasting MDXH...
[2025-12-03T20:44:44.723043] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-03T20:44:44.723072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-03T20:44:44.733820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-03T20:44:44.734145] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-03T20:44:44.734910] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-03T20:44:44.734958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:44.735020] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:44.735047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:44.735102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:44.790090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:44.790964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:44.791049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:44.791082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:44.906424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:44.906595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:44.906633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:44.906661] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:44.909904] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: DOWN (p=25.89%)
[2025-12-03T20:44:44.910175] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-03T20:44:44.910297] [INFO ] [sig       ] MDXH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:45.047158] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MDXH.txt
[2025-12-03T20:44:45.047315] [INFO ] [sig       ] [1944/3516] Completed MDXH in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.8m
[2025-12-03T20:44:45.047353] [INFO ] [sig       ] [1945/3516] Forecasting MEC...
[2025-12-03T20:44:45.047382] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-03T20:44:45.047411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-03T20:44:45.059257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-03T20:44:45.059647] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-03T20:44:45.060437] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-03T20:44:45.060487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:45.060519] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:45.060546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:45.060619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:45.118822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:45.119668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:45.119755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:45.119799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:45.239328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:45.239481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:45.239521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:45.239551] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:45.243006] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2025-12-03T20:44:45.243307] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-03T20:44:45.243435] [INFO ] [sig       ] MEC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:45.382706] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MEC.txt
[2025-12-03T20:44:45.382838] [INFO ] [sig       ] [1945/3516] Completed MEC in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.8m
[2025-12-03T20:44:45.382877] [INFO ] [sig       ] [1946/3516] Forecasting MED...
[2025-12-03T20:44:45.382905] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-03T20:44:45.382935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-03T20:44:45.394710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-03T20:44:45.395089] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-03T20:44:45.395930] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-03T20:44:45.395982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:45.396019] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:45.396047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:45.396103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:45.453707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:45.454548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:45.454648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:45.454683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:45.574519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:45.574694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:45.574733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:45.574761] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:45.578191] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2025-12-03T20:44:45.578469] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-03T20:44:45.578613] [INFO ] [sig       ] MED: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:45.719727] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MED.txt
[2025-12-03T20:44:45.719948] [INFO ] [sig       ] [1946/3516] Completed MED in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.8m
[2025-12-03T20:44:45.719986] [INFO ] [sig       ] [1947/3516] Forecasting MEDP...
[2025-12-03T20:44:45.720015] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-03T20:44:45.720046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-03T20:44:45.731455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-03T20:44:45.731716] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-03T20:44:45.732457] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-03T20:44:45.732505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:45.732534] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:45.732559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:45.732639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:45.786739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:45.787315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:45.787388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:45.787418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:45.906099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:45.906259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:45.906299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:45.906364] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:45.909879] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=86.35%)
[2025-12-03T20:44:45.910199] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-03T20:44:45.910330] [INFO ] [sig       ] MEDP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:46.046238] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MEDP.txt
[2025-12-03T20:44:46.046370] [INFO ] [sig       ] [1947/3516] Completed MEDP in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.8m
[2025-12-03T20:44:46.046408] [INFO ] [sig       ] [1948/3516] Forecasting MEG...
[2025-12-03T20:44:46.046436] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-03T20:44:46.046464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-03T20:44:46.058222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-03T20:44:46.058516] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-03T20:44:46.059302] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-03T20:44:46.059352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:46.059383] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:46.059409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:46.059463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:46.114429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:46.115112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:46.115199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:46.115232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:46.235458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:46.235662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:46.235719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:46.235765] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:46.239219] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=31.93%)
[2025-12-03T20:44:46.239488] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-03T20:44:46.239627] [INFO ] [sig       ] MEG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:46.376875] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MEG.txt
[2025-12-03T20:44:46.377041] [INFO ] [sig       ] [1948/3516] Completed MEG in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.8m
[2025-12-03T20:44:46.377088] [INFO ] [sig       ] [1949/3516] Forecasting MEGI...
[2025-12-03T20:44:46.377125] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-03T20:44:46.377164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-03T20:44:46.391052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-03T20:44:46.391440] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-03T20:44:46.392321] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-03T20:44:46.392376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:46.392412] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:46.392441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:46.392508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:46.449610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:46.450450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:46.450531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:46.450563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:46.567438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:46.567609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:46.567648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:46.567676] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:46.570971] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=68.02%)
[2025-12-03T20:44:46.571242] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-03T20:44:46.571363] [INFO ] [sig       ] MEGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:46.706895] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MEGI.txt
[2025-12-03T20:44:46.707026] [INFO ] [sig       ] [1949/3516] Completed MEGI in 0.3s | 2.97 sym/s | Total: 10.9m | ETA: 8.8m
[2025-12-03T20:44:46.707062] [INFO ] [sig       ] [1950/3516] Forecasting MEGL...
[2025-12-03T20:44:46.707090] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-12-03T20:44:46.707119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-12-03T20:44:46.718870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGL'.
[2025-12-03T20:44:46.719135] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-12-03T20:44:46.719881] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-12-03T20:44:46.719929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:46.719960] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:46.719985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:46.720039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:46.774090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:46.774711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:46.774784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:46.774815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:46.883178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:46.883326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:46.883363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:46.883390] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:46.886589] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: UP (p=57.38%)
[2025-12-03T20:44:46.886850] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-12-03T20:44:46.886968] [INFO ] [sig       ] MEGL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:47.022068] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MEGL.txt
[2025-12-03T20:44:47.022191] [INFO ] [sig       ] [1950/3516] Completed MEGL in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.8m
[2025-12-03T20:44:47.022227] [INFO ] [sig       ] [1951/3516] Forecasting MEI...
[2025-12-03T20:44:47.022255] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-03T20:44:47.022283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-03T20:44:47.033837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-03T20:44:47.034103] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-03T20:44:47.034848] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-03T20:44:47.034896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:47.034927] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:47.034952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:47.035006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:47.089888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:47.090518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:47.090609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:47.090643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:47.212079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:47.212231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:47.212268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:47.212295] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:47.215499] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=20.04%)
[2025-12-03T20:44:47.215798] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-03T20:44:47.215934] [INFO ] [sig       ] MEI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:47.351561] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MEI.txt
[2025-12-03T20:44:47.351706] [INFO ] [sig       ] [1951/3516] Completed MEI in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.8m
[2025-12-03T20:44:47.351743] [INFO ] [sig       ] [1952/3516] Forecasting MELI...
[2025-12-03T20:44:47.351771] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-03T20:44:47.351798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-03T20:44:47.366781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-03T20:44:47.367245] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-03T20:44:47.368275] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-03T20:44:47.368352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:47.368396] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:47.368436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:47.368517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:47.426544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:47.427314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:47.427393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:47.427425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:47.545834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:47.545991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:47.546029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:47.546058] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:47.549332] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-12-03T20:44:47.549614] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-03T20:44:47.549732] [INFO ] [sig       ] MELI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:47.686801] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MELI.txt
[2025-12-03T20:44:47.686923] [INFO ] [sig       ] [1952/3516] Completed MELI in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.8m
[2025-12-03T20:44:47.686959] [INFO ] [sig       ] [1953/3516] Forecasting MEOH...
[2025-12-03T20:44:47.686988] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-03T20:44:47.687016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-03T20:44:47.698955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-03T20:44:47.699300] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-03T20:44:47.700074] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-03T20:44:47.700123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:47.700153] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:47.700178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:47.700231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:47.754873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:47.755487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:47.755561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:47.755609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:47.879985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:47.880168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:47.880217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:47.880245] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:47.883549] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-12-03T20:44:47.883847] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-03T20:44:47.883962] [INFO ] [sig       ] MEOH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:48.018969] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MEOH.txt
[2025-12-03T20:44:48.019094] [INFO ] [sig       ] [1953/3516] Completed MEOH in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.8m
[2025-12-03T20:44:48.019130] [INFO ] [sig       ] [1954/3516] Forecasting MERC...
[2025-12-03T20:44:48.019159] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-03T20:44:48.019187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-03T20:44:48.030117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-03T20:44:48.030401] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-03T20:44:48.031163] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-03T20:44:48.031211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:48.031241] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:48.031266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:48.031321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:48.087393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:48.088035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:48.088157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:48.088192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:48.209495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:48.209664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:48.209704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:48.209732] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:48.212928] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-03T20:44:48.213190] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-03T20:44:48.213305] [INFO ] [sig       ] MERC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:48.351634] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MERC.txt
[2025-12-03T20:44:48.351782] [INFO ] [sig       ] [1954/3516] Completed MERC in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.8m
[2025-12-03T20:44:48.351822] [INFO ] [sig       ] [1955/3516] Forecasting META...
[2025-12-03T20:44:48.351851] [INFO ] [sig       ] Generating forecast for: META
[2025-12-03T20:44:48.351881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-03T20:44:48.362920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-03T20:44:48.363203] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-03T20:44:48.363986] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-03T20:44:48.364036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:48.364067] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:48.364093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:48.364150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:48.421186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:48.421865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:48.421942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:48.421974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:48.546442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:48.546611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:48.546650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:48.546676] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:48.549879] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=77.01%)
[2025-12-03T20:44:48.550139] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-03T20:44:48.550254] [INFO ] [sig       ] META: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:48.687233] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/META.txt
[2025-12-03T20:44:48.687358] [INFO ] [sig       ] [1955/3516] Completed META in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.8m
[2025-12-03T20:44:48.687400] [INFO ] [sig       ] [1956/3516] Forecasting METC...
[2025-12-03T20:44:48.687429] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-03T20:44:48.687456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-03T20:44:48.699548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-03T20:44:48.699934] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-03T20:44:48.700718] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-03T20:44:48.700767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:48.700798] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:48.700831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:48.700889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:48.761160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:48.761947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:48.762024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:48.762055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:48.874245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:48.874383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:48.874420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:48.874448] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:48.877611] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=18.49%)
[2025-12-03T20:44:48.877873] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-03T20:44:48.878006] [INFO ] [sig       ] METC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:49.014087] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/METC.txt
[2025-12-03T20:44:49.014219] [INFO ] [sig       ] [1956/3516] Completed METC in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.8m
[2025-12-03T20:44:49.014255] [INFO ] [sig       ] [1957/3516] Forecasting METCB...
[2025-12-03T20:44:49.014283] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-03T20:44:49.014312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-03T20:44:49.025631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-03T20:44:49.025903] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-03T20:44:49.026647] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-03T20:44:49.026696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:49.026726] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:49.026752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:49.026806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:49.081814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:49.082385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:49.082459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:49.082490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:49.207026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:49.207185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:49.207224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:49.207253] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:49.210514] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-03T20:44:49.210834] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-03T20:44:49.210956] [INFO ] [sig       ] METCB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:49.348223] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/METCB.txt
[2025-12-03T20:44:49.348372] [INFO ] [sig       ] [1957/3516] Completed METCB in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.8m
[2025-12-03T20:44:49.348409] [INFO ] [sig       ] [1958/3516] Forecasting METD...
[2025-12-03T20:44:49.348437] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-03T20:44:49.348465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-03T20:44:49.359897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-03T20:44:49.360262] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-03T20:44:49.361052] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-03T20:44:49.361103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:49.361135] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:49.361163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:49.361218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:49.416829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:49.417685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:49.417762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:49.417794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:49.541311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:49.541459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:49.541496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:49.541524] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:49.544741] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=12.21%)
[2025-12-03T20:44:49.544997] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-03T20:44:49.545114] [INFO ] [sig       ] METD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:49.681045] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/METD.txt
[2025-12-03T20:44:49.681166] [INFO ] [sig       ] [1958/3516] Completed METD in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.8m
[2025-12-03T20:44:49.681204] [INFO ] [sig       ] [1959/3516] Forecasting MFA...
[2025-12-03T20:44:49.681231] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-03T20:44:49.681259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-03T20:44:49.692249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-03T20:44:49.692531] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-03T20:44:49.693303] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-03T20:44:49.693353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:49.693385] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:49.693412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:49.693467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:49.748294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:49.748881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:49.748954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:49.748985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:49.871262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:49.871398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:49.871450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:49.871477] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:49.874654] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2025-12-03T20:44:49.874914] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-03T20:44:49.875031] [INFO ] [sig       ] MFA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:50.010981] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MFA.txt
[2025-12-03T20:44:50.011126] [INFO ] [sig       ] [1959/3516] Completed MFA in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.7m
[2025-12-03T20:44:50.011166] [INFO ] [sig       ] [1960/3516] Forecasting MFC...
[2025-12-03T20:44:50.011194] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-03T20:44:50.011223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-03T20:44:50.022243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-03T20:44:50.022523] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-03T20:44:50.023299] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-03T20:44:50.023349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:50.023381] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:50.023407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:50.023464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:50.078197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:50.078809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:50.078896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:50.078932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:50.195441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:50.195602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:50.195641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:50.195668] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:50.198870] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2025-12-03T20:44:50.199128] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-03T20:44:50.199244] [INFO ] [sig       ] MFC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:50.341314] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MFC.txt
[2025-12-03T20:44:50.341459] [INFO ] [sig       ] [1960/3516] Completed MFC in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.7m
[2025-12-03T20:44:50.341498] [INFO ] [sig       ] [1961/3516] Forecasting MFG...
[2025-12-03T20:44:50.341527] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-03T20:44:50.341557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-03T20:44:50.351934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-03T20:44:50.352228] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-03T20:44:50.353020] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-03T20:44:50.353094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:50.353127] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:50.353153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:50.353210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:50.410357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:50.411129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:50.411211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:50.411243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:50.534310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:50.534454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:50.534492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:50.534521] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:50.537851] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-03T20:44:50.538154] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-03T20:44:50.538279] [INFO ] [sig       ] MFG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:50.674381] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MFG.txt
[2025-12-03T20:44:50.674500] [INFO ] [sig       ] [1961/3516] Completed MFG in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.7m
[2025-12-03T20:44:50.674536] [INFO ] [sig       ] [1962/3516] Forecasting MFI...
[2025-12-03T20:44:50.674565] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-03T20:44:50.674612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-03T20:44:50.685271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-03T20:44:50.685545] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-03T20:44:50.686328] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-03T20:44:50.686375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:50.686406] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:50.686431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:50.686491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:50.742072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:50.742677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:50.742749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:50.742779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:50.862067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:50.862204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:50.862242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:50.862270] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:50.865459] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-03T20:44:50.865738] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-03T20:44:50.865853] [INFO ] [sig       ] MFI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:51.003365] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MFI.txt
[2025-12-03T20:44:51.003488] [INFO ] [sig       ] [1962/3516] Completed MFI in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.7m
[2025-12-03T20:44:51.003523] [INFO ] [sig       ] [1963/3516] Forecasting MFIC...
[2025-12-03T20:44:51.003551] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-03T20:44:51.003597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-03T20:44:51.014480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-03T20:44:51.014796] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-03T20:44:51.015543] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-03T20:44:51.015624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:51.015672] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:51.015699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:51.015762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:51.071885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:51.072553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:51.072644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:51.072678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:51.195121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:51.195269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:51.195305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:51.195332] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:51.198669] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=34.11%)
[2025-12-03T20:44:51.198928] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-03T20:44:51.199043] [INFO ] [sig       ] MFIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:51.379385] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MFIC.txt
[2025-12-03T20:44:51.379514] [INFO ] [sig       ] [1963/3516] Completed MFIC in 0.4s | 2.97 sym/s | Total: 11.0m | ETA: 8.7m
[2025-12-03T20:44:51.379549] [INFO ] [sig       ] [1964/3516] Forecasting MFIN...
[2025-12-03T20:44:51.379595] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-03T20:44:51.379625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-03T20:44:51.391015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-03T20:44:51.391307] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-03T20:44:51.392135] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-03T20:44:51.392186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:51.392216] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:51.392243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:51.392298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:51.451215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:51.451822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:51.451896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:51.451929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:51.567454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:51.567614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:51.567683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:51.567712] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:51.570958] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-03T20:44:51.571225] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-03T20:44:51.571344] [INFO ] [sig       ] MFIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:51.708536] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MFIN.txt
[2025-12-03T20:44:51.708683] [INFO ] [sig       ] [1964/3516] Completed MFIN in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.7m
[2025-12-03T20:44:51.708724] [INFO ] [sig       ] [1965/3516] Forecasting MFM...
[2025-12-03T20:44:51.708754] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-03T20:44:51.708782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-03T20:44:51.720819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-03T20:44:51.721119] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-03T20:44:51.721878] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-03T20:44:51.721928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:51.721959] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:51.721984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:51.722038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:51.777413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:51.778061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:51.778133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:51.778163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:51.893412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:51.893552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:51.893606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:51.893634] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:51.896835] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-03T20:44:51.897098] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-03T20:44:51.897214] [INFO ] [sig       ] MFM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:52.034386] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MFM.txt
[2025-12-03T20:44:52.034510] [INFO ] [sig       ] [1965/3516] Completed MFM in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.7m
[2025-12-03T20:44:52.034546] [INFO ] [sig       ] [1966/3516] Forecasting MG...
[2025-12-03T20:44:52.034590] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-03T20:44:52.034622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-03T20:44:52.049743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-03T20:44:52.050014] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-03T20:44:52.050858] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-03T20:44:52.050908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:52.050939] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:52.050966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:52.051022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:52.108491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:52.109184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:52.109278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:52.109330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:52.223061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:52.223209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:52.223247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:52.223274] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:52.226561] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=92.62%)
[2025-12-03T20:44:52.226849] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-03T20:44:52.226970] [INFO ] [sig       ] MG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:52.367019] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MG.txt
[2025-12-03T20:44:52.367155] [INFO ] [sig       ] [1966/3516] Completed MG in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.7m
[2025-12-03T20:44:52.367195] [INFO ] [sig       ] [1967/3516] Forecasting MGA...
[2025-12-03T20:44:52.367234] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-03T20:44:52.367263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-03T20:44:52.378203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-03T20:44:52.378711] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-03T20:44:52.379462] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-03T20:44:52.379511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:52.379542] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:52.379592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:52.379656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:52.436536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:52.437317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:52.437396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:52.437428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:52.559193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:52.559347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:52.559383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:52.559410] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:52.562713] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=95.82%)
[2025-12-03T20:44:52.562979] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-03T20:44:52.563098] [INFO ] [sig       ] MGA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:52.700503] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MGA.txt
[2025-12-03T20:44:52.700642] [INFO ] [sig       ] [1967/3516] Completed MGA in 0.3s | 2.97 sym/s | Total: 11.0m | ETA: 8.7m
[2025-12-03T20:44:52.700680] [INFO ] [sig       ] [1968/3516] Forecasting MGEE...
[2025-12-03T20:44:52.700709] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-03T20:44:52.700761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-03T20:44:52.712008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-03T20:44:52.712306] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-03T20:44:52.713079] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-03T20:44:52.713129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:52.713160] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:52.713187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:52.713245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:52.770944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:52.771554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:52.771646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:52.771690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:52.890921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:52.891068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:52.891106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:52.891133] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:52.894345] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-03T20:44:52.894617] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-03T20:44:52.894737] [INFO ] [sig       ] MGEE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:53.032282] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MGEE.txt
[2025-12-03T20:44:53.032404] [INFO ] [sig       ] [1968/3516] Completed MGEE in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.7m
[2025-12-03T20:44:53.032441] [INFO ] [sig       ] [1969/3516] Forecasting MGIC...
[2025-12-03T20:44:53.032469] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-03T20:44:53.032497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-03T20:44:53.043892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-03T20:44:53.044195] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-03T20:44:53.044974] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-03T20:44:53.045024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:53.045055] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:53.045080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:53.045135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:53.103787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:53.104443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:53.104524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:53.104555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:53.226985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:53.227128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:53.227167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:53.227196] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:53.230478] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-03T20:44:53.230756] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-03T20:44:53.230885] [INFO ] [sig       ] MGIC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:53.369507] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MGIC.txt
[2025-12-03T20:44:53.369658] [INFO ] [sig       ] [1969/3516] Completed MGIC in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.7m
[2025-12-03T20:44:53.369696] [INFO ] [sig       ] [1970/3516] Forecasting MGM...
[2025-12-03T20:44:53.369725] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-03T20:44:53.369754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-03T20:44:53.380514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-03T20:44:53.380814] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-03T20:44:53.381536] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-03T20:44:53.381601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:53.381632] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:53.381658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:53.381712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:53.437159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:53.437897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:53.437974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:53.438027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:53.560281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:53.560440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:53.560477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:53.560521] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:53.563758] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=32.40%)
[2025-12-03T20:44:53.564012] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-03T20:44:53.564130] [INFO ] [sig       ] MGM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:53.702195] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MGM.txt
[2025-12-03T20:44:53.702318] [INFO ] [sig       ] [1970/3516] Completed MGM in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.7m
[2025-12-03T20:44:53.702354] [INFO ] [sig       ] [1971/3516] Forecasting MGNI...
[2025-12-03T20:44:53.702382] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-03T20:44:53.702409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-03T20:44:53.713567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-03T20:44:53.713890] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-03T20:44:53.714656] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-03T20:44:53.714704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:53.714735] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:53.714761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:53.714815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:53.773424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:53.774077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:53.774153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:53.774185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:53.899658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:53.899799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:53.899836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:53.899864] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:53.903204] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=27.88%)
[2025-12-03T20:44:53.903469] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-03T20:44:53.903605] [INFO ] [sig       ] MGNI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:54.040449] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MGNI.txt
[2025-12-03T20:44:54.040566] [INFO ] [sig       ] [1971/3516] Completed MGNI in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.7m
[2025-12-03T20:44:54.040619] [INFO ] [sig       ] [1972/3516] Forecasting MGNX...
[2025-12-03T20:44:54.040648] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-03T20:44:54.040676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-03T20:44:54.051756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-03T20:44:54.052032] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-03T20:44:54.052789] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-03T20:44:54.052837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:54.052867] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:54.052892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:54.052945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:54.108477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:54.109112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:54.109188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:54.109233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:54.227479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:54.227637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:54.227676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:54.227702] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:54.231492] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-03T20:44:54.231764] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-03T20:44:54.231882] [INFO ] [sig       ] MGNX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:54.369420] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MGNX.txt
[2025-12-03T20:44:54.369538] [INFO ] [sig       ] [1972/3516] Completed MGNX in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.7m
[2025-12-03T20:44:54.369589] [INFO ] [sig       ] [1973/3516] Forecasting MGPI...
[2025-12-03T20:44:54.369620] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-03T20:44:54.369648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-03T20:44:54.380341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-03T20:44:54.380623] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-03T20:44:54.381347] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-03T20:44:54.381395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:54.381425] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:54.381450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:54.381504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:54.438605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:54.439234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:54.439322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:54.439361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:54.557733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:54.557871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:54.557907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:54.557935] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:54.561310] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=35.00%)
[2025-12-03T20:44:54.561565] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-03T20:44:54.561700] [INFO ] [sig       ] MGPI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:54.699242] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MGPI.txt
[2025-12-03T20:44:54.699363] [INFO ] [sig       ] [1973/3516] Completed MGPI in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.7m
[2025-12-03T20:44:54.699398] [INFO ] [sig       ] [1974/3516] Forecasting MGRC...
[2025-12-03T20:44:54.699425] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-03T20:44:54.699454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-03T20:44:54.710669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-03T20:44:54.710991] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-03T20:44:54.711774] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-03T20:44:54.711825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:54.711855] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:54.711896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:54.711969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:54.767629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:54.768291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:54.768368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:54.768398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:54.887310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:54.887466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:54.887507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:54.887534] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:54.891002] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-03T20:44:54.891310] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-03T20:44:54.891476] [INFO ] [sig       ] MGRC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:55.029627] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MGRC.txt
[2025-12-03T20:44:55.029753] [INFO ] [sig       ] [1974/3516] Completed MGRC in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.7m
[2025-12-03T20:44:55.029789] [INFO ] [sig       ] [1975/3516] Forecasting MGTX...
[2025-12-03T20:44:55.029818] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-03T20:44:55.029847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-03T20:44:55.040606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-03T20:44:55.040882] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-03T20:44:55.041622] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-03T20:44:55.041669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:55.041699] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:55.041725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:55.041778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:55.098904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:55.099510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:55.099601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:55.099635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:55.216313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:55.216458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:55.216495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:55.216522] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:55.219731] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=43.53%)
[2025-12-03T20:44:55.219985] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-03T20:44:55.220099] [INFO ] [sig       ] MGTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:55.357271] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MGTX.txt
[2025-12-03T20:44:55.357394] [INFO ] [sig       ] [1975/3516] Completed MGTX in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.7m
[2025-12-03T20:44:55.357431] [INFO ] [sig       ] [1976/3516] Forecasting MGX...
[2025-12-03T20:44:55.357459] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-03T20:44:55.357488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-03T20:44:55.370129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-03T20:44:55.370412] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-03T20:44:55.371368] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-03T20:44:55.371417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:55.371447] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:55.371472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:55.371525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:55.429143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:55.429917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:55.429993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:55.430025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:55.548917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:55.549067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:55.549105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:55.549134] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:55.552434] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-03T20:44:55.552718] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-03T20:44:55.552839] [INFO ] [sig       ] MGX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:55.694155] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MGX.txt
[2025-12-03T20:44:55.694284] [INFO ] [sig       ] [1976/3516] Completed MGX in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.7m
[2025-12-03T20:44:55.694322] [INFO ] [sig       ] [1977/3516] Forecasting MGY...
[2025-12-03T20:44:55.694351] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-03T20:44:55.694380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-03T20:44:55.705446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-03T20:44:55.705763] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-03T20:44:55.706510] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-03T20:44:55.706559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:55.706606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:55.706634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:55.706693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:55.764380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:55.765051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:55.765126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:55.765158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:55.885088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:55.885239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:55.885280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:55.885308] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:55.888656] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=54.16%)
[2025-12-03T20:44:55.888923] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-03T20:44:55.889049] [INFO ] [sig       ] MGY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:56.028639] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MGY.txt
[2025-12-03T20:44:56.028784] [INFO ] [sig       ] [1977/3516] Completed MGY in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.6m
[2025-12-03T20:44:56.028819] [INFO ] [sig       ] [1978/3516] Forecasting MHD...
[2025-12-03T20:44:56.028848] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-03T20:44:56.028884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-03T20:44:56.040064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-03T20:44:56.040358] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-03T20:44:56.041151] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-03T20:44:56.041201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:56.041232] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:56.041259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:56.041315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:56.098357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:56.099047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:56.099123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:56.099156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:56.213643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:56.213794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:56.213832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:56.213861] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:56.217128] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-12-03T20:44:56.217401] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-03T20:44:56.217734] [INFO ] [sig       ] MHD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:56.359348] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MHD.txt
[2025-12-03T20:44:56.359490] [INFO ] [sig       ] [1978/3516] Completed MHD in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.6m
[2025-12-03T20:44:56.359526] [INFO ] [sig       ] [1979/3516] Forecasting MHF...
[2025-12-03T20:44:56.359554] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-03T20:44:56.359603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-03T20:44:56.370003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-03T20:44:56.370236] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-03T20:44:56.370995] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-03T20:44:56.371043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:56.371073] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:56.371098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:56.371152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:56.426154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:56.426746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:56.426819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:56.426863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:56.544526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:56.544668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:56.544705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:56.544731] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:56.547959] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-12-03T20:44:56.548231] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-03T20:44:56.548350] [INFO ] [sig       ] MHF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:56.682860] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MHF.txt
[2025-12-03T20:44:56.682977] [INFO ] [sig       ] [1979/3516] Completed MHF in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.6m
[2025-12-03T20:44:56.683013] [INFO ] [sig       ] [1980/3516] Forecasting MHK...
[2025-12-03T20:44:56.683040] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-03T20:44:56.683068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-03T20:44:56.693963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-03T20:44:56.694229] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-03T20:44:56.694970] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-03T20:44:56.695019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:56.695049] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:56.695074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:56.695128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:56.750705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:56.751272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:56.751344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:56.751375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:56.868490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:56.868661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:56.868700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:56.868727] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:56.871974] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-03T20:44:56.872233] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-03T20:44:56.872374] [INFO ] [sig       ] MHK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:57.013071] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MHK.txt
[2025-12-03T20:44:57.013251] [INFO ] [sig       ] [1980/3516] Completed MHK in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.6m
[2025-12-03T20:44:57.013293] [INFO ] [sig       ] [1981/3516] Forecasting MHN...
[2025-12-03T20:44:57.013322] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-03T20:44:57.013350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-03T20:44:57.025441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-03T20:44:57.025802] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-03T20:44:57.026625] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-03T20:44:57.026674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:57.026705] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:57.026731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:57.026784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:57.082673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:57.083351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:57.083426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:57.083458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:57.195089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:57.195272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:57.195310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:57.195337] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:57.198730] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2025-12-03T20:44:57.198995] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-03T20:44:57.199113] [INFO ] [sig       ] MHN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:44:57.336677] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MHN.txt
[2025-12-03T20:44:57.336805] [INFO ] [sig       ] [1981/3516] Completed MHN in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.6m
[2025-12-03T20:44:57.336845] [INFO ] [sig       ] [1982/3516] Forecasting MHO...
[2025-12-03T20:44:57.336874] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-03T20:44:57.336902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-03T20:44:57.348453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-03T20:44:57.348762] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-03T20:44:57.349502] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-03T20:44:57.349550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:57.349599] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:57.349630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:57.349684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:57.405357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:57.406014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:57.406088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:57.406121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:57.523265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:57.523410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:57.523447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:57.523474] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:57.526759] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=93.29%)
[2025-12-03T20:44:57.527022] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-03T20:44:57.527155] [INFO ] [sig       ] MHO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:57.663799] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MHO.txt
[2025-12-03T20:44:57.663922] [INFO ] [sig       ] [1982/3516] Completed MHO in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.6m
[2025-12-03T20:44:57.663958] [INFO ] [sig       ] [1983/3516] Forecasting MHUA...
[2025-12-03T20:44:57.663987] [INFO ] [sig       ] Generating forecast for: MHUA
[2025-12-03T20:44:57.664014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'.
[2025-12-03T20:44:57.676321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHUA'.
[2025-12-03T20:44:57.676805] [INFO ] [FORECASTER] Starting predict_future for MHUA
[2025-12-03T20:44:57.677590] [DEBUG] [LOCAL     ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt
[2025-12-03T20:44:57.677639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:57.677671] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:57.677696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:57.677753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:57.735300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:57.736318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:57.736400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:57.736433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:57.838768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:57.838955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:57.838995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:57.839021] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:57.842415] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-12-03T20:44:57.842717] [INFO ] [FORECASTER] Completed predict_future for MHUA
[2025-12-03T20:44:57.842852] [INFO ] [sig       ] MHUA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:57.977091] [INFO ] [LOCAL     ] Saved forecast: MHUA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MHUA.txt
[2025-12-03T20:44:57.977226] [INFO ] [sig       ] [1983/3516] Completed MHUA in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.6m
[2025-12-03T20:44:57.977264] [INFO ] [sig       ] [1984/3516] Forecasting MIDD...
[2025-12-03T20:44:57.977293] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-03T20:44:57.977322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-03T20:44:57.989388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-03T20:44:57.989776] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-03T20:44:57.990525] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-03T20:44:57.990592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:57.990625] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:57.990650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:57.990704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:58.046465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:58.047339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:58.047420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:58.047453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:58.166289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:58.166440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:58.166477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:58.166505] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:58.169765] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=65.58%)
[2025-12-03T20:44:58.170028] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-03T20:44:58.170148] [INFO ] [sig       ] MIDD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:58.317076] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MIDD.txt
[2025-12-03T20:44:58.317230] [INFO ] [sig       ] [1984/3516] Completed MIDD in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.6m
[2025-12-03T20:44:58.317299] [INFO ] [sig       ] [1985/3516] Forecasting MIGI...
[2025-12-03T20:44:58.317329] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-03T20:44:58.317357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-03T20:44:58.328605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-03T20:44:58.328891] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-03T20:44:58.329670] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-03T20:44:58.329719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:58.329749] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:58.329775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:58.329828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:58.384511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:58.385101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:58.385174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:58.385204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:58.501667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:58.501823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:58.501873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:58.501914] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:58.505271] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=71.35%)
[2025-12-03T20:44:58.505539] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-03T20:44:58.505679] [INFO ] [sig       ] MIGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:58.642321] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MIGI.txt
[2025-12-03T20:44:58.642457] [INFO ] [sig       ] [1985/3516] Completed MIGI in 0.3s | 2.97 sym/s | Total: 11.1m | ETA: 8.6m
[2025-12-03T20:44:58.642495] [INFO ] [sig       ] [1986/3516] Forecasting MILN...
[2025-12-03T20:44:58.642524] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-03T20:44:58.642552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-03T20:44:58.653469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-03T20:44:58.653769] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-03T20:44:58.654511] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-03T20:44:58.654569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:58.654634] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:58.654662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:58.654717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:58.711667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:58.712322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:58.712396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:58.712428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:58.814589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:58.814738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:58.814776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:58.814803] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:58.818191] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2025-12-03T20:44:58.818451] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-03T20:44:58.818594] [INFO ] [sig       ] MILN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:58.956035] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MILN.txt
[2025-12-03T20:44:58.956193] [INFO ] [sig       ] [1986/3516] Completed MILN in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.6m
[2025-12-03T20:44:58.956232] [INFO ] [sig       ] [1987/3516] Forecasting MIND...
[2025-12-03T20:44:58.956261] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-03T20:44:58.956290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-03T20:44:58.968136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-03T20:44:58.968532] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-03T20:44:58.969304] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-03T20:44:58.969370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:58.969401] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:58.969428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:58.969483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:59.024930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:59.025594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:59.025669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:59.025701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:59.147015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:59.147162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:59.147200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:59.147229] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:59.150586] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-12-03T20:44:59.150906] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-03T20:44:59.151052] [INFO ] [sig       ] MIND: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:59.289472] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MIND.txt
[2025-12-03T20:44:59.289613] [INFO ] [sig       ] [1987/3516] Completed MIND in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.6m
[2025-12-03T20:44:59.289651] [INFO ] [sig       ] [1988/3516] Forecasting MIRA...
[2025-12-03T20:44:59.289679] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-03T20:44:59.289707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-03T20:44:59.300845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-03T20:44:59.301219] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-03T20:44:59.302032] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-03T20:44:59.302082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:59.302113] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:59.302166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:59.302223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:59.359801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:59.360596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:59.360673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:59.360705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:59.480855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:59.480952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:59.480988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:59.481015] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:59.484413] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: UP (p=59.68%)
[2025-12-03T20:44:59.484739] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-03T20:44:59.484868] [INFO ] [sig       ] MIRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:59.622905] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MIRA.txt
[2025-12-03T20:44:59.623035] [INFO ] [sig       ] [1988/3516] Completed MIRA in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.6m
[2025-12-03T20:44:59.623072] [INFO ] [sig       ] [1989/3516] Forecasting MIRM...
[2025-12-03T20:44:59.623100] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-03T20:44:59.623127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-03T20:44:59.633681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-03T20:44:59.633951] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-03T20:44:59.634699] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-03T20:44:59.634747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:59.634777] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:59.634802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:59.634856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:44:59.689398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:44:59.690153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:44:59.690228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:44:59.690259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:44:59.803825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:44:59.803954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:44:59.803990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:44:59.804017] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:44:59.807177] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-03T20:44:59.807436] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-03T20:44:59.807551] [INFO ] [sig       ] MIRM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:44:59.942903] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MIRM.txt
[2025-12-03T20:44:59.943022] [INFO ] [sig       ] [1989/3516] Completed MIRM in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.6m
[2025-12-03T20:44:59.943059] [INFO ] [sig       ] [1990/3516] Forecasting MITK...
[2025-12-03T20:44:59.943087] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-03T20:44:59.943116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-03T20:44:59.953711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-03T20:44:59.953992] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-03T20:44:59.954750] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-03T20:44:59.954799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:44:59.954829] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:44:59.954856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:44:59.954910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:00.009834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:00.010727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:00.010816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:00.010847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:00.134844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:00.135001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:00.135040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:00.135068] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:00.138565] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=7.79%)
[2025-12-03T20:45:00.138844] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-03T20:45:00.138964] [INFO ] [sig       ] MITK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:00.275522] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MITK.txt
[2025-12-03T20:45:00.275671] [INFO ] [sig       ] [1990/3516] Completed MITK in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.6m
[2025-12-03T20:45:00.275715] [INFO ] [sig       ] [1991/3516] Forecasting MIY...
[2025-12-03T20:45:00.275745] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-03T20:45:00.275774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-03T20:45:00.286734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-03T20:45:00.286997] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-03T20:45:00.287735] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-03T20:45:00.287784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:00.287814] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:00.287840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:00.287894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:00.342951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:00.343532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:00.343624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:00.343656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:00.459003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:00.459151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:00.459188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:00.459215] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:00.462479] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=17.10%)
[2025-12-03T20:45:00.462755] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-03T20:45:00.462871] [INFO ] [sig       ] MIY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:00.601658] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MIY.txt
[2025-12-03T20:45:00.601788] [INFO ] [sig       ] [1991/3516] Completed MIY in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.6m
[2025-12-03T20:45:00.601824] [INFO ] [sig       ] [1992/3516] Forecasting MKC...
[2025-12-03T20:45:00.601853] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-03T20:45:00.601881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-03T20:45:00.613548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-03T20:45:00.613871] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-03T20:45:00.614647] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-03T20:45:00.614698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:00.614730] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:00.614757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:00.614813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:00.673327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:00.674282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:00.674376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:00.674423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:00.799842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:00.799952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:00.799990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:00.800018] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:00.803386] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=13.39%)
[2025-12-03T20:45:00.803706] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-03T20:45:00.803844] [INFO ] [sig       ] MKC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:00.941861] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MKC.txt
[2025-12-03T20:45:00.942004] [INFO ] [sig       ] [1992/3516] Completed MKC in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.6m
[2025-12-03T20:45:00.942042] [INFO ] [sig       ] [1993/3516] Forecasting MKL...
[2025-12-03T20:45:00.942070] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-03T20:45:00.942098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-03T20:45:00.957347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-03T20:45:00.957698] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-03T20:45:00.958513] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-03T20:45:00.958564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:00.958616] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:00.958642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:00.958699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:01.024400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:01.025273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:01.025354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:01.025388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:01.142906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:01.143053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:01.143089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:01.143115] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:01.146318] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=27.14%)
[2025-12-03T20:45:01.146606] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-03T20:45:01.146729] [INFO ] [sig       ] MKL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:01.285754] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MKL.txt
[2025-12-03T20:45:01.285878] [INFO ] [sig       ] [1993/3516] Completed MKL in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.6m
[2025-12-03T20:45:01.285913] [INFO ] [sig       ] [1994/3516] Forecasting MKSI...
[2025-12-03T20:45:01.285942] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-03T20:45:01.285970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-03T20:45:01.297218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-03T20:45:01.297529] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-03T20:45:01.298305] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-03T20:45:01.298353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:01.298383] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:01.298407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:01.298462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:01.353704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:01.354372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:01.354448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:01.354480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:01.475663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:01.475797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:01.475847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:01.475875] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:01.479116] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-12-03T20:45:01.479370] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-03T20:45:01.479484] [INFO ] [sig       ] MKSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:01.619182] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MKSI.txt
[2025-12-03T20:45:01.619340] [INFO ] [sig       ] [1994/3516] Completed MKSI in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:01.619380] [INFO ] [sig       ] [1995/3516] Forecasting MKTX...
[2025-12-03T20:45:01.619412] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-03T20:45:01.619441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-03T20:45:01.631241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-03T20:45:01.631647] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-03T20:45:01.632406] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-03T20:45:01.632456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:01.632487] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:01.632514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:01.632569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:01.690112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:01.690978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:01.691067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:01.691102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:01.810009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:01.810174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:01.810262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:01.810294] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:01.814058] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=8.42%)
[2025-12-03T20:45:01.814339] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-03T20:45:01.814468] [INFO ] [sig       ] MKTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:01.951108] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MKTX.txt
[2025-12-03T20:45:01.951227] [INFO ] [sig       ] [1995/3516] Completed MKTX in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:01.951264] [INFO ] [sig       ] [1996/3516] Forecasting MLAB...
[2025-12-03T20:45:01.951294] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-03T20:45:01.951323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-03T20:45:01.962275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-03T20:45:01.962562] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-03T20:45:01.963319] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-03T20:45:01.963369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:01.963405] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:01.963431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:01.963487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:02.020145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:02.021024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:02.021107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:02.021138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:02.140730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:02.140879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:02.140916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:02.140943] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:02.144192] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-03T20:45:02.144475] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-03T20:45:02.144623] [INFO ] [sig       ] MLAB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:02.300931] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MLAB.txt
[2025-12-03T20:45:02.301077] [INFO ] [sig       ] [1996/3516] Completed MLAB in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:02.301116] [INFO ] [sig       ] [1997/3516] Forecasting MLCO...
[2025-12-03T20:45:02.301146] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-03T20:45:02.301174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-03T20:45:02.313717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-03T20:45:02.314078] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-03T20:45:02.315042] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-03T20:45:02.315090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:02.315120] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:02.315145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:02.315199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:02.372100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:02.372974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:02.373058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:02.373091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:02.503084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:02.503227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:02.503267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:02.503296] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:02.507329] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-12-03T20:45:02.507685] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-03T20:45:02.507823] [INFO ] [sig       ] MLCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:02.658461] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MLCO.txt
[2025-12-03T20:45:02.658629] [INFO ] [sig       ] [1997/3516] Completed MLCO in 0.4s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:02.658669] [INFO ] [sig       ] [1998/3516] Forecasting MLGO...
[2025-12-03T20:45:02.658698] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-03T20:45:02.658727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-03T20:45:02.669913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-03T20:45:02.670348] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-03T20:45:02.671384] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-03T20:45:02.671447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:02.671504] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:02.671539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:02.671622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:02.738253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:02.739192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:02.739304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:02.739337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:02.852662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:02.852816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:02.852854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:02.852882] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:02.856130] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2025-12-03T20:45:02.856392] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-03T20:45:02.856510] [INFO ] [sig       ] MLGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:02.993934] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MLGO.txt
[2025-12-03T20:45:02.994074] [INFO ] [sig       ] [1998/3516] Completed MLGO in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:02.994111] [INFO ] [sig       ] [1999/3516] Forecasting MLI...
[2025-12-03T20:45:02.994141] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-03T20:45:02.994169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-03T20:45:03.005438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-03T20:45:03.005763] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-03T20:45:03.006507] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-03T20:45:03.006556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:03.006605] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:03.006632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:03.006687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:03.063085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:03.063925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:03.064003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:03.064037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:03.195923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:03.196073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:03.196112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:03.196140] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:03.199396] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-03T20:45:03.199677] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-03T20:45:03.199795] [INFO ] [sig       ] MLI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:03.347671] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MLI.txt
[2025-12-03T20:45:03.347822] [INFO ] [sig       ] [1999/3516] Completed MLI in 0.4s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:03.347861] [INFO ] [sig       ] [2000/3516] Forecasting MLKN...
[2025-12-03T20:45:03.347891] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-03T20:45:03.347919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-03T20:45:03.359318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-03T20:45:03.359690] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-03T20:45:03.360441] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-03T20:45:03.360491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:03.360522] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:03.360548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:03.360626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:03.416858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:03.417706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:03.417789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:03.417823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:03.540086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:03.540234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:03.540273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:03.540299] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:03.543531] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=55.26%)
[2025-12-03T20:45:03.543816] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-03T20:45:03.543952] [INFO ] [sig       ] MLKN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:03.684288] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MLKN.txt
[2025-12-03T20:45:03.684437] [INFO ] [sig       ] [2000/3516] Completed MLKN in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:03.684484] [INFO ] [sig       ] [2001/3516] Forecasting MLM...
[2025-12-03T20:45:03.684519] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-03T20:45:03.684553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-03T20:45:03.695446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-03T20:45:03.695800] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-03T20:45:03.696551] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-03T20:45:03.696617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:03.696649] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:03.696674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:03.696728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:03.755888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:03.756737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:03.756815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:03.756850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:03.881896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:03.882069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:03.882109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:03.882138] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:03.885646] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=11.96%)
[2025-12-03T20:45:03.885988] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-03T20:45:03.886134] [INFO ] [sig       ] MLM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:04.024541] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MLM.txt
[2025-12-03T20:45:04.024739] [INFO ] [sig       ] [2001/3516] Completed MLM in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:04.024781] [INFO ] [sig       ] [2002/3516] Forecasting MLP...
[2025-12-03T20:45:04.024818] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-03T20:45:04.024851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-03T20:45:04.035360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-03T20:45:04.035696] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-03T20:45:04.036499] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-03T20:45:04.036551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:04.036608] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:04.036637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:04.036693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:04.093016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:04.093899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:04.093980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:04.094013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:04.202447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:04.202614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:04.202654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:04.202681] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:04.205901] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2025-12-03T20:45:04.206159] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-03T20:45:04.206277] [INFO ] [sig       ] MLP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:04.342491] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MLP.txt
[2025-12-03T20:45:04.342660] [INFO ] [sig       ] [2002/3516] Completed MLP in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:04.342698] [INFO ] [sig       ] [2003/3516] Forecasting MLTX...
[2025-12-03T20:45:04.342726] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-03T20:45:04.342757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-03T20:45:04.353535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-03T20:45:04.353864] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-03T20:45:04.354649] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-03T20:45:04.354700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:04.354731] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:04.354757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:04.354812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:04.408909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:04.409510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:04.409598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:04.409632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:04.528616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:04.528763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:04.528802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:04.528829] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:04.532047] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-03T20:45:04.532302] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-03T20:45:04.532417] [INFO ] [sig       ] MLTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:04.668318] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MLTX.txt
[2025-12-03T20:45:04.668446] [INFO ] [sig       ] [2003/3516] Completed MLTX in 0.3s | 2.97 sym/s | Total: 11.2m | ETA: 8.5m
[2025-12-03T20:45:04.668490] [INFO ] [sig       ] [2004/3516] Forecasting MLYS...
[2025-12-03T20:45:04.668523] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-03T20:45:04.668557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-03T20:45:04.680095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-03T20:45:04.680374] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-03T20:45:04.681121] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-03T20:45:04.681169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:04.681200] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:04.681225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:04.681279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:04.735989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:04.736612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:04.736684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:04.736715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:04.846449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:04.846599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:04.846636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:04.846663] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:04.849862] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-03T20:45:04.850120] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-03T20:45:04.850234] [INFO ] [sig       ] MLYS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:04.986822] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MLYS.txt
[2025-12-03T20:45:04.986969] [INFO ] [sig       ] [2004/3516] Completed MLYS in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.5m
[2025-12-03T20:45:04.987011] [INFO ] [sig       ] [2005/3516] Forecasting MMC...
[2025-12-03T20:45:04.987039] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-03T20:45:04.987069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-03T20:45:04.999032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-03T20:45:04.999327] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-03T20:45:05.000148] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-03T20:45:05.000197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:05.000255] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:05.000284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:05.000340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:05.056645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:05.057569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:05.057662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:05.057695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:05.181097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:05.181250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:05.181289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:05.181335] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:05.184718] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-03T20:45:05.184999] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-03T20:45:05.185123] [INFO ] [sig       ] MMC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:05.323118] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MMC.txt
[2025-12-03T20:45:05.323266] [INFO ] [sig       ] [2005/3516] Completed MMC in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.5m
[2025-12-03T20:45:05.323304] [INFO ] [sig       ] [2006/3516] Forecasting MMD...
[2025-12-03T20:45:05.323331] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-03T20:45:05.323361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-03T20:45:05.334389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-03T20:45:05.334739] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-03T20:45:05.335488] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-03T20:45:05.335541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:05.335596] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:05.335625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:05.335679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:05.390427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:05.391259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:05.391337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:05.391368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:05.508211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:05.508359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:05.508396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:05.508423] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:05.511664] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=50.27%)
[2025-12-03T20:45:05.511927] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-03T20:45:05.512044] [INFO ] [sig       ] MMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:05.647952] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MMD.txt
[2025-12-03T20:45:05.648108] [INFO ] [sig       ] [2006/3516] Completed MMD in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.5m
[2025-12-03T20:45:05.648145] [INFO ] [sig       ] [2007/3516] Forecasting MMLP...
[2025-12-03T20:45:05.648173] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-03T20:45:05.648200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-03T20:45:05.658922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-03T20:45:05.659244] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-03T20:45:05.660005] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-03T20:45:05.660052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:05.660082] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:05.660107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:05.660160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:05.714102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:05.714804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:05.714879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:05.714926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:05.825983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:05.826130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:05.826166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:05.826192] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:05.829434] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=84.25%)
[2025-12-03T20:45:05.829718] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-03T20:45:05.829838] [INFO ] [sig       ] MMLP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:05.970473] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MMLP.txt
[2025-12-03T20:45:05.970656] [INFO ] [sig       ] [2007/3516] Completed MMLP in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.5m
[2025-12-03T20:45:05.970719] [INFO ] [sig       ] [2008/3516] Forecasting MMS...
[2025-12-03T20:45:05.970753] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-03T20:45:05.970784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-03T20:45:05.983194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-03T20:45:05.983540] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-03T20:45:05.984431] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-03T20:45:05.984483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:05.984514] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:05.984542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:05.984628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:06.042045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:06.042721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:06.042798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:06.042829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:06.163479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:06.163647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:06.163686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:06.163748] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:06.168071] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=95.39%)
[2025-12-03T20:45:06.168336] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-03T20:45:06.168460] [INFO ] [sig       ] MMS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:06.306833] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MMS.txt
[2025-12-03T20:45:06.306979] [INFO ] [sig       ] [2008/3516] Completed MMS in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.5m
[2025-12-03T20:45:06.307015] [INFO ] [sig       ] [2009/3516] Forecasting MMSI...
[2025-12-03T20:45:06.307043] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-03T20:45:06.307072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-03T20:45:06.318832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-03T20:45:06.319125] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-03T20:45:06.319963] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-03T20:45:06.320015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:06.320046] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:06.320073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:06.320140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:06.376517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:06.377188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:06.377261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:06.377292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:06.496144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:06.496292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:06.496328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:06.496354] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:06.499688] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=67.96%)
[2025-12-03T20:45:06.499953] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-03T20:45:06.500078] [INFO ] [sig       ] MMSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:06.636696] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MMSI.txt
[2025-12-03T20:45:06.636807] [INFO ] [sig       ] [2009/3516] Completed MMSI in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.5m
[2025-12-03T20:45:06.636843] [INFO ] [sig       ] [2010/3516] Forecasting MNDO...
[2025-12-03T20:45:06.636870] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-03T20:45:06.636897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-03T20:45:06.648768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-03T20:45:06.649021] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-03T20:45:06.649765] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-03T20:45:06.649813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:06.649843] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:06.649869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:06.649923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:06.704917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:06.705515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:06.705607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:06.705641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:06.812459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:06.812621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:06.812666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:06.812697] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:06.815987] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=43.56%)
[2025-12-03T20:45:06.816247] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-03T20:45:06.816368] [INFO ] [sig       ] MNDO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:06.953897] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MNDO.txt
[2025-12-03T20:45:06.954006] [INFO ] [sig       ] [2010/3516] Completed MNDO in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.5m
[2025-12-03T20:45:06.954042] [INFO ] [sig       ] [2011/3516] Forecasting MNDY...
[2025-12-03T20:45:06.954078] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-03T20:45:06.954106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-03T20:45:06.965787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-03T20:45:06.966067] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-03T20:45:06.966853] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-03T20:45:06.966903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:06.966933] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:06.966960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:06.967015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:07.024322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:07.024952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:07.025029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:07.025060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:07.144180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:07.144313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:07.144349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:07.144375] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:07.147530] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-03T20:45:07.147801] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-03T20:45:07.147920] [INFO ] [sig       ] MNDY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:07.286350] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MNDY.txt
[2025-12-03T20:45:07.286476] [INFO ] [sig       ] [2011/3516] Completed MNDY in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.5m
[2025-12-03T20:45:07.286515] [INFO ] [sig       ] [2012/3516] Forecasting MNKD...
[2025-12-03T20:45:07.286543] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-03T20:45:07.286587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-03T20:45:07.297547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-03T20:45:07.297945] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-03T20:45:07.298771] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-03T20:45:07.298829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:07.298868] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:07.298899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:07.298954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:07.355766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:07.356596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:07.356675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:07.356706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:07.478530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:07.478698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:07.478737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:07.478763] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:07.481961] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=8.13%)
[2025-12-03T20:45:07.482214] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-03T20:45:07.482335] [INFO ] [sig       ] MNKD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:07.618864] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MNKD.txt
[2025-12-03T20:45:07.619000] [INFO ] [sig       ] [2012/3516] Completed MNKD in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:07.619039] [INFO ] [sig       ] [2013/3516] Forecasting MNMD...
[2025-12-03T20:45:07.619067] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-03T20:45:07.619103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-03T20:45:07.631146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-03T20:45:07.631452] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-03T20:45:07.632250] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-03T20:45:07.632299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:07.632328] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:07.632354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:07.632408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:07.691910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:07.692721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:07.692798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:07.692829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:07.818107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:07.818268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:07.818306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:07.818334] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:07.822714] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-12-03T20:45:07.823067] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-03T20:45:07.823225] [INFO ] [sig       ] MNMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:07.966604] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MNMD.txt
[2025-12-03T20:45:07.966728] [INFO ] [sig       ] [2013/3516] Completed MNMD in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:07.966764] [INFO ] [sig       ] [2014/3516] Forecasting MNRO...
[2025-12-03T20:45:07.966793] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-03T20:45:07.966821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-03T20:45:07.979001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-03T20:45:07.979255] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-03T20:45:07.980000] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-03T20:45:07.980048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:07.980078] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:07.980104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:07.980159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:08.037168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:08.037791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:08.037868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:08.037900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:08.153637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:08.153760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:08.153796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:08.153822] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:08.156929] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=21.61%)
[2025-12-03T20:45:08.157184] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-03T20:45:08.157301] [INFO ] [sig       ] MNRO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:08.294094] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MNRO.txt
[2025-12-03T20:45:08.294213] [INFO ] [sig       ] [2014/3516] Completed MNRO in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:08.294262] [INFO ] [sig       ] [2015/3516] Forecasting MNSO...
[2025-12-03T20:45:08.294301] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-03T20:45:08.294334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-03T20:45:08.305691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-03T20:45:08.305951] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-03T20:45:08.306697] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-03T20:45:08.306745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:08.306775] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:08.306801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:08.306855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:08.372928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:08.373885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:08.374016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:08.374057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:08.498741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:08.498901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:08.498951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:08.498986] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:08.503368] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=75.09%)
[2025-12-03T20:45:08.503755] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-03T20:45:08.503902] [INFO ] [sig       ] MNSO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:08.642025] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MNSO.txt
[2025-12-03T20:45:08.642152] [INFO ] [sig       ] [2015/3516] Completed MNSO in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:08.642188] [INFO ] [sig       ] [2016/3516] Forecasting MNTK...
[2025-12-03T20:45:08.642216] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-03T20:45:08.642244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-03T20:45:08.653009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-03T20:45:08.653324] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-03T20:45:08.654081] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-03T20:45:08.654130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:08.654160] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:08.654185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:08.654239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:08.712427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:08.713130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:08.713210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:08.713243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:08.826892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:08.827034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:08.827070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:08.827098] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:08.830383] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=50.26%)
[2025-12-03T20:45:08.830663] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-03T20:45:08.830782] [INFO ] [sig       ] MNTK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:08.986931] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MNTK.txt
[2025-12-03T20:45:08.987080] [INFO ] [sig       ] [2016/3516] Completed MNTK in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:08.987117] [INFO ] [sig       ] [2017/3516] Forecasting MNY...
[2025-12-03T20:45:08.987145] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-03T20:45:08.987173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-03T20:45:08.998054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-03T20:45:08.998332] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-03T20:45:08.999087] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-03T20:45:08.999136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:08.999166] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:08.999192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:08.999246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:09.053301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:09.053888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:09.053961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:09.053992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:09.165341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:09.165474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:09.165509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:09.165536] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:09.168844] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-03T20:45:09.169104] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-03T20:45:09.169222] [INFO ] [sig       ] MNY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:09.304061] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MNY.txt
[2025-12-03T20:45:09.304185] [INFO ] [sig       ] [2017/3516] Completed MNY in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:09.304220] [INFO ] [sig       ] [2018/3516] Forecasting MOB...
[2025-12-03T20:45:09.304248] [INFO ] [sig       ] Generating forecast for: MOB
[2025-12-03T20:45:09.304276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'.
[2025-12-03T20:45:09.315215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOB'.
[2025-12-03T20:45:09.315526] [INFO ] [FORECASTER] Starting predict_future for MOB
[2025-12-03T20:45:09.316387] [DEBUG] [LOCAL     ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt
[2025-12-03T20:45:09.316436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:09.316467] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:09.316492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:09.316548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:09.370557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:09.371205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:09.371280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:09.371310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:09.489260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:09.489429] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:45:09.489467] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:09.489496] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:09.492841] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: UP (p=84.52%)
[2025-12-03T20:45:09.493109] [INFO ] [FORECASTER] Completed predict_future for MOB
[2025-12-03T20:45:09.493231] [INFO ] [sig       ] MOB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:09.628844] [INFO ] [LOCAL     ] Saved forecast: MOB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MOB.txt
[2025-12-03T20:45:09.629032] [INFO ] [sig       ] [2018/3516] Completed MOB in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:09.629072] [INFO ] [sig       ] [2019/3516] Forecasting MOD...
[2025-12-03T20:45:09.629102] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-03T20:45:09.629131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-03T20:45:09.640658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-03T20:45:09.640955] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-03T20:45:09.641734] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-03T20:45:09.641783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:09.641814] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:09.641839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:09.641893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:09.698832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:09.699704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:09.699791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:09.699824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:09.829608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:09.829761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:09.829800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:09.829827] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:09.833159] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=92.54%)
[2025-12-03T20:45:09.833425] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-03T20:45:09.833547] [INFO ] [sig       ] MOD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:09.970873] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MOD.txt
[2025-12-03T20:45:09.970998] [INFO ] [sig       ] [2019/3516] Completed MOD in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:09.971036] [INFO ] [sig       ] [2020/3516] Forecasting MODG...
[2025-12-03T20:45:09.971065] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-03T20:45:09.971093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-03T20:45:09.982355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-03T20:45:09.982681] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-03T20:45:09.983437] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-03T20:45:09.983487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:09.983522] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:09.983560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:09.983651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:10.044415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:10.045318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:10.045403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:10.045435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:10.162068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:10.162218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:10.162255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:10.162283] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:10.165492] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-03T20:45:10.165768] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-03T20:45:10.165889] [INFO ] [sig       ] MODG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:10.300882] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MODG.txt
[2025-12-03T20:45:10.301004] [INFO ] [sig       ] [2020/3516] Completed MODG in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:10.301040] [INFO ] [sig       ] [2021/3516] Forecasting MODL...
[2025-12-03T20:45:10.301069] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-03T20:45:10.301096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-03T20:45:10.312285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-03T20:45:10.312546] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-03T20:45:10.313291] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-03T20:45:10.313340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:10.313370] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:10.313395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:10.313449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:10.367803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:10.368476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:10.368552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:10.368600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:10.488078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:10.488229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:10.488263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:10.488291] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:10.491562] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-12-03T20:45:10.491838] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-03T20:45:10.491954] [INFO ] [sig       ] MODL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:10.629210] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MODL.txt
[2025-12-03T20:45:10.629333] [INFO ] [sig       ] [2021/3516] Completed MODL in 0.3s | 2.97 sym/s | Total: 11.3m | ETA: 8.4m
[2025-12-03T20:45:10.629368] [INFO ] [sig       ] [2022/3516] Forecasting MOFG...
[2025-12-03T20:45:10.629396] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-03T20:45:10.629424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-03T20:45:10.640535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-03T20:45:10.640843] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-03T20:45:10.641598] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-03T20:45:10.641662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:10.641717] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:10.641744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:10.641799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:10.698254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:10.699016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:10.699093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:10.699125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:10.815749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:10.815900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:10.815949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:10.815984] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:10.819309] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-12-03T20:45:10.819566] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-03T20:45:10.819705] [INFO ] [sig       ] MOFG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:10.956656] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MOFG.txt
[2025-12-03T20:45:10.956820] [INFO ] [sig       ] [2022/3516] Completed MOFG in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.4m
[2025-12-03T20:45:10.956859] [INFO ] [sig       ] [2023/3516] Forecasting MOGO...
[2025-12-03T20:45:10.956888] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-03T20:45:10.956916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-03T20:45:10.969102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-03T20:45:10.969464] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-03T20:45:10.970237] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-03T20:45:10.970287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:10.970316] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:10.970343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:10.970398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:11.026652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:11.027473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:11.027553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:11.027605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:11.143192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:11.143341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:11.143379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:11.143407] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:11.146678] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=24.32%)
[2025-12-03T20:45:11.146942] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-03T20:45:11.147064] [INFO ] [sig       ] MOGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:11.287394] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MOGO.txt
[2025-12-03T20:45:11.287517] [INFO ] [sig       ] [2023/3516] Completed MOGO in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.4m
[2025-12-03T20:45:11.287553] [INFO ] [sig       ] [2024/3516] Forecasting MOH...
[2025-12-03T20:45:11.287601] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-03T20:45:11.287630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-03T20:45:11.298637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-03T20:45:11.298907] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-03T20:45:11.299656] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-03T20:45:11.299705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:11.299736] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:11.299761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:11.299815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:11.353968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:11.354562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:11.354657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:11.354688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:11.469265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:11.469407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:11.469443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:11.469470] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:11.472880] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=68.31%)
[2025-12-03T20:45:11.473304] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-03T20:45:11.473424] [INFO ] [sig       ] MOH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:11.607438] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MOH.txt
[2025-12-03T20:45:11.607552] [INFO ] [sig       ] [2024/3516] Completed MOH in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.4m
[2025-12-03T20:45:11.607610] [INFO ] [sig       ] [2025/3516] Forecasting MOMO...
[2025-12-03T20:45:11.607639] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-03T20:45:11.607667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-03T20:45:11.632457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-03T20:45:11.632740] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-03T20:45:11.633478] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-03T20:45:11.633526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:11.633556] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:11.633598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:11.633662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:11.688175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:11.688834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:11.688907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:11.688938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:11.811152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:11.811303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:11.811340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:11.811401] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:11.815106] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=76.72%)
[2025-12-03T20:45:11.815390] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-03T20:45:11.815519] [INFO ] [sig       ] MOMO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:11.955760] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MOMO.txt
[2025-12-03T20:45:11.955896] [INFO ] [sig       ] [2025/3516] Completed MOMO in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.4m
[2025-12-03T20:45:11.955939] [INFO ] [sig       ] [2026/3516] Forecasting MORN...
[2025-12-03T20:45:11.955969] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-03T20:45:11.955997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-03T20:45:11.968267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-03T20:45:11.968663] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-03T20:45:11.969419] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-03T20:45:11.969467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:11.969497] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:11.969522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:11.969598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:12.026845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:12.027669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:12.027747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:12.027780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:12.147676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:12.147827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:12.147866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:12.147893] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:12.151256] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=16.10%)
[2025-12-03T20:45:12.151543] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-03T20:45:12.151694] [INFO ] [sig       ] MORN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:12.290997] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MORN.txt
[2025-12-03T20:45:12.291116] [INFO ] [sig       ] [2026/3516] Completed MORN in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.4m
[2025-12-03T20:45:12.291153] [INFO ] [sig       ] [2027/3516] Forecasting MOS...
[2025-12-03T20:45:12.291181] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-03T20:45:12.291210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-03T20:45:12.302126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-03T20:45:12.302380] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-03T20:45:12.303128] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-03T20:45:12.303176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:12.303207] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:12.303235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:12.303292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:12.359377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:12.359971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:12.360049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:12.360092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:12.487199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:12.487355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:12.487393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:12.487420] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:12.490924] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-12-03T20:45:12.491233] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-03T20:45:12.491384] [INFO ] [sig       ] MOS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:12.646520] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MOS.txt
[2025-12-03T20:45:12.646659] [INFO ] [sig       ] [2027/3516] Completed MOS in 0.4s | 2.97 sym/s | Total: 11.4m | ETA: 8.4m
[2025-12-03T20:45:12.646698] [INFO ] [sig       ] [2028/3516] Forecasting MP...
[2025-12-03T20:45:12.646725] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-03T20:45:12.646754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-03T20:45:12.657729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-03T20:45:12.658025] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-03T20:45:12.658803] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-03T20:45:12.658851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:12.658881] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:12.658906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:12.658959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:12.713517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:12.714189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:12.714266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:12.714296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:12.831887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:12.832035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:12.832074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:12.832112] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:12.835450] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2025-12-03T20:45:12.835739] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-03T20:45:12.835860] [INFO ] [sig       ] MP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:12.976682] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MP.txt
[2025-12-03T20:45:12.976848] [INFO ] [sig       ] [2028/3516] Completed MP in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.4m
[2025-12-03T20:45:12.976892] [INFO ] [sig       ] [2029/3516] Forecasting MPA...
[2025-12-03T20:45:12.976921] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-03T20:45:12.976950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-03T20:45:12.987861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-03T20:45:12.988155] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-03T20:45:12.988993] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-03T20:45:12.989054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:12.989094] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:12.989127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:12.989202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:13.044761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:13.045354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:13.045429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:13.045459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:13.151161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:13.151307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:13.151362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:13.151392] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:13.155100] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-12-03T20:45:13.155364] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-03T20:45:13.155484] [INFO ] [sig       ] MPA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:13.294965] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MPA.txt
[2025-12-03T20:45:13.295086] [INFO ] [sig       ] [2029/3516] Completed MPA in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:13.295122] [INFO ] [sig       ] [2030/3516] Forecasting MPAA...
[2025-12-03T20:45:13.295150] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-03T20:45:13.295178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-03T20:45:13.306599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-03T20:45:13.306867] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-03T20:45:13.307600] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-03T20:45:13.307649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:13.307679] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:13.307703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:13.307758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:13.365746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:13.366365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:13.366439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:13.366471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:13.484286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:13.484425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:13.484461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:13.484489] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:13.487764] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-03T20:45:13.488056] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-03T20:45:13.488181] [INFO ] [sig       ] MPAA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:13.628254] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MPAA.txt
[2025-12-03T20:45:13.628374] [INFO ] [sig       ] [2030/3516] Completed MPAA in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:13.628411] [INFO ] [sig       ] [2031/3516] Forecasting MPB...
[2025-12-03T20:45:13.628438] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-03T20:45:13.628465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-03T20:45:13.639610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-03T20:45:13.639896] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-03T20:45:13.640627] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-03T20:45:13.640675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:13.640706] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:13.640732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:13.640791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:13.698216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:13.698988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:13.699099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:13.699146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:13.818117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:13.818271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:13.818309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:13.818336] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:13.821674] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-12-03T20:45:13.821937] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-03T20:45:13.822060] [INFO ] [sig       ] MPB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:13.962856] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MPB.txt
[2025-12-03T20:45:13.962978] [INFO ] [sig       ] [2031/3516] Completed MPB in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:13.963013] [INFO ] [sig       ] [2032/3516] Forecasting MPC...
[2025-12-03T20:45:13.963042] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-03T20:45:13.963070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-03T20:45:13.975332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-03T20:45:13.975710] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-03T20:45:13.976538] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-03T20:45:13.976611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:13.976645] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:13.976681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:13.976737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:14.033402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:14.034241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:14.034354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:14.034387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:14.156533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:14.156712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:14.156753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:14.156781] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:14.160146] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-12-03T20:45:14.160411] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-03T20:45:14.160529] [INFO ] [sig       ] MPC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:14.302020] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MPC.txt
[2025-12-03T20:45:14.302174] [INFO ] [sig       ] [2032/3516] Completed MPC in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:14.302212] [INFO ] [sig       ] [2033/3516] Forecasting MPX...
[2025-12-03T20:45:14.302242] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-03T20:45:14.302271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-03T20:45:14.313441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-03T20:45:14.313784] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-03T20:45:14.314525] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-03T20:45:14.314590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:14.314635] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:14.314662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:14.314717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:14.369683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:14.370347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:14.370423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:14.370454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:14.480640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:14.480790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:14.480826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:14.480854] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:14.484176] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-12-03T20:45:14.484441] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-03T20:45:14.484561] [INFO ] [sig       ] MPX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:14.622182] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MPX.txt
[2025-12-03T20:45:14.622296] [INFO ] [sig       ] [2033/3516] Completed MPX in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:14.622333] [INFO ] [sig       ] [2034/3516] Forecasting MQ...
[2025-12-03T20:45:14.622360] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-03T20:45:14.622388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-03T20:45:14.632876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-03T20:45:14.633148] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-03T20:45:14.633897] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-03T20:45:14.633945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:14.633974] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:14.633999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:14.634053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:14.689235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:14.689997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:14.690075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:14.690105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:14.806226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:14.806355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:14.806391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:14.806419] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:14.809597] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-03T20:45:14.809859] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-03T20:45:14.809975] [INFO ] [sig       ] MQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:14.950319] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MQ.txt
[2025-12-03T20:45:14.950491] [INFO ] [sig       ] [2034/3516] Completed MQ in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:14.950546] [INFO ] [sig       ] [2035/3516] Forecasting MQY...
[2025-12-03T20:45:14.950608] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-03T20:45:14.950651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-03T20:45:14.962867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-03T20:45:14.963238] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-03T20:45:14.964008] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-03T20:45:14.964057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:14.964088] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:14.964114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:14.964167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:15.020659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:15.021487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:15.021570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:15.021624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:15.146472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:15.146640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:15.146680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:15.146709] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:15.150007] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-03T20:45:15.150272] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-03T20:45:15.150392] [INFO ] [sig       ] MQY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:15.289767] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MQY.txt
[2025-12-03T20:45:15.289911] [INFO ] [sig       ] [2035/3516] Completed MQY in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:15.289949] [INFO ] [sig       ] [2036/3516] Forecasting MRAM...
[2025-12-03T20:45:15.289977] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-03T20:45:15.290005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-03T20:45:15.300675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-03T20:45:15.300936] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-03T20:45:15.301671] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-03T20:45:15.301719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:15.301750] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:15.301776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:15.301830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:15.357847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:15.358439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:15.358513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:15.358545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:15.473077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:15.473169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:15.473202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:15.473230] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:15.476184] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-03T20:45:15.476431] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-03T20:45:15.476544] [INFO ] [sig       ] MRAM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:15.618189] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MRAM.txt
[2025-12-03T20:45:15.618302] [INFO ] [sig       ] [2036/3516] Completed MRAM in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:15.618341] [INFO ] [sig       ] [2037/3516] Forecasting MRBK...
[2025-12-03T20:45:15.618369] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-03T20:45:15.618403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-03T20:45:15.630230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-03T20:45:15.630542] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-03T20:45:15.631376] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-03T20:45:15.631425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:15.631455] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:15.631481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:15.631534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:15.688650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:15.689448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:15.689530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:15.689562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:15.809784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:15.809946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:15.809984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:15.810013] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:15.813410] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-03T20:45:15.813703] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-03T20:45:15.813830] [INFO ] [sig       ] MRBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:15.951054] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MRBK.txt
[2025-12-03T20:45:15.951179] [INFO ] [sig       ] [2037/3516] Completed MRBK in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:15.951227] [INFO ] [sig       ] [2038/3516] Forecasting MRCC...
[2025-12-03T20:45:15.951270] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-03T20:45:15.951312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-03T20:45:15.962680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-03T20:45:15.963068] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-03T20:45:15.963851] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-03T20:45:15.963901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:15.963932] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:15.963957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:15.964011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:16.020410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:16.021300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:16.021379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:16.021411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:16.141560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:16.141723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:16.141762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:16.141793] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:16.145065] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=38.48%)
[2025-12-03T20:45:16.145322] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-03T20:45:16.145437] [INFO ] [sig       ] MRCC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:16.284794] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MRCC.txt
[2025-12-03T20:45:16.284902] [INFO ] [sig       ] [2038/3516] Completed MRCC in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:16.284938] [INFO ] [sig       ] [2039/3516] Forecasting MRCY...
[2025-12-03T20:45:16.284966] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-03T20:45:16.284993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-03T20:45:16.295654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-03T20:45:16.295921] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-03T20:45:16.296653] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-03T20:45:16.296701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:16.296759] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:16.296788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:16.296842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:16.351413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:16.352000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:16.352075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:16.352106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:16.473789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:16.473890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:16.473923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:16.473950] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:16.476950] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-03T20:45:16.477199] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-03T20:45:16.477312] [INFO ] [sig       ] MRCY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:16.616724] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MRCY.txt
[2025-12-03T20:45:16.616858] [INFO ] [sig       ] [2039/3516] Completed MRCY in 0.3s | 2.97 sym/s | Total: 11.4m | ETA: 8.3m
[2025-12-03T20:45:16.616895] [INFO ] [sig       ] [2040/3516] Forecasting MREO...
[2025-12-03T20:45:16.616922] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-03T20:45:16.616950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-03T20:45:16.627826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-03T20:45:16.628131] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-03T20:45:16.628892] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-03T20:45:16.628940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:16.628970] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:16.628995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:16.629049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:16.684112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:16.684700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:16.684777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:16.684807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:16.801123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:16.801220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:16.801254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:16.801324] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:16.804320] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-03T20:45:16.804586] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-03T20:45:16.804703] [INFO ] [sig       ] MREO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:16.939214] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MREO.txt
[2025-12-03T20:45:16.939319] [INFO ] [sig       ] [2040/3516] Completed MREO in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.3m
[2025-12-03T20:45:16.939354] [INFO ] [sig       ] [2041/3516] Forecasting MRK...
[2025-12-03T20:45:16.939383] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-03T20:45:16.939410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-03T20:45:16.949999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-03T20:45:16.950244] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-03T20:45:16.950981] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-03T20:45:16.951029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:16.951060] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:16.951085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:16.951139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:17.006103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:17.006802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:17.006876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:17.006907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:17.128361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:17.128472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:17.128505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:17.128531] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:17.131637] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-03T20:45:17.131894] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-03T20:45:17.132011] [INFO ] [sig       ] MRK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:17.268818] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MRK.txt
[2025-12-03T20:45:17.268969] [INFO ] [sig       ] [2041/3516] Completed MRK in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.3m
[2025-12-03T20:45:17.269007] [INFO ] [sig       ] [2042/3516] Forecasting MRM...
[2025-12-03T20:45:17.269034] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-03T20:45:17.269063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-03T20:45:17.280858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-03T20:45:17.281195] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-03T20:45:17.281979] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-03T20:45:17.282030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:17.282061] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:17.282087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:17.282142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:17.338720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:17.339423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:17.339500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:17.339532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:17.468499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:17.468667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:17.468706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:17.468771] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:17.472126] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-03T20:45:17.472393] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-03T20:45:17.472516] [INFO ] [sig       ] MRM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:17.612497] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MRM.txt
[2025-12-03T20:45:17.612645] [INFO ] [sig       ] [2042/3516] Completed MRM in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.3m
[2025-12-03T20:45:17.612687] [INFO ] [sig       ] [2043/3516] Forecasting MRNA...
[2025-12-03T20:45:17.612716] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-03T20:45:17.612745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-03T20:45:17.625683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-03T20:45:17.626065] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-03T20:45:17.626865] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-03T20:45:17.626916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:17.626945] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:17.626970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:17.627024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:17.681785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:17.682676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:17.682756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:17.682787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:17.801318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:17.801488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:17.801527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:17.801554] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:17.804875] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=77.03%)
[2025-12-03T20:45:17.805141] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-03T20:45:17.805269] [INFO ] [sig       ] MRNA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:17.943318] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MRNA.txt
[2025-12-03T20:45:17.943474] [INFO ] [sig       ] [2043/3516] Completed MRNA in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.3m
[2025-12-03T20:45:17.943512] [INFO ] [sig       ] [2044/3516] Forecasting MRSN...
[2025-12-03T20:45:17.943540] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-03T20:45:17.943567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-03T20:45:17.955105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-03T20:45:17.955485] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-03T20:45:17.956277] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-03T20:45:17.956328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:17.956359] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:17.956386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:17.956457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:18.017299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:18.018393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:18.018489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:18.018533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:18.147892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:18.148088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:18.148129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:18.148157] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:18.151750] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=30.04%)
[2025-12-03T20:45:18.152036] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-03T20:45:18.152163] [INFO ] [sig       ] MRSN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:18.296633] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MRSN.txt
[2025-12-03T20:45:18.296783] [INFO ] [sig       ] [2044/3516] Completed MRSN in 0.4s | 2.97 sym/s | Total: 11.5m | ETA: 8.3m
[2025-12-03T20:45:18.296835] [INFO ] [sig       ] [2045/3516] Forecasting MRTN...
[2025-12-03T20:45:18.296870] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-03T20:45:18.296901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-03T20:45:18.309194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-03T20:45:18.309532] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-03T20:45:18.310300] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-03T20:45:18.310349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:18.310379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:18.310403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:18.310456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:18.365946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:18.366787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:18.366865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:18.366897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:18.482380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:18.482534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:18.482587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:18.482618] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:18.485870] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=11.76%)
[2025-12-03T20:45:18.486139] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-03T20:45:18.486257] [INFO ] [sig       ] MRTN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:18.621054] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MRTN.txt
[2025-12-03T20:45:18.621180] [INFO ] [sig       ] [2045/3516] Completed MRTN in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.3m
[2025-12-03T20:45:18.621216] [INFO ] [sig       ] [2046/3516] Forecasting MRUS...
[2025-12-03T20:45:18.621245] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-03T20:45:18.621273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-03T20:45:18.632628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-03T20:45:18.632990] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-03T20:45:18.633764] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-03T20:45:18.633825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:18.633856] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:18.633882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:18.633935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:18.689238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:18.690083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:18.690164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:18.690195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:18.805507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:18.805687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:18.805725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:18.805752] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:18.809047] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-03T20:45:18.809305] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-03T20:45:18.809421] [INFO ] [sig       ] MRUS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:18.947424] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MRUS.txt
[2025-12-03T20:45:18.947549] [INFO ] [sig       ] [2046/3516] Completed MRUS in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.3m
[2025-12-03T20:45:18.947603] [INFO ] [sig       ] [2047/3516] Forecasting MRVI...
[2025-12-03T20:45:18.947633] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-03T20:45:18.947661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-03T20:45:18.959595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-03T20:45:18.959895] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-03T20:45:18.960652] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-03T20:45:18.960701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:18.960730] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:18.960755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:18.960810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:19.016452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:19.017057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:19.017129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:19.017159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:19.139191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:19.139520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:19.139560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:19.139605] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:19.142987] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-03T20:45:19.143244] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-03T20:45:19.143361] [INFO ] [sig       ] MRVI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:19.292650] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MRVI.txt
[2025-12-03T20:45:19.292821] [INFO ] [sig       ] [2047/3516] Completed MRVI in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:19.292860] [INFO ] [sig       ] [2048/3516] Forecasting MRVL...
[2025-12-03T20:45:19.292889] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-03T20:45:19.292918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-03T20:45:19.304455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-03T20:45:19.304763] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-03T20:45:19.305535] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-03T20:45:19.305603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:19.305636] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:19.305661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:19.305716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:19.360271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:19.361170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:19.361253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:19.361284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:19.475824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:19.475989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:19.476028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:19.476055] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:19.479553] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: DOWN (p=20.56%)
[2025-12-03T20:45:19.479901] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-03T20:45:19.480037] [INFO ] [sig       ] MRVL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:19.619173] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MRVL.txt
[2025-12-03T20:45:19.619306] [INFO ] [sig       ] [2048/3516] Completed MRVL in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:19.619342] [INFO ] [sig       ] [2049/3516] Forecasting MRX...
[2025-12-03T20:45:19.619370] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-03T20:45:19.619398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-03T20:45:19.631733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-03T20:45:19.632142] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-03T20:45:19.633028] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-03T20:45:19.633081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:19.633111] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:19.633141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:19.633196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:19.705292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:19.706182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:19.706303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:19.706338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:19.825858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:19.826007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:19.826046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:19.826075] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:19.829520] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: UP (p=58.30%)
[2025-12-03T20:45:19.829810] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-03T20:45:19.829957] [INFO ] [sig       ] MRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:19.970931] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MRX.txt
[2025-12-03T20:45:19.971066] [INFO ] [sig       ] [2049/3516] Completed MRX in 0.4s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:19.971104] [INFO ] [sig       ] [2050/3516] Forecasting MS...
[2025-12-03T20:45:19.971132] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-03T20:45:19.971161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-03T20:45:19.982249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-03T20:45:19.982549] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-03T20:45:19.983297] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-03T20:45:19.983346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:19.983376] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:19.983402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:19.983456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:20.041998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:20.042865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:20.042950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:20.042981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:20.172029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:20.172180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:20.172218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:20.172247] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:20.175480] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=89.83%)
[2025-12-03T20:45:20.175752] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-03T20:45:20.175870] [INFO ] [sig       ] MS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:20.316435] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MS.txt
[2025-12-03T20:45:20.316554] [INFO ] [sig       ] [2050/3516] Completed MS in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:20.316608] [INFO ] [sig       ] [2051/3516] Forecasting MSA...
[2025-12-03T20:45:20.316638] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-03T20:45:20.316666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-03T20:45:20.329088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-03T20:45:20.329412] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-03T20:45:20.330209] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-03T20:45:20.330260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:20.330291] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:20.330318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:20.330375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:20.386354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:20.387021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:20.387100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:20.387131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:20.504959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:20.505093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:20.505130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:20.505156] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:20.508370] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-12-03T20:45:20.508674] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-03T20:45:20.508796] [INFO ] [sig       ] MSA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:20.648845] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MSA.txt
[2025-12-03T20:45:20.648991] [INFO ] [sig       ] [2051/3516] Completed MSA in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:20.649030] [INFO ] [sig       ] [2052/3516] Forecasting MSB...
[2025-12-03T20:45:20.649058] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-03T20:45:20.649086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-03T20:45:20.659953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-03T20:45:20.660223] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-03T20:45:20.660985] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-03T20:45:20.661033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:20.661064] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:20.661089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:20.661143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:20.716346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:20.717008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:20.717082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:20.717113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:20.839835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:20.839987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:20.840025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:20.840053] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:20.843258] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-03T20:45:20.843514] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-03T20:45:20.843647] [INFO ] [sig       ] MSB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:20.982283] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MSB.txt
[2025-12-03T20:45:20.982473] [INFO ] [sig       ] [2052/3516] Completed MSB in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:20.982511] [INFO ] [sig       ] [2053/3516] Forecasting MSBI...
[2025-12-03T20:45:20.982539] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-03T20:45:20.982568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-03T20:45:20.993496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-03T20:45:20.993809] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-03T20:45:20.994536] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-03T20:45:20.994605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:20.994638] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:20.994663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:20.994717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:21.050911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:21.051629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:21.051708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:21.051741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:21.170523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:21.170675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:21.170728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:21.170757] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:21.173943] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2025-12-03T20:45:21.174199] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-03T20:45:21.174314] [INFO ] [sig       ] MSBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:21.310718] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MSBI.txt
[2025-12-03T20:45:21.310833] [INFO ] [sig       ] [2053/3516] Completed MSBI in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:21.310873] [INFO ] [sig       ] [2054/3516] Forecasting MSCI...
[2025-12-03T20:45:21.310902] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-03T20:45:21.310930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-03T20:45:21.322512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-03T20:45:21.322876] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-03T20:45:21.323655] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-03T20:45:21.323704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:21.323735] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:21.323760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:21.323814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:21.378746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:21.379345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:21.379422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:21.379452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:21.497505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:21.497682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:21.497721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:21.497750] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:21.501168] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-03T20:45:21.501446] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-03T20:45:21.501592] [INFO ] [sig       ] MSCI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:21.641586] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MSCI.txt
[2025-12-03T20:45:21.641744] [INFO ] [sig       ] [2054/3516] Completed MSCI in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:21.641781] [INFO ] [sig       ] [2055/3516] Forecasting MSD...
[2025-12-03T20:45:21.641808] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-03T20:45:21.641839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-03T20:45:21.655890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-03T20:45:21.656478] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-03T20:45:21.657423] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-03T20:45:21.657476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:21.657512] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:21.657539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:21.657615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:21.715503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:21.716763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:21.716866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:21.716899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:21.842701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:21.842934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:21.842978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:21.843011] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:21.846994] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=91.46%)
[2025-12-03T20:45:21.847361] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-03T20:45:21.847509] [INFO ] [sig       ] MSD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:21.993962] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MSD.txt
[2025-12-03T20:45:21.994124] [INFO ] [sig       ] [2055/3516] Completed MSD in 0.4s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:21.994163] [INFO ] [sig       ] [2056/3516] Forecasting MSEX...
[2025-12-03T20:45:21.994191] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-03T20:45:21.994218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-03T20:45:22.006147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-03T20:45:22.006526] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-03T20:45:22.007304] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-03T20:45:22.007355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:22.007412] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:22.007438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:22.007493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:22.063209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:22.064090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:22.064175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:22.064208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:22.181993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:22.182150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:22.182187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:22.182214] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:22.185437] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2025-12-03T20:45:22.185713] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-03T20:45:22.185829] [INFO ] [sig       ] MSEX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:22.327405] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MSEX.txt
[2025-12-03T20:45:22.327555] [INFO ] [sig       ] [2056/3516] Completed MSEX in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:22.327611] [INFO ] [sig       ] [2057/3516] Forecasting MSFD...
[2025-12-03T20:45:22.327642] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-03T20:45:22.327670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-03T20:45:22.339476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-03T20:45:22.339823] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-03T20:45:22.340626] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-03T20:45:22.340676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:22.340720] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:22.340747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:22.340803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:22.396766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:22.397691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:22.397773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:22.397805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:22.519530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:22.519718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:22.519758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:22.519784] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:22.523116] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=46.86%)
[2025-12-03T20:45:22.523401] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-03T20:45:22.523530] [INFO ] [sig       ] MSFD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:22.659880] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MSFD.txt
[2025-12-03T20:45:22.660044] [INFO ] [sig       ] [2057/3516] Completed MSFD in 0.3s | 2.97 sym/s | Total: 11.5m | ETA: 8.2m
[2025-12-03T20:45:22.660083] [INFO ] [sig       ] [2058/3516] Forecasting MSFL...
[2025-12-03T20:45:22.660111] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-03T20:45:22.660139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-03T20:45:22.671439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-03T20:45:22.671728] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-03T20:45:22.672501] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-03T20:45:22.672550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:22.672608] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:22.672635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:22.672690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:22.728411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:22.729284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:22.729363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:22.729394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:22.850192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:22.850344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:22.850381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:22.850408] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:22.853666] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2025-12-03T20:45:22.853929] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-03T20:45:22.854046] [INFO ] [sig       ] MSFL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:22.990846] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MSFL.txt
[2025-12-03T20:45:22.991023] [INFO ] [sig       ] [2058/3516] Completed MSFL in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.2m
[2025-12-03T20:45:22.991063] [INFO ] [sig       ] [2059/3516] Forecasting MSGE...
[2025-12-03T20:45:22.991094] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-03T20:45:22.991124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-03T20:45:23.002676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-03T20:45:23.003005] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-03T20:45:23.003816] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-03T20:45:23.003865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:23.003896] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:23.003921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:23.003975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:23.061777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:23.062640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:23.062719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:23.062751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:23.187663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:23.187818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:23.187857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:23.187921] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:23.191410] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-12-03T20:45:23.191708] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-03T20:45:23.191830] [INFO ] [sig       ] MSGE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:23.336189] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MSGE.txt
[2025-12-03T20:45:23.336343] [INFO ] [sig       ] [2059/3516] Completed MSGE in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.2m
[2025-12-03T20:45:23.336384] [INFO ] [sig       ] [2060/3516] Forecasting MSGM...
[2025-12-03T20:45:23.336414] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-03T20:45:23.336444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-03T20:45:23.347918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-03T20:45:23.348382] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-03T20:45:23.349171] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-03T20:45:23.349221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:23.349252] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:23.349277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:23.349330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:23.404441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:23.405306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:23.405398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:23.405430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:23.520460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:23.520638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:23.520680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:23.520709] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:23.524153] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-12-03T20:45:23.524433] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-03T20:45:23.524559] [INFO ] [sig       ] MSGM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:23.669305] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MSGM.txt
[2025-12-03T20:45:23.669465] [INFO ] [sig       ] [2060/3516] Completed MSGM in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.2m
[2025-12-03T20:45:23.669510] [INFO ] [sig       ] [2061/3516] Forecasting MSGS...
[2025-12-03T20:45:23.669539] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-03T20:45:23.669566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-03T20:45:23.681686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-03T20:45:23.682044] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-03T20:45:23.682944] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-03T20:45:23.682995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:23.683026] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:23.683053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:23.683133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:23.742825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:23.743694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:23.743793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:23.743845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:23.864979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:23.865139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:23.865178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:23.865209] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:23.869114] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-12-03T20:45:23.869478] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-03T20:45:23.869658] [INFO ] [sig       ] MSGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:24.013373] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MSGS.txt
[2025-12-03T20:45:24.013512] [INFO ] [sig       ] [2061/3516] Completed MSGS in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.2m
[2025-12-03T20:45:24.013551] [INFO ] [sig       ] [2062/3516] Forecasting MSI...
[2025-12-03T20:45:24.013600] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-03T20:45:24.013632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-03T20:45:24.025118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-03T20:45:24.025407] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-03T20:45:24.026188] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-03T20:45:24.026239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:24.026270] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:24.026296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:24.026352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:24.085205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:24.085958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:24.086054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:24.086095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:24.206332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:24.206493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:24.206533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:24.206561] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:24.209926] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=77.20%)
[2025-12-03T20:45:24.210196] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-03T20:45:24.210336] [INFO ] [sig       ] MSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:24.348200] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MSI.txt
[2025-12-03T20:45:24.348331] [INFO ] [sig       ] [2062/3516] Completed MSI in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.2m
[2025-12-03T20:45:24.348367] [INFO ] [sig       ] [2063/3516] Forecasting MSM...
[2025-12-03T20:45:24.348395] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-03T20:45:24.348423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-03T20:45:24.359218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-03T20:45:24.359488] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-03T20:45:24.360249] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-03T20:45:24.360298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:24.360328] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:24.360353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:24.360406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:24.416743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:24.417479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:24.417559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:24.417611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:24.534564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:24.534743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:24.534793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:24.534829] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:24.538206] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-03T20:45:24.538494] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-03T20:45:24.538637] [INFO ] [sig       ] MSM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:24.680757] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MSM.txt
[2025-12-03T20:45:24.680907] [INFO ] [sig       ] [2063/3516] Completed MSM in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.2m
[2025-12-03T20:45:24.680946] [INFO ] [sig       ] [2064/3516] Forecasting MSTX...
[2025-12-03T20:45:24.680973] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-03T20:45:24.681003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-03T20:45:24.693055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-03T20:45:24.693419] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-03T20:45:24.694189] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-03T20:45:24.694237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:24.694267] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:24.694295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:24.694349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:24.750028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:24.750880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:24.750963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:24.750997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:24.869540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:24.869708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:24.869746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:24.869791] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:24.873004] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-12-03T20:45:24.873271] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-03T20:45:24.873392] [INFO ] [sig       ] MSTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:25.011304] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MSTX.txt
[2025-12-03T20:45:25.011460] [INFO ] [sig       ] [2064/3516] Completed MSTX in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.2m
[2025-12-03T20:45:25.011498] [INFO ] [sig       ] [2065/3516] Forecasting MTB...
[2025-12-03T20:45:25.011527] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-03T20:45:25.011554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-03T20:45:25.023071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-03T20:45:25.023407] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-03T20:45:25.024159] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-03T20:45:25.024207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:25.024236] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:25.024261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:25.024315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:25.080942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:25.081786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:25.081867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:25.081901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:25.201235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:25.201390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:25.201426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:25.201455] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:25.204733] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=33.91%)
[2025-12-03T20:45:25.205005] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-03T20:45:25.205129] [INFO ] [sig       ] MTB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:25.343772] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MTB.txt
[2025-12-03T20:45:25.343921] [INFO ] [sig       ] [2065/3516] Completed MTB in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:25.343958] [INFO ] [sig       ] [2066/3516] Forecasting MTCH...
[2025-12-03T20:45:25.343986] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-03T20:45:25.344015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-03T20:45:25.355215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-03T20:45:25.355592] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-03T20:45:25.356343] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-03T20:45:25.356391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:25.356421] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:25.356448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:25.356502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:25.411970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:25.412803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:25.412931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:25.412965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:25.532834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:25.532988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:25.533028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:25.533063] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:25.536397] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=84.43%)
[2025-12-03T20:45:25.536693] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-03T20:45:25.536817] [INFO ] [sig       ] MTCH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:25.676425] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MTCH.txt
[2025-12-03T20:45:25.676600] [INFO ] [sig       ] [2066/3516] Completed MTCH in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:25.676639] [INFO ] [sig       ] [2067/3516] Forecasting MTD...
[2025-12-03T20:45:25.676666] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-03T20:45:25.676695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-03T20:45:25.688497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-03T20:45:25.688835] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-03T20:45:25.689616] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-03T20:45:25.689673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:25.689703] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:25.689728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:25.689782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:25.745252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:25.746073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:25.746150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:25.746181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:25.871880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:25.872043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:25.872081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:25.872109] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:25.875381] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-03T20:45:25.875667] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-03T20:45:25.875789] [INFO ] [sig       ] MTD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:26.012518] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MTD.txt
[2025-12-03T20:45:26.012686] [INFO ] [sig       ] [2067/3516] Completed MTD in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:26.012724] [INFO ] [sig       ] [2068/3516] Forecasting MTEN...
[2025-12-03T20:45:26.012753] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-12-03T20:45:26.012781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-12-03T20:45:26.023845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-12-03T20:45:26.024185] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-12-03T20:45:26.025025] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-12-03T20:45:26.025075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:26.025105] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:26.025144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:26.025200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:26.082691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:26.083519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:26.083620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:26.083655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:26.204770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:26.204920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:26.204958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:26.204987] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:26.208205] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-03T20:45:26.208460] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-12-03T20:45:26.208594] [INFO ] [sig       ] MTEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:26.345793] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MTEN.txt
[2025-12-03T20:45:26.345897] [INFO ] [sig       ] [2068/3516] Completed MTEN in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:26.345933] [INFO ] [sig       ] [2069/3516] Forecasting MTG...
[2025-12-03T20:45:26.345960] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-03T20:45:26.345987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-03T20:45:26.356554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-03T20:45:26.356842] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-03T20:45:26.357643] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-03T20:45:26.357694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:26.357726] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:26.357752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:26.357806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:26.415025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:26.415620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:26.415695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:26.415725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:26.531565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:26.531687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:26.531720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:26.531747] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:26.534801] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-03T20:45:26.535053] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-03T20:45:26.535168] [INFO ] [sig       ] MTG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:26.682946] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MTG.txt
[2025-12-03T20:45:26.683121] [INFO ] [sig       ] [2069/3516] Completed MTG in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:26.683174] [INFO ] [sig       ] [2070/3516] Forecasting MTH...
[2025-12-03T20:45:26.683215] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-03T20:45:26.683256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-03T20:45:26.693698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-03T20:45:26.693985] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-03T20:45:26.694818] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-03T20:45:26.694868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:26.694900] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:26.694925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:26.694979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:26.760429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:26.761188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:26.761266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:26.761298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:26.876376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:26.876481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:26.876514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:26.876540] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:26.879626] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-03T20:45:26.879884] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-03T20:45:26.879998] [INFO ] [sig       ] MTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:27.016639] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MTH.txt
[2025-12-03T20:45:27.016773] [INFO ] [sig       ] [2070/3516] Completed MTH in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:27.016811] [INFO ] [sig       ] [2071/3516] Forecasting MTLS...
[2025-12-03T20:45:27.016838] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-03T20:45:27.016866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-03T20:45:27.027605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-03T20:45:27.027869] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-03T20:45:27.028651] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-03T20:45:27.028700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:27.028729] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:27.028754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:27.028807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:27.084754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:27.085338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:27.085414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:27.085446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:27.203465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:27.203611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:27.203647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:27.203674] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:27.206824] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-03T20:45:27.207085] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-03T20:45:27.207200] [INFO ] [sig       ] MTLS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:27.343205] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MTLS.txt
[2025-12-03T20:45:27.343312] [INFO ] [sig       ] [2071/3516] Completed MTLS in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:27.343347] [INFO ] [sig       ] [2072/3516] Forecasting MTN...
[2025-12-03T20:45:27.343375] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-03T20:45:27.343409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-03T20:45:27.354328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-03T20:45:27.354621] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-03T20:45:27.355414] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-03T20:45:27.355465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:27.355497] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:27.355522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:27.355606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:27.413340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:27.413962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:27.414037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:27.414068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:27.531016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:27.531128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:27.531162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:27.531191] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:27.534289] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-12-03T20:45:27.534543] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-03T20:45:27.534675] [INFO ] [sig       ] MTN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:27.672412] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MTN.txt
[2025-12-03T20:45:27.672515] [INFO ] [sig       ] [2072/3516] Completed MTN in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:27.672549] [INFO ] [sig       ] [2073/3516] Forecasting MTRN...
[2025-12-03T20:45:27.672595] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-03T20:45:27.672625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-03T20:45:27.683420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-03T20:45:27.683713] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-03T20:45:27.684500] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-03T20:45:27.684549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:27.684642] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:27.684686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:27.684765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:27.742077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:27.742690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:27.742763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:27.742795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:27.863820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:27.863934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:27.863968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:27.863995] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:27.867093] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-03T20:45:27.867348] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-03T20:45:27.867464] [INFO ] [sig       ] MTRN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:28.006261] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MTRN.txt
[2025-12-03T20:45:28.006385] [INFO ] [sig       ] [2073/3516] Completed MTRN in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:28.006421] [INFO ] [sig       ] [2074/3516] Forecasting MTRX...
[2025-12-03T20:45:28.006450] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-03T20:45:28.006478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-03T20:45:28.017596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-03T20:45:28.017870] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-03T20:45:28.018663] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-03T20:45:28.018711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:28.018740] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:28.018765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:28.018818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:28.073147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:28.073737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:28.073810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:28.073840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:28.190608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:28.190728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:28.190765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:28.190792] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:28.194655] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-03T20:45:28.194911] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-03T20:45:28.195027] [INFO ] [sig       ] MTRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:28.329456] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MTRX.txt
[2025-12-03T20:45:28.329559] [INFO ] [sig       ] [2074/3516] Completed MTRX in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:28.329611] [INFO ] [sig       ] [2075/3516] Forecasting MTSI...
[2025-12-03T20:45:28.329641] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-03T20:45:28.329668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-03T20:45:28.340943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-03T20:45:28.341214] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-03T20:45:28.341966] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-03T20:45:28.342014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:28.342044] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:28.342069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:28.342123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:28.396290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:28.396951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:28.397025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:28.397056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:28.514737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:28.514869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:28.514904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:28.514948] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:28.518144] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-03T20:45:28.518397] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-03T20:45:28.518511] [INFO ] [sig       ] MTSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:28.653347] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MTSI.txt
[2025-12-03T20:45:28.653457] [INFO ] [sig       ] [2075/3516] Completed MTSI in 0.3s | 2.97 sym/s | Total: 11.6m | ETA: 8.1m
[2025-12-03T20:45:28.653492] [INFO ] [sig       ] [2076/3516] Forecasting MTX...
[2025-12-03T20:45:28.653519] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-03T20:45:28.653547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-03T20:45:28.664187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-03T20:45:28.664469] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-03T20:45:28.665216] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-03T20:45:28.665264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:28.665295] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:28.665319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:28.665372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:28.723708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:28.724417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:28.724505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:28.724537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:28.836617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:28.836761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:28.836796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:28.836854] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:28.840082] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-03T20:45:28.840343] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-03T20:45:28.840463] [INFO ] [sig       ] MTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:28.990233] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MTX.txt
[2025-12-03T20:45:28.990388] [INFO ] [sig       ] [2076/3516] Completed MTX in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.1m
[2025-12-03T20:45:28.990425] [INFO ] [sig       ] [2077/3516] Forecasting MTZ...
[2025-12-03T20:45:28.990454] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-03T20:45:28.990483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-03T20:45:29.001511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-03T20:45:29.001957] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-03T20:45:29.002977] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-03T20:45:29.003044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:29.003085] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:29.003114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:29.003173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:29.058311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:29.059162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:29.059243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:29.059274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:29.183132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:29.183287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:29.183326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:29.183357] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:29.186689] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-03T20:45:29.186968] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-03T20:45:29.187095] [INFO ] [sig       ] MTZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:29.322835] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MTZ.txt
[2025-12-03T20:45:29.322956] [INFO ] [sig       ] [2077/3516] Completed MTZ in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.1m
[2025-12-03T20:45:29.322994] [INFO ] [sig       ] [2078/3516] Forecasting MUA...
[2025-12-03T20:45:29.323022] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-03T20:45:29.323050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-03T20:45:29.334599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-03T20:45:29.334934] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-03T20:45:29.335739] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-03T20:45:29.335791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:29.335824] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:29.335851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:29.335907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:29.393308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:29.394111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:29.394193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:29.394227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:29.522198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:29.522355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:29.522394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:29.522424] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:29.525936] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2025-12-03T20:45:29.526223] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-03T20:45:29.526350] [INFO ] [sig       ] MUA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:29.671365] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MUA.txt
[2025-12-03T20:45:29.671502] [INFO ] [sig       ] [2078/3516] Completed MUA in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.1m
[2025-12-03T20:45:29.671539] [INFO ] [sig       ] [2079/3516] Forecasting MUC...
[2025-12-03T20:45:29.671566] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-03T20:45:29.671615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-03T20:45:29.682991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-03T20:45:29.683366] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-03T20:45:29.684256] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-03T20:45:29.684308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:29.684339] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:29.684366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:29.684422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:29.743541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:29.744365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:29.744454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:29.744487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:29.864696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:29.864854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:29.864892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:29.864920] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:29.868228] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=10.85%)
[2025-12-03T20:45:29.868509] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-03T20:45:29.868651] [INFO ] [sig       ] MUC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:30.003013] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MUC.txt
[2025-12-03T20:45:30.003165] [INFO ] [sig       ] [2079/3516] Completed MUC in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.1m
[2025-12-03T20:45:30.003204] [INFO ] [sig       ] [2080/3516] Forecasting MUE...
[2025-12-03T20:45:30.003232] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-03T20:45:30.003260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-03T20:45:30.016696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-03T20:45:30.017376] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-03T20:45:30.018388] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-03T20:45:30.018443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:30.018476] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:30.018502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:30.018562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:30.076235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:30.077382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:30.077476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:30.077508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:30.196917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:30.197142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:30.197184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:30.197213] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:30.200900] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-03T20:45:30.201190] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-03T20:45:30.201320] [INFO ] [sig       ] MUE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:30.338518] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MUE.txt
[2025-12-03T20:45:30.338744] [INFO ] [sig       ] [2080/3516] Completed MUE in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.1m
[2025-12-03T20:45:30.338787] [INFO ] [sig       ] [2081/3516] Forecasting MUFG...
[2025-12-03T20:45:30.338817] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-03T20:45:30.338847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-03T20:45:30.352625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-03T20:45:30.353059] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-03T20:45:30.353894] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-03T20:45:30.353958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:30.353991] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:30.354017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:30.354078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:30.411739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:30.412510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:30.412614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:30.412650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:30.541749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:30.541912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:30.541950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:30.541984] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:30.545626] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2025-12-03T20:45:30.545898] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-03T20:45:30.546035] [INFO ] [sig       ] MUFG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:30.689962] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MUFG.txt
[2025-12-03T20:45:30.690149] [INFO ] [sig       ] [2081/3516] Completed MUFG in 0.4s | 2.97 sym/s | Total: 11.7m | ETA: 8.1m
[2025-12-03T20:45:30.690197] [INFO ] [sig       ] [2082/3516] Forecasting MUJ...
[2025-12-03T20:45:30.690227] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-03T20:45:30.690255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-03T20:45:30.702321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-03T20:45:30.702711] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-03T20:45:30.703495] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-03T20:45:30.703544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:30.703592] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:30.703621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:30.703675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:30.758472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:30.759363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:30.759472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:30.759505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:30.876509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:30.876702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:30.876741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:30.876768] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:30.880028] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-03T20:45:30.880298] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-03T20:45:30.880420] [INFO ] [sig       ] MUJ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:31.019055] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MUJ.txt
[2025-12-03T20:45:31.019224] [INFO ] [sig       ] [2082/3516] Completed MUJ in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.1m
[2025-12-03T20:45:31.019261] [INFO ] [sig       ] [2083/3516] Forecasting MURA...
[2025-12-03T20:45:31.019290] [INFO ] [sig       ] Generating forecast for: MURA
[2025-12-03T20:45:31.019319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MURA' from 'https://tdm.silogroup.org/data/derivative_storage/MURA.csv'.
[2025-12-03T20:45:31.030392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MURA'.
[2025-12-03T20:45:31.030768] [INFO ] [FORECASTER] Starting predict_future for MURA
[2025-12-03T20:45:31.031507] [DEBUG] [LOCAL     ] No optimal features file found for MURA: ./output/feature-sets/MURA.txt
[2025-12-03T20:45:31.031555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:31.031604] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:31.031632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:31.031686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:31.087045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:31.087880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:31.088121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:31.088185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:31.208912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:31.209068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:31.209108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:31.209139] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:31.212362] [DEBUG] [FORECASTER] MURA: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-03T20:45:31.212652] [INFO ] [FORECASTER] Completed predict_future for MURA
[2025-12-03T20:45:31.212777] [INFO ] [sig       ] MURA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:31.348436] [INFO ] [LOCAL     ] Saved forecast: MURA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MURA.txt
[2025-12-03T20:45:31.348609] [INFO ] [sig       ] [2083/3516] Completed MURA in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:31.348682] [INFO ] [sig       ] [2084/3516] Forecasting MUSA...
[2025-12-03T20:45:31.348716] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-03T20:45:31.348747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-03T20:45:31.359815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-03T20:45:31.360125] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-03T20:45:31.360888] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-03T20:45:31.360936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:31.360966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:31.360991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:31.361046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:31.415189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:31.416061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:31.416160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:31.416192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:31.534913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:31.535039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:31.535077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:31.535104] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:31.538390] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=55.26%)
[2025-12-03T20:45:31.538672] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-03T20:45:31.538792] [INFO ] [sig       ] MUSA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:31.677902] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MUSA.txt
[2025-12-03T20:45:31.678036] [INFO ] [sig       ] [2084/3516] Completed MUSA in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:31.678091] [INFO ] [sig       ] [2085/3516] Forecasting MUX...
[2025-12-03T20:45:31.678122] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-03T20:45:31.678151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-03T20:45:31.689129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-03T20:45:31.689449] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-03T20:45:31.690244] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-03T20:45:31.690295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:31.690327] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:31.690354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:31.690410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:31.746563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:31.747216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:31.747306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:31.747341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:31.869406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:31.869535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:31.869588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:31.869636] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:31.872896] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=54.04%)
[2025-12-03T20:45:31.873161] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-03T20:45:31.873280] [INFO ] [sig       ] MUX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:32.008841] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MUX.txt
[2025-12-03T20:45:32.008950] [INFO ] [sig       ] [2085/3516] Completed MUX in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:32.008985] [INFO ] [sig       ] [2086/3516] Forecasting MVBF...
[2025-12-03T20:45:32.009013] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-03T20:45:32.009041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-03T20:45:32.019424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-03T20:45:32.019703] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-03T20:45:32.020423] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-03T20:45:32.020470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:32.020500] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:32.020526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:32.020601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:32.075300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:32.075913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:32.075988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:32.076018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:32.188442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:32.188616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:32.188657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:32.188688] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:32.191985] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-03T20:45:32.192257] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-03T20:45:32.192399] [INFO ] [sig       ] MVBF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:32.330237] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MVBF.txt
[2025-12-03T20:45:32.330437] [INFO ] [sig       ] [2086/3516] Completed MVBF in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:32.330483] [INFO ] [sig       ] [2087/3516] Forecasting MVF...
[2025-12-03T20:45:32.330516] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-03T20:45:32.330549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-03T20:45:32.341334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-03T20:45:32.341655] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-03T20:45:32.342409] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-03T20:45:32.342462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:32.342495] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:32.342523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:32.342601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:32.402456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:32.403157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:32.403234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:32.403268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:32.521648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:32.521794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:32.521836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:32.521865] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:32.525105] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-12-03T20:45:32.525375] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-03T20:45:32.525495] [INFO ] [sig       ] MVF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:32.666509] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MVF.txt
[2025-12-03T20:45:32.666643] [INFO ] [sig       ] [2087/3516] Completed MVF in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:32.666682] [INFO ] [sig       ] [2088/3516] Forecasting MVO...
[2025-12-03T20:45:32.666710] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-03T20:45:32.666740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-03T20:45:32.677381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-03T20:45:32.677673] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-03T20:45:32.678468] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-03T20:45:32.678517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:32.678549] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:32.678591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:32.678653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:32.733708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:32.734393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:32.734468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:32.734500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:32.859152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:32.859313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:32.859383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:32.859422] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:32.862757] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=43.32%)
[2025-12-03T20:45:32.863034] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-03T20:45:32.863165] [INFO ] [sig       ] MVO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:33.000791] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MVO.txt
[2025-12-03T20:45:33.000920] [INFO ] [sig       ] [2088/3516] Completed MVO in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:33.000959] [INFO ] [sig       ] [2089/3516] Forecasting MWA...
[2025-12-03T20:45:33.000989] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-03T20:45:33.001021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-03T20:45:33.012076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-03T20:45:33.012380] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-03T20:45:33.013155] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-03T20:45:33.013205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:33.013237] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:33.013264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:33.013324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:33.068966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:33.069557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:33.069652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:33.069685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:33.189912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:33.190059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:33.190096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:33.190129] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:33.193531] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-03T20:45:33.193807] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-03T20:45:33.193922] [INFO ] [sig       ] MWA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:33.329718] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MWA.txt
[2025-12-03T20:45:33.329843] [INFO ] [sig       ] [2089/3516] Completed MWA in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:33.329889] [INFO ] [sig       ] [2090/3516] Forecasting MX...
[2025-12-03T20:45:33.329920] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-03T20:45:33.329950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-03T20:45:33.340942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-03T20:45:33.341245] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-03T20:45:33.342026] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-03T20:45:33.342075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:33.342142] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:33.342171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:33.342227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:33.398342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:33.399056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:33.399144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:33.399177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:33.519191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:33.519346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:33.519383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:33.519412] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:33.522692] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=37.01%)
[2025-12-03T20:45:33.522953] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-03T20:45:33.523073] [INFO ] [sig       ] MX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:33.660054] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MX.txt
[2025-12-03T20:45:33.660200] [INFO ] [sig       ] [2090/3516] Completed MX in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:33.660242] [INFO ] [sig       ] [2091/3516] Forecasting MXF...
[2025-12-03T20:45:33.660270] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-03T20:45:33.660298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-03T20:45:33.672781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-03T20:45:33.673066] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-03T20:45:33.673849] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-03T20:45:33.673897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:33.673927] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:33.673952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:33.674006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:33.730006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:33.730681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:33.730753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:33.730783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:33.849909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:33.850065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:33.850105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:33.850134] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:33.853645] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-12-03T20:45:33.853926] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-03T20:45:33.854053] [INFO ] [sig       ] MXF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:33.995754] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MXF.txt
[2025-12-03T20:45:33.995881] [INFO ] [sig       ] [2091/3516] Completed MXF in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:33.995918] [INFO ] [sig       ] [2092/3516] Forecasting MXL...
[2025-12-03T20:45:33.995947] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-03T20:45:33.995975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-03T20:45:34.008623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-03T20:45:34.008937] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-03T20:45:34.009728] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-03T20:45:34.009779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:34.009822] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:34.009850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:34.009905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:34.065236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:34.065896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:34.065988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:34.066021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:34.186635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:34.186783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:34.186822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:34.186851] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:34.190189] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-03T20:45:34.190459] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-03T20:45:34.190598] [INFO ] [sig       ] MXL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:34.325475] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MXL.txt
[2025-12-03T20:45:34.325632] [INFO ] [sig       ] [2092/3516] Completed MXL in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:34.325672] [INFO ] [sig       ] [2093/3516] Forecasting MYE...
[2025-12-03T20:45:34.325698] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-03T20:45:34.325726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-03T20:45:34.337709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-03T20:45:34.338037] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-03T20:45:34.338827] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-03T20:45:34.338877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:34.338909] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:34.338934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:34.338987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:34.395304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:34.396098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:34.396179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:34.396211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:34.519099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:34.519243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:34.519280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:34.519308] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:34.522667] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-12-03T20:45:34.522929] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-03T20:45:34.523047] [INFO ] [sig       ] MYE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:34.671110] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MYE.txt
[2025-12-03T20:45:34.671270] [INFO ] [sig       ] [2093/3516] Completed MYE in 0.3s | 2.97 sym/s | Total: 11.7m | ETA: 8.0m
[2025-12-03T20:45:34.671309] [INFO ] [sig       ] [2094/3516] Forecasting MYGN...
[2025-12-03T20:45:34.671337] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-03T20:45:34.671366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-03T20:45:34.682971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-03T20:45:34.683321] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-03T20:45:34.684102] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-03T20:45:34.684150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:34.684180] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:34.684210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:34.684265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:34.742281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:34.743234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:34.743334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:34.743366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:34.861675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:34.861834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:34.861872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:34.861899] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:34.865162] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=72.50%)
[2025-12-03T20:45:34.865441] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-03T20:45:34.865564] [INFO ] [sig       ] MYGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:35.054905] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MYGN.txt
[2025-12-03T20:45:35.055052] [INFO ] [sig       ] [2094/3516] Completed MYGN in 0.4s | 2.97 sym/s | Total: 11.8m | ETA: 8.0m
[2025-12-03T20:45:35.055090] [INFO ] [sig       ] [2095/3516] Forecasting MYI...
[2025-12-03T20:45:35.055119] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-03T20:45:35.055148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-03T20:45:35.066669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-03T20:45:35.067025] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-03T20:45:35.067785] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-03T20:45:35.067834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:35.067865] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:35.067890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:35.067944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:35.124238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:35.125076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:35.125154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:35.125187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:35.246070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:35.246226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:35.246263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:35.246292] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:35.249544] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=16.69%)
[2025-12-03T20:45:35.249873] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-03T20:45:35.249997] [INFO ] [sig       ] MYI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:35.391349] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/MYI.txt
[2025-12-03T20:45:35.391473] [INFO ] [sig       ] [2095/3516] Completed MYI in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 8.0m
[2025-12-03T20:45:35.391509] [INFO ] [sig       ] [2096/3516] Forecasting MYN...
[2025-12-03T20:45:35.391538] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-03T20:45:35.391589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-03T20:45:35.403006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-03T20:45:35.403274] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-03T20:45:35.404026] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-03T20:45:35.404075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:35.404105] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:35.404133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:35.404200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:35.459152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:35.459735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:35.459808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:35.459839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:35.581493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:35.581673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:35.581721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:35.581756] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:35.585189] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=75.13%)
[2025-12-03T20:45:35.585471] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-03T20:45:35.585610] [INFO ] [sig       ] MYN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:35.729457] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MYN.txt
[2025-12-03T20:45:35.729613] [INFO ] [sig       ] [2096/3516] Completed MYN in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 8.0m
[2025-12-03T20:45:35.729655] [INFO ] [sig       ] [2097/3516] Forecasting MYRG...
[2025-12-03T20:45:35.729683] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-03T20:45:35.729711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-03T20:45:35.741211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-03T20:45:35.741471] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-03T20:45:35.742220] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-03T20:45:35.742269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:35.742300] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:35.742325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:35.742379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:35.797792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:35.798375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:35.798463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:35.798494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:35.914254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:35.914386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:35.914423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:35.914450] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:35.917639] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=64.41%)
[2025-12-03T20:45:35.917893] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-03T20:45:35.918027] [INFO ] [sig       ] MYRG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:36.054129] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/MYRG.txt
[2025-12-03T20:45:36.054248] [INFO ] [sig       ] [2097/3516] Completed MYRG in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 8.0m
[2025-12-03T20:45:36.054285] [INFO ] [sig       ] [2098/3516] Forecasting NA...
[2025-12-03T20:45:36.054313] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-03T20:45:36.054342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-03T20:45:36.065150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-03T20:45:36.065398] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-03T20:45:36.066138] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-03T20:45:36.066186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:36.066218] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:36.066246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:36.066300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:36.121491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:36.122058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:36.122130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:36.122161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:36.237618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:36.237748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:36.237785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:36.237811] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:36.241184] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-03T20:45:36.241451] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-03T20:45:36.241568] [INFO ] [sig       ] NA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:36.378113] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NA.txt
[2025-12-03T20:45:36.378251] [INFO ] [sig       ] [2098/3516] Completed NA in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 8.0m
[2025-12-03T20:45:36.378295] [INFO ] [sig       ] [2099/3516] Forecasting NAAS...
[2025-12-03T20:45:36.378322] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-03T20:45:36.378351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-03T20:45:36.389289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-03T20:45:36.389617] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-03T20:45:36.390370] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-03T20:45:36.390423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:36.390454] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:36.390479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:36.390534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:36.444951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:36.445754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:36.445830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:36.445862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:36.563436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:36.563604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:36.563644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:36.563671] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:36.566939] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-12-03T20:45:36.567194] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-03T20:45:36.567311] [INFO ] [sig       ] NAAS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:36.711415] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NAAS.txt
[2025-12-03T20:45:36.711566] [INFO ] [sig       ] [2099/3516] Completed NAAS in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 8.0m
[2025-12-03T20:45:36.711625] [INFO ] [sig       ] [2100/3516] Forecasting NABL...
[2025-12-03T20:45:36.711655] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-03T20:45:36.711683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-03T20:45:36.722542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-03T20:45:36.722880] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-03T20:45:36.723627] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-03T20:45:36.723675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:36.723704] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:36.723730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:36.723785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:36.777928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:36.778757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:36.778866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:36.778898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:36.893207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:36.893371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:36.893411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:36.893439] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:36.896810] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=38.64%)
[2025-12-03T20:45:36.897080] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-03T20:45:36.897204] [INFO ] [sig       ] NABL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:37.032455] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NABL.txt
[2025-12-03T20:45:37.032610] [INFO ] [sig       ] [2100/3516] Completed NABL in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:37.032649] [INFO ] [sig       ] [2101/3516] Forecasting NAC...
[2025-12-03T20:45:37.032678] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-03T20:45:37.032706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-03T20:45:37.044875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-03T20:45:37.045176] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-03T20:45:37.045942] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-03T20:45:37.045991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:37.046021] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:37.046047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:37.046101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:37.101353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:37.102203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:37.102287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:37.102319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:37.219986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:37.220145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:37.220182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:37.220211] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:37.223472] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=68.11%)
[2025-12-03T20:45:37.223761] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-03T20:45:37.223883] [INFO ] [sig       ] NAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:37.361781] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NAC.txt
[2025-12-03T20:45:37.361938] [INFO ] [sig       ] [2101/3516] Completed NAC in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:37.361975] [INFO ] [sig       ] [2102/3516] Forecasting NAD...
[2025-12-03T20:45:37.362004] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-03T20:45:37.362032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-03T20:45:37.373781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-03T20:45:37.374147] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-03T20:45:37.374910] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-03T20:45:37.374961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:37.374990] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:37.375015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:37.375068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:37.433378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:37.434350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:37.434430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:37.434463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:37.557333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:37.557483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:37.557521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:37.557547] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:37.560811] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=7.33%)
[2025-12-03T20:45:37.561075] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-03T20:45:37.561193] [INFO ] [sig       ] NAD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:37.701126] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NAD.txt
[2025-12-03T20:45:37.701267] [INFO ] [sig       ] [2102/3516] Completed NAD in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:37.701326] [INFO ] [sig       ] [2103/3516] Forecasting NAMS...
[2025-12-03T20:45:37.701377] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-03T20:45:37.701414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-03T20:45:37.715092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-03T20:45:37.715605] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-03T20:45:37.716495] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-03T20:45:37.716546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:37.716596] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:37.716624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:37.716680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:37.773340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:37.774592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:37.774693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:37.774728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:37.899932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:37.900167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:37.900216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:37.900254] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:37.904263] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=88.27%)
[2025-12-03T20:45:37.904622] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-03T20:45:37.904774] [INFO ] [sig       ] NAMS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:38.057233] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NAMS.txt
[2025-12-03T20:45:38.057479] [INFO ] [sig       ] [2103/3516] Completed NAMS in 0.4s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:38.057521] [INFO ] [sig       ] [2104/3516] Forecasting NATH...
[2025-12-03T20:45:38.057553] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-03T20:45:38.057605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-03T20:45:38.069838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-03T20:45:38.070230] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-03T20:45:38.071257] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-03T20:45:38.071308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:38.071340] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:38.071365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:38.071421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:38.126777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:38.127954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:38.128110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:38.128145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:38.238924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:38.239172] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:45:38.239217] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:38.239245] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:38.243237] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-03T20:45:38.243736] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-03T20:45:38.243907] [INFO ] [sig       ] NATH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:38.391798] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NATH.txt
[2025-12-03T20:45:38.392017] [INFO ] [sig       ] [2104/3516] Completed NATH in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:38.392058] [INFO ] [sig       ] [2105/3516] Forecasting NATL...
[2025-12-03T20:45:38.392088] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-03T20:45:38.392119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-03T20:45:38.405289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-03T20:45:38.405828] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-03T20:45:38.406759] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-03T20:45:38.406826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:38.406859] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:38.406886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:38.406947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:38.462622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:38.463756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:38.463862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:38.463900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:38.589430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:38.589678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:38.589722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:38.589751] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:38.594074] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-03T20:45:38.594403] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-03T20:45:38.594541] [INFO ] [sig       ] NATL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:38.737319] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NATL.txt
[2025-12-03T20:45:38.737499] [INFO ] [sig       ] [2105/3516] Completed NATL in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:38.737539] [INFO ] [sig       ] [2106/3516] Forecasting NAVI...
[2025-12-03T20:45:38.737586] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-03T20:45:38.737623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-03T20:45:38.751259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-03T20:45:38.751748] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-03T20:45:38.752590] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-03T20:45:38.752641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:38.752673] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:38.752699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:38.752754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:38.813371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:38.814372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:38.814475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:38.814529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:38.938184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:38.938351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:38.938390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:38.938418] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:38.941731] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-03T20:45:38.941990] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-03T20:45:38.942111] [INFO ] [sig       ] NAVI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:39.077641] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NAVI.txt
[2025-12-03T20:45:39.077762] [INFO ] [sig       ] [2106/3516] Completed NAVI in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:39.077799] [INFO ] [sig       ] [2107/3516] Forecasting NAZ...
[2025-12-03T20:45:39.077826] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-03T20:45:39.077855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-03T20:45:39.093251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-03T20:45:39.093779] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-03T20:45:39.094620] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-03T20:45:39.094670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:39.094734] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:39.094762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:39.094816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:39.150178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:39.151138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:39.151223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:39.151255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:39.252725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:39.252868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:39.252907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:39.252934] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:39.256275] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-12-03T20:45:39.256536] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-03T20:45:39.256673] [INFO ] [sig       ] NAZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:39.393823] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NAZ.txt
[2025-12-03T20:45:39.393948] [INFO ] [sig       ] [2107/3516] Completed NAZ in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:39.393984] [INFO ] [sig       ] [2108/3516] Forecasting NB...
[2025-12-03T20:45:39.394013] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-03T20:45:39.394041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-03T20:45:39.405402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-03T20:45:39.405702] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-03T20:45:39.406449] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-03T20:45:39.406498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:39.406527] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:39.406552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:39.406629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:39.461626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:39.462204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:39.462295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:39.462331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:39.575897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:39.576040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:39.576076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:39.576104] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:39.579331] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=11.21%)
[2025-12-03T20:45:39.579612] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-03T20:45:39.579736] [INFO ] [sig       ] NB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:39.717297] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NB.txt
[2025-12-03T20:45:39.717463] [INFO ] [sig       ] [2108/3516] Completed NB in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:39.717510] [INFO ] [sig       ] [2109/3516] Forecasting NBB...
[2025-12-03T20:45:39.717540] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-03T20:45:39.717589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-03T20:45:39.730334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-03T20:45:39.730739] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-03T20:45:39.731527] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-03T20:45:39.731597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:39.731632] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:39.731660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:39.731715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:39.789366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:39.790214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:39.790307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:39.790341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:39.914528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:39.914708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:39.914747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:39.914775] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:39.918167] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=77.20%)
[2025-12-03T20:45:39.918449] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-03T20:45:39.918593] [INFO ] [sig       ] NBB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:40.064956] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NBB.txt
[2025-12-03T20:45:40.065134] [INFO ] [sig       ] [2109/3516] Completed NBB in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:40.065192] [INFO ] [sig       ] [2110/3516] Forecasting NBBK...
[2025-12-03T20:45:40.065232] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-03T20:45:40.065262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-03T20:45:40.077162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-03T20:45:40.077543] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-03T20:45:40.078383] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-03T20:45:40.078434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:40.078465] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:40.078490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:40.078545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:40.136860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:40.137707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:40.137790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:40.137822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:40.257339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:40.257497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:40.257534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:40.257560] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:40.261212] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-12-03T20:45:40.261535] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-03T20:45:40.261708] [INFO ] [sig       ] NBBK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:40.397057] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NBBK.txt
[2025-12-03T20:45:40.397179] [INFO ] [sig       ] [2110/3516] Completed NBBK in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:40.397215] [INFO ] [sig       ] [2111/3516] Forecasting NBHC...
[2025-12-03T20:45:40.397244] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-03T20:45:40.397272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-03T20:45:40.408353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-03T20:45:40.408664] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-03T20:45:40.409400] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-03T20:45:40.409449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:40.409480] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:40.409505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:40.409559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:40.463848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:40.464441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:40.464515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:40.464546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:40.578354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:40.578515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:40.578553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:40.578599] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:40.581960] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=90.46%)
[2025-12-03T20:45:40.582246] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-03T20:45:40.582370] [INFO ] [sig       ] NBHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:40.720746] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NBHC.txt
[2025-12-03T20:45:40.720890] [INFO ] [sig       ] [2111/3516] Completed NBHC in 0.3s | 2.97 sym/s | Total: 11.8m | ETA: 7.9m
[2025-12-03T20:45:40.720928] [INFO ] [sig       ] [2112/3516] Forecasting NBIX...
[2025-12-03T20:45:40.720955] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-03T20:45:40.720983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-03T20:45:40.732433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-03T20:45:40.732730] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-03T20:45:40.733468] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-03T20:45:40.733516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:40.733546] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:40.733591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:40.733649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:40.788066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:40.788697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:40.788771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:40.788801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:40.906518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:40.906662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:40.906717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:40.906745] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:40.909881] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-03T20:45:40.910138] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-03T20:45:40.910254] [INFO ] [sig       ] NBIX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:41.044559] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NBIX.txt
[2025-12-03T20:45:41.044692] [INFO ] [sig       ] [2112/3516] Completed NBIX in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.9m
[2025-12-03T20:45:41.044728] [INFO ] [sig       ] [2113/3516] Forecasting NBN...
[2025-12-03T20:45:41.044755] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-03T20:45:41.044783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-03T20:45:41.055663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-03T20:45:41.055945] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-03T20:45:41.056703] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-03T20:45:41.056752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:41.056782] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:41.056808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:41.056862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:41.111905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:41.112495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:41.112570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:41.112622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:41.231899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:41.232048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:41.232086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:41.232113] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:41.235345] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: DOWN (p=32.55%)
[2025-12-03T20:45:41.235618] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-03T20:45:41.235734] [INFO ] [sig       ] NBN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:41.374767] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NBN.txt
[2025-12-03T20:45:41.374880] [INFO ] [sig       ] [2113/3516] Completed NBN in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.9m
[2025-12-03T20:45:41.374916] [INFO ] [sig       ] [2114/3516] Forecasting NBTB...
[2025-12-03T20:45:41.374943] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-03T20:45:41.374970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-03T20:45:41.385867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-03T20:45:41.386152] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-03T20:45:41.386895] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-03T20:45:41.386945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:41.386975] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:41.387001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:41.387055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:41.441834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:41.442434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:41.442508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:41.442538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:41.557888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:41.558033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:41.558078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:41.558105] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:41.561294] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-03T20:45:41.561548] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-03T20:45:41.561687] [INFO ] [sig       ] NBTB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:41.703031] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NBTB.txt
[2025-12-03T20:45:41.703151] [INFO ] [sig       ] [2114/3516] Completed NBTB in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.9m
[2025-12-03T20:45:41.703188] [INFO ] [sig       ] [2115/3516] Forecasting NBXG...
[2025-12-03T20:45:41.703217] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-03T20:45:41.703244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-03T20:45:41.714827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-03T20:45:41.715112] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-03T20:45:41.715885] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-03T20:45:41.715935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:41.715966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:41.715993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:41.716047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:41.774410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:41.775029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:41.775105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:41.775136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:41.892868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:41.892963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:41.892999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:41.893025] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:41.896193] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=30.51%)
[2025-12-03T20:45:41.896452] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-03T20:45:41.896567] [INFO ] [sig       ] NBXG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:42.037407] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NBXG.txt
[2025-12-03T20:45:42.037528] [INFO ] [sig       ] [2115/3516] Completed NBXG in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.9m
[2025-12-03T20:45:42.037565] [INFO ] [sig       ] [2116/3516] Forecasting NC...
[2025-12-03T20:45:42.037612] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-03T20:45:42.037640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-03T20:45:42.048814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-03T20:45:42.049081] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-03T20:45:42.049823] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-03T20:45:42.049872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:42.049913] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:42.049939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:42.049993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:42.106498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:42.107105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:42.107180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:42.107212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:42.211186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:42.211340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:42.211382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:42.211411] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:42.214759] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2025-12-03T20:45:42.215028] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-03T20:45:42.215145] [INFO ] [sig       ] NC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:42.356796] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NC.txt
[2025-12-03T20:45:42.356923] [INFO ] [sig       ] [2116/3516] Completed NC in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.9m
[2025-12-03T20:45:42.356958] [INFO ] [sig       ] [2117/3516] Forecasting NCA...
[2025-12-03T20:45:42.356987] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-03T20:45:42.357014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-03T20:45:42.367832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-03T20:45:42.368171] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-03T20:45:42.368948] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-03T20:45:42.368999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:42.369030] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:42.369058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:42.369114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:42.425662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:42.426505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:42.426642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:42.426678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:42.545013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:42.545163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:42.545203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:42.545230] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:42.548495] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-03T20:45:42.548772] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-03T20:45:42.548890] [INFO ] [sig       ] NCA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:42.691167] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NCA.txt
[2025-12-03T20:45:42.691290] [INFO ] [sig       ] [2117/3516] Completed NCA in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.9m
[2025-12-03T20:45:42.691328] [INFO ] [sig       ] [2118/3516] Forecasting NCLH...
[2025-12-03T20:45:42.691356] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-03T20:45:42.691384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-03T20:45:42.704105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-03T20:45:42.704505] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-03T20:45:42.705313] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-03T20:45:42.705363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:42.705395] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:42.705421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:42.705477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:42.763587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:42.764487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:42.764590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:42.764626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:42.889539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:42.889720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:42.889760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:42.889787] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:42.893239] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-12-03T20:45:42.893527] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-03T20:45:42.893688] [INFO ] [sig       ] NCLH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:43.035319] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NCLH.txt
[2025-12-03T20:45:43.035459] [INFO ] [sig       ] [2118/3516] Completed NCLH in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:43.035496] [INFO ] [sig       ] [2119/3516] Forecasting NCMI...
[2025-12-03T20:45:43.035524] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-03T20:45:43.035551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-03T20:45:43.048327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-03T20:45:43.048722] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-03T20:45:43.049532] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-03T20:45:43.049600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:43.049633] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:43.049658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:43.049713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:43.110122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:43.110972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:43.111059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:43.111092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:43.236861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:43.237015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:43.237053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:43.237082] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:43.240652] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2025-12-03T20:45:43.240929] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-03T20:45:43.241053] [INFO ] [sig       ] NCMI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:43.377978] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NCMI.txt
[2025-12-03T20:45:43.378126] [INFO ] [sig       ] [2119/3516] Completed NCMI in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:43.378163] [INFO ] [sig       ] [2120/3516] Forecasting NCNA...
[2025-12-03T20:45:43.378197] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-03T20:45:43.378225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-03T20:45:43.389876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-03T20:45:43.390202] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-03T20:45:43.390951] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-03T20:45:43.391001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:43.391031] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:43.391057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:43.391110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:43.445467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:43.446147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:43.446223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:43.446254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:43.558805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:43.558964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:43.559002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:43.559029] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:43.562403] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-03T20:45:43.562692] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-03T20:45:43.562812] [INFO ] [sig       ] NCNA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:43.701722] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NCNA.txt
[2025-12-03T20:45:43.701903] [INFO ] [sig       ] [2120/3516] Completed NCNA in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:43.701941] [INFO ] [sig       ] [2121/3516] Forecasting NCNO...
[2025-12-03T20:45:43.701968] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-03T20:45:43.701996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-03T20:45:43.713731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-03T20:45:43.713998] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-03T20:45:43.714757] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-03T20:45:43.714806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:43.714836] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:43.714861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:43.714916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:43.770670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:43.771511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:43.771614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:43.771648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:43.896673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:43.896837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:43.896876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:43.896903] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:43.900249] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-03T20:45:43.900519] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-03T20:45:43.900666] [INFO ] [sig       ] NCNO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:44.038998] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NCNO.txt
[2025-12-03T20:45:44.039158] [INFO ] [sig       ] [2121/3516] Completed NCNO in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:44.039195] [INFO ] [sig       ] [2122/3516] Forecasting NCTY...
[2025-12-03T20:45:44.039223] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-03T20:45:44.039252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-03T20:45:44.051369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-03T20:45:44.051766] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-03T20:45:44.052509] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-03T20:45:44.052558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:44.052607] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:44.052634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:44.052689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:44.107973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:44.108892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:44.108976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:44.109008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:44.233616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:44.233773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:44.233810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:44.233837] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:44.237130] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2025-12-03T20:45:44.237411] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-03T20:45:44.237539] [INFO ] [sig       ] NCTY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:44.376142] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NCTY.txt
[2025-12-03T20:45:44.376282] [INFO ] [sig       ] [2122/3516] Completed NCTY in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:44.376318] [INFO ] [sig       ] [2123/3516] Forecasting NCZ...
[2025-12-03T20:45:44.376345] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-03T20:45:44.376373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-03T20:45:44.388759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-03T20:45:44.389034] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-03T20:45:44.389807] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-03T20:45:44.389856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:44.389887] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:44.389911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:44.389965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:44.445674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:44.446393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:44.446469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:44.446501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:44.563353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:44.563490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:44.563528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:44.563589] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:44.566869] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-12-03T20:45:44.567127] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-03T20:45:44.567244] [INFO ] [sig       ] NCZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:44.713192] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NCZ.txt
[2025-12-03T20:45:44.713332] [INFO ] [sig       ] [2123/3516] Completed NCZ in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:44.713369] [INFO ] [sig       ] [2124/3516] Forecasting NDAQ...
[2025-12-03T20:45:44.713396] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-03T20:45:44.713424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-03T20:45:44.723989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-03T20:45:44.724268] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-03T20:45:44.725009] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-03T20:45:44.725058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:44.725115] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:44.725143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:44.725197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:44.780665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:44.781292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:44.781369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:44.781401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:44.903646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:44.903752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:44.903788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:44.903815] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:44.907031] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=55.04%)
[2025-12-03T20:45:44.907286] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-03T20:45:44.907400] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:45.042547] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NDAQ.txt
[2025-12-03T20:45:45.042684] [INFO ] [sig       ] [2124/3516] Completed NDAQ in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:45.042720] [INFO ] [sig       ] [2125/3516] Forecasting NDMO...
[2025-12-03T20:45:45.042748] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-03T20:45:45.042776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-03T20:45:45.053689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-03T20:45:45.054000] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-03T20:45:45.054770] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-03T20:45:45.054820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:45.054851] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:45.054876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:45.054935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:45.109758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:45.110367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:45.110446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:45.110490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:45.229349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:45.229499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:45.229537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:45.229564] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:45.232804] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-12-03T20:45:45.233061] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-03T20:45:45.233174] [INFO ] [sig       ] NDMO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:45.369839] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NDMO.txt
[2025-12-03T20:45:45.369970] [INFO ] [sig       ] [2125/3516] Completed NDMO in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:45.370005] [INFO ] [sig       ] [2126/3516] Forecasting NDRA...
[2025-12-03T20:45:45.370033] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-03T20:45:45.370061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-03T20:45:45.381404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-03T20:45:45.381697] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-03T20:45:45.382414] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-03T20:45:45.382463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:45.382494] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:45.382519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:45.382592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:45.437526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:45.438193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:45.438275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:45.438310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:45.555096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:45.555233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:45.555269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:45.555296] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:45.558505] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=37.14%)
[2025-12-03T20:45:45.558797] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-03T20:45:45.558916] [INFO ] [sig       ] NDRA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:45.695808] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NDRA.txt
[2025-12-03T20:45:45.695931] [INFO ] [sig       ] [2126/3516] Completed NDRA in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:45.695966] [INFO ] [sig       ] [2127/3516] Forecasting NDSN...
[2025-12-03T20:45:45.695994] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-03T20:45:45.696022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-03T20:45:45.707699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-03T20:45:45.707987] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-03T20:45:45.708805] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-03T20:45:45.708853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:45.708882] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:45.708917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:45.708971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:45.764773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:45.765354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:45.765427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:45.765458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:45.889734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:45.889904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:45.889942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:45.890005] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:45.893385] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-03T20:45:45.893673] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-03T20:45:45.893796] [INFO ] [sig       ] NDSN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:46.028976] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NDSN.txt
[2025-12-03T20:45:46.029094] [INFO ] [sig       ] [2127/3516] Completed NDSN in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:46.029130] [INFO ] [sig       ] [2128/3516] Forecasting NE...
[2025-12-03T20:45:46.029157] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-03T20:45:46.029186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-03T20:45:46.040696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-03T20:45:46.040988] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-03T20:45:46.041775] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-03T20:45:46.041825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:46.041855] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:46.041882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:46.041951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:46.098630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:46.099233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:46.099308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:46.099339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:46.219926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:46.220071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:46.220108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:46.220135] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:46.223388] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=38.82%)
[2025-12-03T20:45:46.223745] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-03T20:45:46.223877] [INFO ] [sig       ] NE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:46.358522] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NE.txt
[2025-12-03T20:45:46.358654] [INFO ] [sig       ] [2128/3516] Completed NE in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:46.358692] [INFO ] [sig       ] [2129/3516] Forecasting NEA...
[2025-12-03T20:45:46.358719] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-03T20:45:46.358747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-03T20:45:46.370020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-03T20:45:46.370296] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-03T20:45:46.371079] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-03T20:45:46.371131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:46.371162] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:46.371187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:46.371243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:46.427053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:46.427692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:46.427767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:46.427799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:46.548672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:46.548802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:46.548838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:46.548867] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:46.552142] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2025-12-03T20:45:46.552406] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-03T20:45:46.552554] [INFO ] [sig       ] NEA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:46.691172] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NEA.txt
[2025-12-03T20:45:46.691303] [INFO ] [sig       ] [2129/3516] Completed NEA in 0.3s | 2.97 sym/s | Total: 11.9m | ETA: 7.8m
[2025-12-03T20:45:46.691340] [INFO ] [sig       ] [2130/3516] Forecasting NECB...
[2025-12-03T20:45:46.691368] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-03T20:45:46.691397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-03T20:45:46.702381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-03T20:45:46.702671] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-03T20:45:46.703400] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-03T20:45:46.703451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:46.703484] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:46.703509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:46.703563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:46.759563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:46.760196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:46.760275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:46.760306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:46.878752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:46.878898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:46.878937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:46.878965] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:46.882222] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=14.00%)
[2025-12-03T20:45:46.882485] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-03T20:45:46.882624] [INFO ] [sig       ] NECB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:47.017964] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NECB.txt
[2025-12-03T20:45:47.018112] [INFO ] [sig       ] [2130/3516] Completed NECB in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.8m
[2025-12-03T20:45:47.018154] [INFO ] [sig       ] [2131/3516] Forecasting NEE...
[2025-12-03T20:45:47.018183] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-03T20:45:47.018220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-03T20:45:47.028742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-03T20:45:47.029029] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-03T20:45:47.029784] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-03T20:45:47.029831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:47.029861] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:47.029887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:47.029941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:47.085006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:47.085599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:47.085674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:47.085704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:47.204132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:47.204294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:47.204334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:47.204363] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:47.207871] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=26.98%)
[2025-12-03T20:45:47.208155] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-03T20:45:47.208282] [INFO ] [sig       ] NEE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:47.344371] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NEE.txt
[2025-12-03T20:45:47.344492] [INFO ] [sig       ] [2131/3516] Completed NEE in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.8m
[2025-12-03T20:45:47.344529] [INFO ] [sig       ] [2132/3516] Forecasting NEGG...
[2025-12-03T20:45:47.344555] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-03T20:45:47.344603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-03T20:45:47.355944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-03T20:45:47.356229] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-03T20:45:47.357079] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-03T20:45:47.357135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:47.357168] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:47.357193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:47.357248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:47.414189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:47.414986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:47.415073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:47.415116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:47.533315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:47.533461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:47.533499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:47.533526] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:47.536921] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=59.03%)
[2025-12-03T20:45:47.537195] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-03T20:45:47.537319] [INFO ] [sig       ] NEGG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:47.694490] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NEGG.txt
[2025-12-03T20:45:47.694654] [INFO ] [sig       ] [2132/3516] Completed NEGG in 0.4s | 2.97 sym/s | Total: 12.0m | ETA: 7.8m
[2025-12-03T20:45:47.694699] [INFO ] [sig       ] [2133/3516] Forecasting NEM...
[2025-12-03T20:45:47.694728] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-03T20:45:47.694759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-03T20:45:47.705928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-03T20:45:47.706235] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-03T20:45:47.707077] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-03T20:45:47.707127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:47.707159] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:47.707188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:47.707268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:47.763888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:47.764621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:47.764700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:47.764732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:47.888535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:47.888660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:47.888704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:47.888735] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:47.892408] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=85.34%)
[2025-12-03T20:45:47.892787] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-03T20:45:47.892935] [INFO ] [sig       ] NEM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:48.030370] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NEM.txt
[2025-12-03T20:45:48.030493] [INFO ] [sig       ] [2133/3516] Completed NEM in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.8m
[2025-12-03T20:45:48.030530] [INFO ] [sig       ] [2134/3516] Forecasting NEO...
[2025-12-03T20:45:48.030557] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-03T20:45:48.030605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-03T20:45:48.041913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-03T20:45:48.042191] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-03T20:45:48.042935] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-03T20:45:48.042984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:48.043013] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:48.043039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:48.043094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:48.098161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:48.098767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:48.098867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:48.098899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:48.215525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:48.215689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:48.215727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:48.215754] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:48.218996] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-03T20:45:48.219251] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-03T20:45:48.219367] [INFO ] [sig       ] NEO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:48.354780] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NEO.txt
[2025-12-03T20:45:48.354899] [INFO ] [sig       ] [2134/3516] Completed NEO in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.8m
[2025-12-03T20:45:48.354936] [INFO ] [sig       ] [2135/3516] Forecasting NEOG...
[2025-12-03T20:45:48.354964] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-03T20:45:48.354992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-03T20:45:48.366020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-03T20:45:48.366288] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-03T20:45:48.367036] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-03T20:45:48.367085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:48.367114] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:48.367140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:48.367195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:48.421672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:48.422250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:48.422325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:48.422355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:48.540233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:48.540375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:48.540411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:48.540438] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:48.543620] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-12-03T20:45:48.543894] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-03T20:45:48.544011] [INFO ] [sig       ] NEOG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:48.679898] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NEOG.txt
[2025-12-03T20:45:48.680024] [INFO ] [sig       ] [2135/3516] Completed NEOG in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.8m
[2025-12-03T20:45:48.680060] [INFO ] [sig       ] [2136/3516] Forecasting NEON...
[2025-12-03T20:45:48.680088] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-03T20:45:48.680116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-03T20:45:48.690846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-03T20:45:48.691121] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-03T20:45:48.691872] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-03T20:45:48.691920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:48.691949] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:48.691974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:48.692028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:48.746920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:48.747482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:48.747555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:48.747604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:48.864551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:48.864735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:48.864773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:48.864801] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:48.868039] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=47.67%)
[2025-12-03T20:45:48.868301] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-03T20:45:48.868421] [INFO ] [sig       ] NEON: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:49.003098] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NEON.txt
[2025-12-03T20:45:49.003219] [INFO ] [sig       ] [2136/3516] Completed NEON in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:49.003254] [INFO ] [sig       ] [2137/3516] Forecasting NEXA...
[2025-12-03T20:45:49.003282] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-03T20:45:49.003310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-03T20:45:49.014187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-03T20:45:49.014465] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-03T20:45:49.015261] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-03T20:45:49.015313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:49.015346] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:49.015373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:49.015429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:49.070192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:49.070783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:49.070855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:49.070885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:49.185233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:49.185373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:49.185411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:49.185438] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:49.188682] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-12-03T20:45:49.188944] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-03T20:45:49.189065] [INFO ] [sig       ] NEXA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:49.323859] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NEXA.txt
[2025-12-03T20:45:49.324044] [INFO ] [sig       ] [2137/3516] Completed NEXA in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:49.324096] [INFO ] [sig       ] [2138/3516] Forecasting NEXN...
[2025-12-03T20:45:49.324136] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-03T20:45:49.324178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-03T20:45:49.334983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-03T20:45:49.335302] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-03T20:45:49.336065] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-03T20:45:49.336113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:49.336143] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:49.336168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:49.336221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:49.390709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:49.391323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:49.391397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:49.391427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:49.510197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:49.510342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:49.510379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:49.510405] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:49.513647] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=66.09%)
[2025-12-03T20:45:49.513902] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-03T20:45:49.514020] [INFO ] [sig       ] NEXN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:49.648514] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NEXN.txt
[2025-12-03T20:45:49.648670] [INFO ] [sig       ] [2138/3516] Completed NEXN in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:49.648708] [INFO ] [sig       ] [2139/3516] Forecasting NFBK...
[2025-12-03T20:45:49.648735] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-03T20:45:49.648763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-03T20:45:49.660556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-03T20:45:49.660886] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-03T20:45:49.661681] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-03T20:45:49.661732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:49.661763] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:49.661790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:49.661845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:49.719618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:49.720379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:49.720457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:49.720490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:49.839394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:49.839558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:49.839618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:49.839648] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:49.843078] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-12-03T20:45:49.843352] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-03T20:45:49.843474] [INFO ] [sig       ] NFBK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:49.990657] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NFBK.txt
[2025-12-03T20:45:49.990787] [INFO ] [sig       ] [2139/3516] Completed NFBK in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:49.990823] [INFO ] [sig       ] [2140/3516] Forecasting NFE...
[2025-12-03T20:45:49.990851] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-03T20:45:49.990879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-03T20:45:50.002998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-03T20:45:50.003289] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-03T20:45:50.004068] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-03T20:45:50.004129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:50.004162] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:50.004189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:50.004244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:50.062728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:50.063348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:50.063426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:50.063458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:50.189060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:50.189203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:50.189242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:50.189272] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:50.192756] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-03T20:45:50.193036] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-03T20:45:50.193189] [INFO ] [sig       ] NFE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:50.340015] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NFE.txt
[2025-12-03T20:45:50.340170] [INFO ] [sig       ] [2140/3516] Completed NFE in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:50.340214] [INFO ] [sig       ] [2141/3516] Forecasting NFG...
[2025-12-03T20:45:50.340245] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-03T20:45:50.340274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-03T20:45:50.352156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-03T20:45:50.352461] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-03T20:45:50.353278] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-03T20:45:50.353329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:50.353387] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:50.353415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:50.353491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:50.410399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:50.411104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:50.411179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:50.411210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:50.529364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:50.529522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:50.529559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:50.529608] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:50.532914] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-12-03T20:45:50.533205] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-03T20:45:50.533330] [INFO ] [sig       ] NFG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:50.678065] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NFG.txt
[2025-12-03T20:45:50.678214] [INFO ] [sig       ] [2141/3516] Completed NFG in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:50.678254] [INFO ] [sig       ] [2142/3516] Forecasting NFJ...
[2025-12-03T20:45:50.678282] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-03T20:45:50.678311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-03T20:45:50.690489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-03T20:45:50.690870] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-03T20:45:50.691724] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-03T20:45:50.691775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:50.691806] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:50.691832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:50.691888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:50.754142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:50.754932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:50.755011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:50.755044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:50.877455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:50.877652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:50.877693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:50.877719] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:50.881137] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=24.79%)
[2025-12-03T20:45:50.881432] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-03T20:45:50.881558] [INFO ] [sig       ] NFJ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:51.018906] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NFJ.txt
[2025-12-03T20:45:51.019064] [INFO ] [sig       ] [2142/3516] Completed NFJ in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:51.019101] [INFO ] [sig       ] [2143/3516] Forecasting NFLX...
[2025-12-03T20:45:51.019129] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-03T20:45:51.019157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-03T20:45:51.031347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-03T20:45:51.031738] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-03T20:45:51.032484] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-03T20:45:51.032532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:51.032563] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:51.032606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:51.032661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:51.087517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:51.088544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:51.088653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:51.088685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:51.211353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:51.211509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:51.211550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:51.211606] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:51.214872] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=88.53%)
[2025-12-03T20:45:51.215133] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-03T20:45:51.215250] [INFO ] [sig       ] NFLX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:51.351881] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NFLX.txt
[2025-12-03T20:45:51.352034] [INFO ] [sig       ] [2143/3516] Completed NFLX in 0.3s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:51.352079] [INFO ] [sig       ] [2144/3516] Forecasting NFTY...
[2025-12-03T20:45:51.352111] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-03T20:45:51.352141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-03T20:45:51.363942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-03T20:45:51.364327] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-03T20:45:51.365111] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-03T20:45:51.365161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:51.365192] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:51.365218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:51.365274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:51.425655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:51.426783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:51.426898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:51.426951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:51.563022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:51.563181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:51.563219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:51.563283] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:51.566746] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-03T20:45:51.567061] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-03T20:45:51.567193] [INFO ] [sig       ] NFTY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:51.714188] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NFTY.txt
[2025-12-03T20:45:51.714361] [INFO ] [sig       ] [2144/3516] Completed NFTY in 0.4s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:51.714399] [INFO ] [sig       ] [2145/3516] Forecasting NGG...
[2025-12-03T20:45:51.714429] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-03T20:45:51.714457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-03T20:45:51.731172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-03T20:45:51.731888] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-03T20:45:51.732995] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-03T20:45:51.733062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:51.733103] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:51.733139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:51.733213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:51.817783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:51.818927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:51.819038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:51.819079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:51.984512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:51.984726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:51.984778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:51.984812] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:51.989910] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-03T20:45:51.990457] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-03T20:45:51.990730] [INFO ] [sig       ] NGG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:52.162039] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NGG.txt
[2025-12-03T20:45:52.162291] [INFO ] [sig       ] [2145/3516] Completed NGG in 0.4s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:52.162358] [INFO ] [sig       ] [2146/3516] Forecasting NGL...
[2025-12-03T20:45:52.162410] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-03T20:45:52.162459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-03T20:45:52.176875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-03T20:45:52.177399] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-03T20:45:52.178355] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-03T20:45:52.178407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:52.178439] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:52.178466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:52.178524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:52.238799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:52.239842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:52.239942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:52.239974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:52.403015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:52.403190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:52.403250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:52.403292] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:52.406978] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=31.46%)
[2025-12-03T20:45:52.407352] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-03T20:45:52.407522] [INFO ] [sig       ] NGL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:52.563238] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NGL.txt
[2025-12-03T20:45:52.563434] [INFO ] [sig       ] [2146/3516] Completed NGL in 0.4s | 2.97 sym/s | Total: 12.0m | ETA: 7.7m
[2025-12-03T20:45:52.563487] [INFO ] [sig       ] [2147/3516] Forecasting NGNE...
[2025-12-03T20:45:52.563533] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-03T20:45:52.563595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-03T20:45:52.577271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-03T20:45:52.577726] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-03T20:45:52.578706] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-03T20:45:52.578765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:52.578803] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:52.578838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:52.578911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:52.640636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:52.641527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:52.641640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:52.641674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:52.767565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:52.767745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:52.767803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:52.767831] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:52.771562] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-03T20:45:52.771981] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-03T20:45:52.772129] [INFO ] [sig       ] NGNE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:52.923937] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NGNE.txt
[2025-12-03T20:45:52.924105] [INFO ] [sig       ] [2147/3516] Completed NGNE in 0.4s | 2.97 sym/s | Total: 12.1m | ETA: 7.7m
[2025-12-03T20:45:52.924145] [INFO ] [sig       ] [2148/3516] Forecasting NGS...
[2025-12-03T20:45:52.924172] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-03T20:45:52.924219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-03T20:45:52.938568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-03T20:45:52.939033] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-03T20:45:52.939976] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-03T20:45:52.940035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:52.940067] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:52.940092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:52.940147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:53.005054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:53.006041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:53.006133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:53.006166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:53.137376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:53.137536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:53.137594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:53.137627] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:53.141475] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=59.22%)
[2025-12-03T20:45:53.141881] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-03T20:45:53.142065] [INFO ] [sig       ] NGS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:53.290954] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NGS.txt
[2025-12-03T20:45:53.291100] [INFO ] [sig       ] [2148/3516] Completed NGS in 0.4s | 2.97 sym/s | Total: 12.1m | ETA: 7.7m
[2025-12-03T20:45:53.291138] [INFO ] [sig       ] [2149/3516] Forecasting NGVC...
[2025-12-03T20:45:53.291168] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-03T20:45:53.291196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-03T20:45:53.302496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-03T20:45:53.302837] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-03T20:45:53.303623] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-03T20:45:53.303673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:53.303705] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:53.303732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:53.303788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:53.361922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:53.362760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:53.362854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:53.362887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:53.485942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:53.486096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:53.486138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:53.486166] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:53.489715] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=75.77%)
[2025-12-03T20:45:53.489987] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-03T20:45:53.490114] [INFO ] [sig       ] NGVC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:53.633737] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NGVC.txt
[2025-12-03T20:45:53.633886] [INFO ] [sig       ] [2149/3516] Completed NGVC in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.7m
[2025-12-03T20:45:53.633925] [INFO ] [sig       ] [2150/3516] Forecasting NHI...
[2025-12-03T20:45:53.633955] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-03T20:45:53.633994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-03T20:45:53.646141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-03T20:45:53.646533] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-03T20:45:53.647429] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-03T20:45:53.647482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:53.647514] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:53.647541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:53.647633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:53.710464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:53.711304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:53.711386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:53.711420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:53.831446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:53.831606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:53.831644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:53.831671] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:53.834904] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-12-03T20:45:53.835171] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-03T20:45:53.835290] [INFO ] [sig       ] NHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:53.974381] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NHI.txt
[2025-12-03T20:45:53.974513] [INFO ] [sig       ] [2150/3516] Completed NHI in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.7m
[2025-12-03T20:45:53.974550] [INFO ] [sig       ] [2151/3516] Forecasting NHTC...
[2025-12-03T20:45:53.974596] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-03T20:45:53.974628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-03T20:45:53.985195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-03T20:45:53.985527] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-03T20:45:53.986330] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-03T20:45:53.986382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:53.986425] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:53.986454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:53.986510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:54.044077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:54.044910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:54.045020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:54.045054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:54.152838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:54.152976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:54.153012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:54.153039] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:54.156236] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2025-12-03T20:45:54.156493] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-03T20:45:54.156628] [INFO ] [sig       ] NHTC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:54.291543] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NHTC.txt
[2025-12-03T20:45:54.291682] [INFO ] [sig       ] [2151/3516] Completed NHTC in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.7m
[2025-12-03T20:45:54.291720] [INFO ] [sig       ] [2152/3516] Forecasting NI...
[2025-12-03T20:45:54.291748] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-03T20:45:54.291776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-03T20:45:54.303233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-03T20:45:54.303500] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-03T20:45:54.304245] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-03T20:45:54.304294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:54.304324] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:54.304350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:54.304404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:54.359406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:54.360007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:54.360082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:54.360114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:54.480408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:54.480536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:54.480587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:54.480618] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:54.483756] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=47.32%)
[2025-12-03T20:45:54.484009] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-03T20:45:54.484126] [INFO ] [sig       ] NI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:54.619802] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NI.txt
[2025-12-03T20:45:54.619946] [INFO ] [sig       ] [2152/3516] Completed NI in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.7m
[2025-12-03T20:45:54.619983] [INFO ] [sig       ] [2153/3516] Forecasting NIC...
[2025-12-03T20:45:54.620012] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-03T20:45:54.620040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-03T20:45:54.631361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-03T20:45:54.631655] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-03T20:45:54.632426] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-03T20:45:54.632475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:54.632505] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:54.632530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:54.632607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:54.688220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:54.689054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:54.689134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:54.689166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:54.806252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:54.806397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:54.806434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:54.806461] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:54.809699] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-03T20:45:54.809958] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-03T20:45:54.810074] [INFO ] [sig       ] NIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:54.944928] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NIC.txt
[2025-12-03T20:45:54.945041] [INFO ] [sig       ] [2153/3516] Completed NIC in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.7m
[2025-12-03T20:45:54.945077] [INFO ] [sig       ] [2154/3516] Forecasting NICE...
[2025-12-03T20:45:54.945104] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-03T20:45:54.945131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-03T20:45:54.956402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-03T20:45:54.956710] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-03T20:45:54.957501] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-03T20:45:54.957551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:54.957608] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:54.957640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:54.957696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:55.014969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:55.015568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:55.015659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:55.015692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:55.138642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:55.138765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:55.138801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:55.138829] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:55.142080] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-12-03T20:45:55.142346] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-03T20:45:55.142467] [INFO ] [sig       ] NICE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:55.281179] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NICE.txt
[2025-12-03T20:45:55.281333] [INFO ] [sig       ] [2154/3516] Completed NICE in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:55.281371] [INFO ] [sig       ] [2155/3516] Forecasting NIE...
[2025-12-03T20:45:55.281400] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-03T20:45:55.281435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-03T20:45:55.292397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-03T20:45:55.292750] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-03T20:45:55.293610] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-03T20:45:55.293661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:55.293697] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:55.293724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:55.293779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:55.350726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:55.351392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:55.351471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:55.351503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:55.467905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:55.468042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:55.468078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:55.468105] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:55.471171] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2025-12-03T20:45:55.471426] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-03T20:45:55.471540] [INFO ] [sig       ] NIE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:55.606753] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NIE.txt
[2025-12-03T20:45:55.606878] [INFO ] [sig       ] [2155/3516] Completed NIE in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:55.606914] [INFO ] [sig       ] [2156/3516] Forecasting NIKL...
[2025-12-03T20:45:55.606942] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-03T20:45:55.606969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-03T20:45:55.617804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-03T20:45:55.618114] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-03T20:45:55.618899] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-03T20:45:55.618949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:55.618980] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:55.619007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:55.619063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:55.675378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:55.676000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:55.676075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:55.676108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:55.786024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:55.786177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:55.786215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:55.786242] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:55.789565] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=2.25%)
[2025-12-03T20:45:55.789847] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-03T20:45:55.789965] [INFO ] [sig       ] NIKL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:55.925481] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NIKL.txt
[2025-12-03T20:45:55.925626] [INFO ] [sig       ] [2156/3516] Completed NIKL in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:55.925665] [INFO ] [sig       ] [2157/3516] Forecasting NIM...
[2025-12-03T20:45:55.925693] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-03T20:45:55.925722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-03T20:45:55.936249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-03T20:45:55.936543] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-03T20:45:55.937299] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-03T20:45:55.937348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:55.937378] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:55.937404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:55.937457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:55.994306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:55.994932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:55.995006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:55.995038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:56.098216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:56.098359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:56.098397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:56.098425] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:56.101638] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-03T20:45:56.101896] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-03T20:45:56.102014] [INFO ] [sig       ] NIM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:56.237297] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NIM.txt
[2025-12-03T20:45:56.237423] [INFO ] [sig       ] [2157/3516] Completed NIM in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:56.237460] [INFO ] [sig       ] [2158/3516] Forecasting NIO...
[2025-12-03T20:45:56.237488] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-03T20:45:56.237516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-03T20:45:56.248374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-03T20:45:56.248694] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-03T20:45:56.249420] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-03T20:45:56.249469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:56.249526] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:56.249553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:56.249624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:56.304981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:56.305769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:56.305850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:56.305883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:56.423260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:56.423403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:56.423440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:56.423467] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:56.426738] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-03T20:45:56.426998] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-03T20:45:56.427116] [INFO ] [sig       ] NIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:56.563101] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NIO.txt
[2025-12-03T20:45:56.563219] [INFO ] [sig       ] [2158/3516] Completed NIO in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:56.563256] [INFO ] [sig       ] [2159/3516] Forecasting NIPG...
[2025-12-03T20:45:56.563282] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-03T20:45:56.563317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-03T20:45:56.573879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-03T20:45:56.574192] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-03T20:45:56.575008] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-03T20:45:56.575059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:56.575090] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:56.575115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:56.575170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:56.631860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:56.632637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:56.632714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:56.632747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:56.743997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:56.744139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:56.744175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:56.744202] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:56.747427] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=24.26%)
[2025-12-03T20:45:56.747703] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-03T20:45:56.747819] [INFO ] [sig       ] NIPG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:56.889696] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NIPG.txt
[2025-12-03T20:45:56.889844] [INFO ] [sig       ] [2159/3516] Completed NIPG in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:56.889879] [INFO ] [sig       ] [2160/3516] Forecasting NISN...
[2025-12-03T20:45:56.889908] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-03T20:45:56.889936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-03T20:45:56.900920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-03T20:45:56.901228] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-03T20:45:56.902040] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-03T20:45:56.902092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:56.902124] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:56.902150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:56.902206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:56.959154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:56.959955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:56.960034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:56.960066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:57.071141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:57.071275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:57.071311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:57.071338] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:57.074549] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-03T20:45:57.074856] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-03T20:45:57.074973] [INFO ] [sig       ] NISN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:57.212136] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NISN.txt
[2025-12-03T20:45:57.212259] [INFO ] [sig       ] [2160/3516] Completed NISN in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:57.212295] [INFO ] [sig       ] [2161/3516] Forecasting NITO...
[2025-12-03T20:45:57.212322] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-03T20:45:57.212351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-03T20:45:57.223293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-03T20:45:57.223626] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-03T20:45:57.224348] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-03T20:45:57.224397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:57.224427] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:57.224452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:57.224506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:57.279825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:57.280500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:57.280593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:57.280627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:57.394977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:57.395123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:57.395160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:57.395227] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:57.398626] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=22.27%)
[2025-12-03T20:45:57.398900] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-03T20:45:57.399021] [INFO ] [sig       ] NITO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:57.535554] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NITO.txt
[2025-12-03T20:45:57.535703] [INFO ] [sig       ] [2161/3516] Completed NITO in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:57.535748] [INFO ] [sig       ] [2162/3516] Forecasting NKSH...
[2025-12-03T20:45:57.535782] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-03T20:45:57.535817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-03T20:45:57.546404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-03T20:45:57.546684] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-03T20:45:57.547529] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-03T20:45:57.547602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:57.547636] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:57.547661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:57.547727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:57.606074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:57.606814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:57.606890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:57.606920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:57.706356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:57.706517] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:45:57.706555] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:57.706602] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:57.709863] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-12-03T20:45:57.710127] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-03T20:45:57.710247] [INFO ] [sig       ] NKSH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:57.848886] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NKSH.txt
[2025-12-03T20:45:57.849036] [INFO ] [sig       ] [2162/3516] Completed NKSH in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:57.849075] [INFO ] [sig       ] [2163/3516] Forecasting NKTX...
[2025-12-03T20:45:57.849103] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-03T20:45:57.849130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-03T20:45:57.860141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-03T20:45:57.860418] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-03T20:45:57.861169] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-03T20:45:57.861219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:57.861250] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:57.861275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:57.861329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:57.915819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:57.916390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:57.916464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:57.916494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:58.029195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:58.029309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:58.029343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:58.029370] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:58.032444] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=46.08%)
[2025-12-03T20:45:58.032719] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-03T20:45:58.032835] [INFO ] [sig       ] NKTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:58.167301] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NKTX.txt
[2025-12-03T20:45:58.167431] [INFO ] [sig       ] [2163/3516] Completed NKTX in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:58.167468] [INFO ] [sig       ] [2164/3516] Forecasting NKX...
[2025-12-03T20:45:58.167495] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-03T20:45:58.167525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-03T20:45:58.178680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-03T20:45:58.178945] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-03T20:45:58.179696] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-03T20:45:58.179753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:58.179784] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:58.179809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:58.179863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:58.234523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:58.235101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:58.235175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:58.235205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:58.352177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:58.352343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:58.352380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:58.352406] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:58.355631] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=80.99%)
[2025-12-03T20:45:58.355891] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-03T20:45:58.356007] [INFO ] [sig       ] NKX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:58.492769] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NKX.txt
[2025-12-03T20:45:58.492918] [INFO ] [sig       ] [2164/3516] Completed NKX in 0.3s | 2.97 sym/s | Total: 12.1m | ETA: 7.6m
[2025-12-03T20:45:58.492956] [INFO ] [sig       ] [2165/3516] Forecasting NLOP...
[2025-12-03T20:45:58.492984] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-03T20:45:58.493011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-03T20:45:58.507150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-03T20:45:58.507590] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-03T20:45:58.508659] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-03T20:45:58.508724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:58.508777] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:58.508818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:58.508904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:58.567309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:58.568373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:58.568452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:58.568483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:58.681396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:58.681541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:58.681595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:58.681625] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:58.684853] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-03T20:45:58.685113] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-03T20:45:58.685228] [INFO ] [sig       ] NLOP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:58.820744] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NLOP.txt
[2025-12-03T20:45:58.820870] [INFO ] [sig       ] [2165/3516] Completed NLOP in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.6m
[2025-12-03T20:45:58.820906] [INFO ] [sig       ] [2166/3516] Forecasting NLY...
[2025-12-03T20:45:58.820934] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-03T20:45:58.820963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-03T20:45:58.832278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-03T20:45:58.832550] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-03T20:45:58.833371] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-03T20:45:58.833419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:58.833450] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:58.833475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:58.833529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:58.888768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:58.889455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:58.889529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:58.889560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:59.008070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:59.008214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:59.008251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:59.008279] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:59.011485] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-03T20:45:59.011756] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-03T20:45:59.011871] [INFO ] [sig       ] NLY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:59.148939] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NLY.txt
[2025-12-03T20:45:59.149121] [INFO ] [sig       ] [2166/3516] Completed NLY in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.6m
[2025-12-03T20:45:59.149169] [INFO ] [sig       ] [2167/3516] Forecasting NMAI...
[2025-12-03T20:45:59.149210] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-03T20:45:59.149245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-03T20:45:59.161695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-03T20:45:59.162048] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-03T20:45:59.162805] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-03T20:45:59.162852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:59.162882] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:59.162907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:59.162962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:59.222422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:59.223269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:59.223348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:59.223380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:59.341849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:59.341980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:59.342017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:59.342043] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:59.345326] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-12-03T20:45:59.345598] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-03T20:45:59.345716] [INFO ] [sig       ] NMAI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:45:59.481306] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NMAI.txt
[2025-12-03T20:45:59.481429] [INFO ] [sig       ] [2167/3516] Completed NMAI in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.6m
[2025-12-03T20:45:59.481466] [INFO ] [sig       ] [2168/3516] Forecasting NMCO...
[2025-12-03T20:45:59.481493] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-03T20:45:59.481522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-03T20:45:59.492657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-03T20:45:59.492934] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-03T20:45:59.493695] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-03T20:45:59.493743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:59.493776] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:59.493803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:59.493858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:59.548878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:59.549540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:59.549661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:59.549694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:59.667909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:59.668081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:59.668120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:59.668147] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:45:59.671419] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-03T20:45:59.671696] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-03T20:45:59.671835] [INFO ] [sig       ] NMCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:45:59.811411] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NMCO.txt
[2025-12-03T20:45:59.811556] [INFO ] [sig       ] [2168/3516] Completed NMCO in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.6m
[2025-12-03T20:45:59.811613] [INFO ] [sig       ] [2169/3516] Forecasting NMFC...
[2025-12-03T20:45:59.811642] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-03T20:45:59.811670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-03T20:45:59.823214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-03T20:45:59.823524] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-03T20:45:59.824302] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-03T20:45:59.824351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:45:59.824381] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:45:59.824407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:45:59.824461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:45:59.879935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:45:59.880627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:45:59.880702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:45:59.880734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:45:59.998661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:45:59.998818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:45:59.998855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:45:59.998883] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:00.002135] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-12-03T20:46:00.002419] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-03T20:46:00.002539] [INFO ] [sig       ] NMFC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:00.137053] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NMFC.txt
[2025-12-03T20:46:00.137182] [INFO ] [sig       ] [2169/3516] Completed NMFC in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.6m
[2025-12-03T20:46:00.137219] [INFO ] [sig       ] [2170/3516] Forecasting NMG...
[2025-12-03T20:46:00.137247] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-03T20:46:00.137276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-03T20:46:00.149002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-03T20:46:00.149389] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-03T20:46:00.150189] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-03T20:46:00.150238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:00.150268] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:00.150294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:00.150347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:00.205964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:00.206822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:00.206904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:00.206935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:00.325272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:00.325430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:00.325468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:00.325496] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:00.328932] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-03T20:46:00.329218] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-03T20:46:00.329341] [INFO ] [sig       ] NMG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:00.469063] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NMG.txt
[2025-12-03T20:46:00.469223] [INFO ] [sig       ] [2170/3516] Completed NMG in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.6m
[2025-12-03T20:46:00.469260] [INFO ] [sig       ] [2171/3516] Forecasting NMI...
[2025-12-03T20:46:00.469290] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-03T20:46:00.469318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-03T20:46:00.480652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-03T20:46:00.481026] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-03T20:46:00.481858] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-03T20:46:00.481918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:00.481957] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:00.481987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:00.482043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:00.539232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:00.540115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:00.540199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:00.540231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:00.649348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:00.649520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:00.649561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:00.649611] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:00.652969] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-03T20:46:00.653241] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-03T20:46:00.653364] [INFO ] [sig       ] NMI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:00.795248] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NMI.txt
[2025-12-03T20:46:00.795428] [INFO ] [sig       ] [2171/3516] Completed NMI in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:00.795465] [INFO ] [sig       ] [2172/3516] Forecasting NMIH...
[2025-12-03T20:46:00.795494] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-03T20:46:00.795523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-03T20:46:00.808012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-03T20:46:00.808377] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-03T20:46:00.809184] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-03T20:46:00.809233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:00.809264] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:00.809289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:00.809344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:00.866624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:00.867504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:00.867621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:00.867658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:00.979505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:00.979691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:00.979730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:00.979757] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:00.983028] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=48.44%)
[2025-12-03T20:46:00.983307] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-03T20:46:00.983430] [INFO ] [sig       ] NMIH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:01.129854] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NMIH.txt
[2025-12-03T20:46:01.130013] [INFO ] [sig       ] [2172/3516] Completed NMIH in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:01.130054] [INFO ] [sig       ] [2173/3516] Forecasting NMM...
[2025-12-03T20:46:01.130086] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-03T20:46:01.130117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-03T20:46:01.141935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-03T20:46:01.142395] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-03T20:46:01.143413] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-03T20:46:01.143477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:01.143509] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:01.143535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:01.143628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:01.201230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:01.202111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:01.202190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:01.202223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:01.326228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:01.326390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:01.326428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:01.326457] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:01.329892] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=18.85%)
[2025-12-03T20:46:01.330360] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-03T20:46:01.330485] [INFO ] [sig       ] NMM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:01.470437] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NMM.txt
[2025-12-03T20:46:01.470608] [INFO ] [sig       ] [2173/3516] Completed NMM in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:01.470647] [INFO ] [sig       ] [2174/3516] Forecasting NMRA...
[2025-12-03T20:46:01.470675] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-03T20:46:01.470705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-03T20:46:01.482446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-03T20:46:01.482830] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-03T20:46:01.483605] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-03T20:46:01.483654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:01.483685] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:01.483711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:01.483773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:01.540241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:01.541161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:01.541255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:01.541287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:01.664331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:01.664485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:01.664522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:01.664551] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:01.668095] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: UP (p=60.79%)
[2025-12-03T20:46:01.668414] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-03T20:46:01.668550] [INFO ] [sig       ] NMRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:01.811903] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NMRA.txt
[2025-12-03T20:46:01.812691] [INFO ] [sig       ] [2174/3516] Completed NMRA in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:01.812732] [INFO ] [sig       ] [2175/3516] Forecasting NMRK...
[2025-12-03T20:46:01.812765] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-03T20:46:01.812799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-03T20:46:01.824542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-03T20:46:01.824915] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-03T20:46:01.825677] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-03T20:46:01.825726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:01.825793] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:01.825826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:01.825881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:01.885283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:01.886180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:01.886263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:01.886297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:02.010077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:02.010236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:02.010277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:02.010305] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:02.013955] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=38.77%)
[2025-12-03T20:46:02.014265] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-03T20:46:02.014422] [INFO ] [sig       ] NMRK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:02.165677] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NMRK.txt
[2025-12-03T20:46:02.165824] [INFO ] [sig       ] [2175/3516] Completed NMRK in 0.4s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:02.165862] [INFO ] [sig       ] [2176/3516] Forecasting NN...
[2025-12-03T20:46:02.165892] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-03T20:46:02.165923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-03T20:46:02.177855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-03T20:46:02.178201] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-03T20:46:02.179001] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-03T20:46:02.179052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:02.179084] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:02.179110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:02.179166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:02.238365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:02.239179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:02.239260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:02.239293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:02.363774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:02.363929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:02.363967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:02.363994] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:02.367351] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=51.83%)
[2025-12-03T20:46:02.367642] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-03T20:46:02.367762] [INFO ] [sig       ] NN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:02.514320] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NN.txt
[2025-12-03T20:46:02.514463] [INFO ] [sig       ] [2176/3516] Completed NN in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:02.514502] [INFO ] [sig       ] [2177/3516] Forecasting NNDM...
[2025-12-03T20:46:02.514532] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-03T20:46:02.514562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-03T20:46:02.526690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-03T20:46:02.527011] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-03T20:46:02.527791] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-03T20:46:02.527845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:02.527877] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:02.527902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:02.527958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:02.585476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:02.586331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:02.586413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:02.586446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:02.713519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:02.713705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:02.713747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:02.713775] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:02.717206] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=48.52%)
[2025-12-03T20:46:02.717484] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-03T20:46:02.717629] [INFO ] [sig       ] NNDM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:02.865471] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NNDM.txt
[2025-12-03T20:46:02.865649] [INFO ] [sig       ] [2177/3516] Completed NNDM in 0.4s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:02.865689] [INFO ] [sig       ] [2178/3516] Forecasting NNE...
[2025-12-03T20:46:02.865718] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-03T20:46:02.865746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-03T20:46:02.877440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-03T20:46:02.877808] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-03T20:46:02.878806] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-03T20:46:02.878865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:02.878904] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:02.878939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:02.879014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:02.937450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:02.938479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:02.938593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:02.938638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:03.066836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:03.066984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:03.067023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:03.067083] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:03.070360] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-03T20:46:03.070636] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-03T20:46:03.070755] [INFO ] [sig       ] NNE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:03.206088] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NNE.txt
[2025-12-03T20:46:03.206218] [INFO ] [sig       ] [2178/3516] Completed NNE in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:03.206264] [INFO ] [sig       ] [2179/3516] Forecasting NNI...
[2025-12-03T20:46:03.206294] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-03T20:46:03.206323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-03T20:46:03.217343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-03T20:46:03.217651] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-03T20:46:03.218398] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-03T20:46:03.218447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:03.218477] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:03.218502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:03.218556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:03.273056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:03.273717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:03.273790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:03.273821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:03.389696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:03.389838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:03.389886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:03.389914] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:03.393121] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-12-03T20:46:03.393382] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-03T20:46:03.393499] [INFO ] [sig       ] NNI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:03.531619] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NNI.txt
[2025-12-03T20:46:03.531739] [INFO ] [sig       ] [2179/3516] Completed NNI in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:03.531774] [INFO ] [sig       ] [2180/3516] Forecasting NNN...
[2025-12-03T20:46:03.531803] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-03T20:46:03.531831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-03T20:46:03.543243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-03T20:46:03.543546] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-03T20:46:03.544309] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-03T20:46:03.544359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:03.544389] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:03.544414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:03.544470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:03.599320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:03.599958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:03.600035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:03.600066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:03.717609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:03.717760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:03.717799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:03.717827] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:03.721259] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-03T20:46:03.721531] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-03T20:46:03.721673] [INFO ] [sig       ] NNN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:03.860892] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NNN.txt
[2025-12-03T20:46:03.861016] [INFO ] [sig       ] [2180/3516] Completed NNN in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:03.861052] [INFO ] [sig       ] [2181/3516] Forecasting NNOX...
[2025-12-03T20:46:03.861080] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-03T20:46:03.861109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-03T20:46:03.872434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-03T20:46:03.872731] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-03T20:46:03.873477] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-03T20:46:03.873535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:03.873593] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:03.873621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:03.873676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:03.930209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:03.930851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:03.930930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:03.930961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:04.053088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:04.053234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:04.053271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:04.053297] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:04.056512] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-03T20:46:04.056787] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-03T20:46:04.056907] [INFO ] [sig       ] NNOX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:04.194270] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NNOX.txt
[2025-12-03T20:46:04.194405] [INFO ] [sig       ] [2181/3516] Completed NNOX in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:04.194442] [INFO ] [sig       ] [2182/3516] Forecasting NNY...
[2025-12-03T20:46:04.194472] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-03T20:46:04.194500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-03T20:46:04.204955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-03T20:46:04.205239] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-03T20:46:04.206036] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-03T20:46:04.206086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:04.206118] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:04.206144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:04.206200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:04.263542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:04.264272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:04.264351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:04.264384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:04.373269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:04.373419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:04.373456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:04.373501] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:04.376858] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-12-03T20:46:04.377124] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-03T20:46:04.377243] [INFO ] [sig       ] NNY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:04.521556] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NNY.txt
[2025-12-03T20:46:04.521696] [INFO ] [sig       ] [2182/3516] Completed NNY in 0.3s | 2.97 sym/s | Total: 12.2m | ETA: 7.5m
[2025-12-03T20:46:04.521733] [INFO ] [sig       ] [2183/3516] Forecasting NOA...
[2025-12-03T20:46:04.521761] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-03T20:46:04.521788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-03T20:46:04.532974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-03T20:46:04.533267] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-03T20:46:04.534052] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-03T20:46:04.534101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:04.534131] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:04.534156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:04.534212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:04.591990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:04.592632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:04.592716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:04.592771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:04.724874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:04.725045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:04.725092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:04.725122] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:04.728639] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-12-03T20:46:04.728908] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-03T20:46:04.729030] [INFO ] [sig       ] NOA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:04.875657] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NOA.txt
[2025-12-03T20:46:04.875778] [INFO ] [sig       ] [2183/3516] Completed NOA in 0.4s | 2.97 sym/s | Total: 12.3m | ETA: 7.5m
[2025-12-03T20:46:04.875814] [INFO ] [sig       ] [2184/3516] Forecasting NOAH...
[2025-12-03T20:46:04.875841] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-03T20:46:04.875869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-03T20:46:04.886813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-03T20:46:04.887100] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-03T20:46:04.887847] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-03T20:46:04.887896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:04.887925] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:04.887951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:04.888028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:04.944463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:04.945173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:04.945254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:04.945301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:05.067506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:05.067666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:05.067705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:05.067731] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:05.071188] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-03T20:46:05.071452] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-03T20:46:05.071587] [INFO ] [sig       ] NOAH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:05.213802] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NOAH.txt
[2025-12-03T20:46:05.213944] [INFO ] [sig       ] [2184/3516] Completed NOAH in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.5m
[2025-12-03T20:46:05.213981] [INFO ] [sig       ] [2185/3516] Forecasting NODK...
[2025-12-03T20:46:05.214009] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-03T20:46:05.214037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-03T20:46:05.224233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-03T20:46:05.224493] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-03T20:46:05.225361] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-03T20:46:05.225410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:05.225439] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:05.225464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:05.225518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:05.280330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:05.281052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:05.281158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:05.281192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:05.381639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:05.381788] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:46:05.381829] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:05.381857] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:05.385227] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-03T20:46:05.385507] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-03T20:46:05.385647] [INFO ] [sig       ] NODK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:05.525331] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NODK.txt
[2025-12-03T20:46:05.525461] [INFO ] [sig       ] [2185/3516] Completed NODK in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.5m
[2025-12-03T20:46:05.525497] [INFO ] [sig       ] [2186/3516] Forecasting NOG...
[2025-12-03T20:46:05.525525] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-03T20:46:05.525555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-03T20:46:05.537086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-03T20:46:05.537368] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-03T20:46:05.538194] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-03T20:46:05.538244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:05.538274] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:05.538312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:05.538367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:05.595857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:05.596499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:05.596593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:05.596627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:05.725286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:05.725442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:05.725480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:05.725508] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:05.728895] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=92.29%)
[2025-12-03T20:46:05.729162] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-03T20:46:05.729284] [INFO ] [sig       ] NOG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:05.869340] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NOG.txt
[2025-12-03T20:46:05.869467] [INFO ] [sig       ] [2186/3516] Completed NOG in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.5m
[2025-12-03T20:46:05.869505] [INFO ] [sig       ] [2187/3516] Forecasting NOMD...
[2025-12-03T20:46:05.869534] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-03T20:46:05.869562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-03T20:46:05.881681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-03T20:46:05.882080] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-03T20:46:05.882940] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-03T20:46:05.882991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:05.883022] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:05.883047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:05.883100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:05.938560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:05.939433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:05.939513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:05.939544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:06.062110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:06.062217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:06.062255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:06.062281] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:06.065591] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2025-12-03T20:46:06.065853] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-03T20:46:06.065976] [INFO ] [sig       ] NOMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:06.201462] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NOMD.txt
[2025-12-03T20:46:06.201619] [INFO ] [sig       ] [2187/3516] Completed NOMD in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.5m
[2025-12-03T20:46:06.201658] [INFO ] [sig       ] [2188/3516] Forecasting NOTE...
[2025-12-03T20:46:06.201685] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-03T20:46:06.201712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-03T20:46:06.213216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-03T20:46:06.213506] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-03T20:46:06.214351] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-03T20:46:06.214402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:06.214433] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:06.214458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:06.214511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:06.269464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:06.270097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:06.270174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:06.270207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:06.389440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:06.389600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:06.389639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:06.389666] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:06.392857] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=47.22%)
[2025-12-03T20:46:06.393124] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-03T20:46:06.393242] [INFO ] [sig       ] NOTE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:06.532341] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NOTE.txt
[2025-12-03T20:46:06.532533] [INFO ] [sig       ] [2188/3516] Completed NOTE in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.5m
[2025-12-03T20:46:06.532622] [INFO ] [sig       ] [2189/3516] Forecasting NPCE...
[2025-12-03T20:46:06.532667] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-03T20:46:06.532707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-03T20:46:06.545014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-03T20:46:06.545379] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-03T20:46:06.546170] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-03T20:46:06.546220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:06.546250] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:06.546275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:06.546329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:06.602737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:06.603374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:06.603474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:06.603513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:06.723678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:06.723849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:06.723889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:06.723917] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:06.727307] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2025-12-03T20:46:06.727613] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-03T20:46:06.727748] [INFO ] [sig       ] NPCE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:06.869450] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NPCE.txt
[2025-12-03T20:46:06.869606] [INFO ] [sig       ] [2189/3516] Completed NPCE in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:06.869645] [INFO ] [sig       ] [2190/3516] Forecasting NPFD...
[2025-12-03T20:46:06.869672] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-03T20:46:06.869708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-03T20:46:06.881920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-03T20:46:06.882233] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-03T20:46:06.883045] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-03T20:46:06.883095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:06.883127] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:06.883153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:06.883209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:06.938479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:06.939221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:06.939297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:06.939330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:07.060097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:07.060258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:07.060299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:07.060326] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:07.063758] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=49.26%)
[2025-12-03T20:46:07.064041] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-03T20:46:07.064172] [INFO ] [sig       ] NPFD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:07.208291] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NPFD.txt
[2025-12-03T20:46:07.208427] [INFO ] [sig       ] [2190/3516] Completed NPFD in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:07.208464] [INFO ] [sig       ] [2191/3516] Forecasting NPK...
[2025-12-03T20:46:07.208492] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-03T20:46:07.208520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-03T20:46:07.220363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-03T20:46:07.220707] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-03T20:46:07.221447] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-03T20:46:07.221495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:07.221526] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:07.221552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:07.221631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:07.276426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:07.277342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:07.277425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:07.277457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:07.398211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:07.398359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:07.398396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:07.398425] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:07.401664] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-03T20:46:07.401927] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-03T20:46:07.402050] [INFO ] [sig       ] NPK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:07.536084] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NPK.txt
[2025-12-03T20:46:07.536211] [INFO ] [sig       ] [2191/3516] Completed NPK in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:07.536249] [INFO ] [sig       ] [2192/3516] Forecasting NPO...
[2025-12-03T20:46:07.536277] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-03T20:46:07.536305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-03T20:46:07.547288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-03T20:46:07.547606] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-03T20:46:07.548367] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-03T20:46:07.548415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:07.548472] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:07.548498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:07.548553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:07.603846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:07.604720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:07.604796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:07.604827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:07.720636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:07.720772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:07.720808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:07.720834] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:07.723993] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=37.07%)
[2025-12-03T20:46:07.724255] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-03T20:46:07.724370] [INFO ] [sig       ] NPO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:07.859970] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NPO.txt
[2025-12-03T20:46:07.860107] [INFO ] [sig       ] [2192/3516] Completed NPO in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:07.860145] [INFO ] [sig       ] [2193/3516] Forecasting NQP...
[2025-12-03T20:46:07.860173] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-03T20:46:07.860201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-03T20:46:07.872329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-03T20:46:07.872724] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-03T20:46:07.873494] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-03T20:46:07.873543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:07.873588] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:07.873616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:07.873669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:07.928592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:07.929492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:07.929591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:07.929624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:08.046166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:08.046333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:08.046376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:08.046403] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:08.050072] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=42.84%)
[2025-12-03T20:46:08.050364] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-03T20:46:08.050491] [INFO ] [sig       ] NQP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:08.186127] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NQP.txt
[2025-12-03T20:46:08.186269] [INFO ] [sig       ] [2193/3516] Completed NQP in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:08.186306] [INFO ] [sig       ] [2194/3516] Forecasting NRC...
[2025-12-03T20:46:08.186334] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-03T20:46:08.186363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-03T20:46:08.197707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-03T20:46:08.198102] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-03T20:46:08.198874] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-03T20:46:08.198922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:08.198953] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:08.198978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:08.199033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:08.253945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:08.254781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:08.254859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:08.254889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:08.370930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:08.371084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:08.371120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:08.371147] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:08.374398] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=8.54%)
[2025-12-03T20:46:08.374718] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-03T20:46:08.374846] [INFO ] [sig       ] NRC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:08.511602] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NRC.txt
[2025-12-03T20:46:08.511753] [INFO ] [sig       ] [2194/3516] Completed NRC in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:08.511792] [INFO ] [sig       ] [2195/3516] Forecasting NRDS...
[2025-12-03T20:46:08.511819] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-03T20:46:08.511849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-03T20:46:08.525820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-03T20:46:08.526168] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-03T20:46:08.526929] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-03T20:46:08.526976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:08.527007] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:08.527032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:08.527085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:08.583106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:08.583951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:08.584030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:08.584061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:08.701291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:08.701442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:08.701480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:08.701540] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:08.704782] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2025-12-03T20:46:08.705045] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-03T20:46:08.705161] [INFO ] [sig       ] NRDS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:08.844129] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NRDS.txt
[2025-12-03T20:46:08.844279] [INFO ] [sig       ] [2195/3516] Completed NRDS in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:08.844318] [INFO ] [sig       ] [2196/3516] Forecasting NREF...
[2025-12-03T20:46:08.844349] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-03T20:46:08.844379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-03T20:46:08.855470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-03T20:46:08.855776] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-03T20:46:08.856564] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-03T20:46:08.856643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:08.856675] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:08.856701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:08.856757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:08.912808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:08.913603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:08.913678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:08.913709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:09.033445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:09.033614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:09.033652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:09.033679] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:09.036945] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-03T20:46:09.037227] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-03T20:46:09.037349] [INFO ] [sig       ] NREF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:09.191748] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NREF.txt
[2025-12-03T20:46:09.191892] [INFO ] [sig       ] [2196/3516] Completed NREF in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:09.191930] [INFO ] [sig       ] [2197/3516] Forecasting NRG...
[2025-12-03T20:46:09.191958] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-03T20:46:09.191986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-03T20:46:09.202965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-03T20:46:09.203254] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-03T20:46:09.204037] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-03T20:46:09.204086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:09.204117] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:09.204143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:09.204198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:09.259237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:09.259906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:09.259980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:09.260012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:09.380819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:09.380973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:09.381015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:09.381043] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:09.384454] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-03T20:46:09.384778] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-03T20:46:09.384912] [INFO ] [sig       ] NRG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:09.525132] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NRG.txt
[2025-12-03T20:46:09.525285] [INFO ] [sig       ] [2197/3516] Completed NRG in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:09.525327] [INFO ] [sig       ] [2198/3516] Forecasting NRIM...
[2025-12-03T20:46:09.525357] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-03T20:46:09.525387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-03T20:46:09.536637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-03T20:46:09.536994] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-03T20:46:09.537778] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-03T20:46:09.537829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:09.537861] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:09.537888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:09.537945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:09.593043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:09.593800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:09.593876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:09.593907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:09.715433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:09.715592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:09.715629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:09.715657] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:09.718895] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-03T20:46:09.719155] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-03T20:46:09.719271] [INFO ] [sig       ] NRIM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:09.854845] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NRIM.txt
[2025-12-03T20:46:09.854968] [INFO ] [sig       ] [2198/3516] Completed NRIM in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:09.855003] [INFO ] [sig       ] [2199/3516] Forecasting NRIX...
[2025-12-03T20:46:09.855031] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-03T20:46:09.855060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-03T20:46:09.865974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-03T20:46:09.866274] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-03T20:46:09.867107] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-03T20:46:09.867175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:09.867208] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:09.867236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:09.867292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:09.922408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:09.923022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:09.923092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:09.923131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:10.046682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:10.046837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:10.046884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:10.046913] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:10.050226] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-03T20:46:10.050498] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-03T20:46:10.050649] [INFO ] [sig       ] NRIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:10.186588] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NRIX.txt
[2025-12-03T20:46:10.186735] [INFO ] [sig       ] [2199/3516] Completed NRIX in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:10.186773] [INFO ] [sig       ] [2200/3516] Forecasting NRK...
[2025-12-03T20:46:10.186802] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-03T20:46:10.186831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-03T20:46:10.198199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-03T20:46:10.198476] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-03T20:46:10.199238] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-03T20:46:10.199288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:10.199319] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:10.199346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:10.199403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:10.254950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:10.255591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:10.255688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:10.255720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:10.369515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:10.369666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:10.369704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:10.369731] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:10.372912] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=78.05%)
[2025-12-03T20:46:10.373170] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-03T20:46:10.373290] [INFO ] [sig       ] NRK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:10.511294] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NRK.txt
[2025-12-03T20:46:10.511414] [INFO ] [sig       ] [2200/3516] Completed NRK in 0.3s | 2.97 sym/s | Total: 12.3m | ETA: 7.4m
[2025-12-03T20:46:10.511450] [INFO ] [sig       ] [2201/3516] Forecasting NRP...
[2025-12-03T20:46:10.511478] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-03T20:46:10.511506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-03T20:46:10.522484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-03T20:46:10.522824] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-03T20:46:10.523634] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-03T20:46:10.523684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:10.523716] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:10.523743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:10.523798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:10.579385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:10.579982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:10.580061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:10.580092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:10.695387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:10.695523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:10.695560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:10.695606] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:10.698806] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=52.09%)
[2025-12-03T20:46:10.699084] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-03T20:46:10.699215] [INFO ] [sig       ] NRP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:10.839486] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NRP.txt
[2025-12-03T20:46:10.839645] [INFO ] [sig       ] [2201/3516] Completed NRP in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.4m
[2025-12-03T20:46:10.839684] [INFO ] [sig       ] [2202/3516] Forecasting NRXP...
[2025-12-03T20:46:10.839712] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-03T20:46:10.839740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-03T20:46:10.851080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-03T20:46:10.851351] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-03T20:46:10.852129] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-03T20:46:10.852177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:10.852206] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:10.852232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:10.852286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:10.907493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:10.908140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:10.908250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:10.908285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:11.025999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:11.026158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:11.026197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:11.026225] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:11.029663] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-03T20:46:11.029939] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-03T20:46:11.030069] [INFO ] [sig       ] NRXP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:11.168222] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NRXP.txt
[2025-12-03T20:46:11.168350] [INFO ] [sig       ] [2202/3516] Completed NRXP in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.4m
[2025-12-03T20:46:11.168393] [INFO ] [sig       ] [2203/3516] Forecasting NSC...
[2025-12-03T20:46:11.168422] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-03T20:46:11.168449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-03T20:46:11.179530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-03T20:46:11.179833] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-03T20:46:11.180596] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-03T20:46:11.180645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:11.180676] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:11.180702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:11.180757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:11.237481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:11.238194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:11.238271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:11.238301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:11.356138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:11.356270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:11.356305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:11.356332] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:11.359647] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-03T20:46:11.359915] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-03T20:46:11.360035] [INFO ] [sig       ] NSC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:11.498266] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NSC.txt
[2025-12-03T20:46:11.498387] [INFO ] [sig       ] [2203/3516] Completed NSC in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.4m
[2025-12-03T20:46:11.498423] [INFO ] [sig       ] [2204/3516] Forecasting NSP...
[2025-12-03T20:46:11.498451] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-03T20:46:11.498479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-03T20:46:11.509319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-03T20:46:11.509608] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-03T20:46:11.510332] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-03T20:46:11.510381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:11.510411] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:11.510436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:11.510490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:11.571200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:11.572215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:11.572322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:11.572367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:11.699104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:11.699269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:11.699310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:11.699337] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:11.702930] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-03T20:46:11.703227] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-03T20:46:11.703383] [INFO ] [sig       ] NSP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:11.841859] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NSP.txt
[2025-12-03T20:46:11.842030] [INFO ] [sig       ] [2204/3516] Completed NSP in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.4m
[2025-12-03T20:46:11.842076] [INFO ] [sig       ] [2205/3516] Forecasting NSSC...
[2025-12-03T20:46:11.842106] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-03T20:46:11.842133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-03T20:46:11.854438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-03T20:46:11.854849] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-03T20:46:11.855616] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-03T20:46:11.855665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:11.855695] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:11.855721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:11.855776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:11.910612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:11.911411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:11.911489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:11.911521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:12.032307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:12.032460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:12.032498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:12.032526] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:12.035794] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=46.13%)
[2025-12-03T20:46:12.036080] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-03T20:46:12.036204] [INFO ] [sig       ] NSSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:12.176738] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NSSC.txt
[2025-12-03T20:46:12.176915] [INFO ] [sig       ] [2205/3516] Completed NSSC in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.4m
[2025-12-03T20:46:12.176955] [INFO ] [sig       ] [2206/3516] Forecasting NTAP...
[2025-12-03T20:46:12.176984] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-03T20:46:12.177012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-03T20:46:12.188266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-03T20:46:12.188598] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-03T20:46:12.189420] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-03T20:46:12.189470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:12.189501] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:12.189528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:12.189612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:12.245951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:12.246679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:12.246755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:12.246786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:12.367015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:12.367192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:12.367253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:12.367283] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:12.370699] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2025-12-03T20:46:12.370964] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-03T20:46:12.371086] [INFO ] [sig       ] NTAP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:12.508287] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NTAP.txt
[2025-12-03T20:46:12.508424] [INFO ] [sig       ] [2206/3516] Completed NTAP in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.4m
[2025-12-03T20:46:12.508460] [INFO ] [sig       ] [2207/3516] Forecasting NTB...
[2025-12-03T20:46:12.508489] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-03T20:46:12.508517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-03T20:46:12.519351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-03T20:46:12.519705] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-03T20:46:12.520450] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-03T20:46:12.520500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:12.520530] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:12.520556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:12.520632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:12.576688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:12.577402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:12.577495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:12.577529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:12.695699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:12.695845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:12.695883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:12.695910] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:12.699366] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=21.16%)
[2025-12-03T20:46:12.699666] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-03T20:46:12.699804] [INFO ] [sig       ] NTB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:12.841457] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NTB.txt
[2025-12-03T20:46:12.841611] [INFO ] [sig       ] [2207/3516] Completed NTB in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:12.841651] [INFO ] [sig       ] [2208/3516] Forecasting NTES...
[2025-12-03T20:46:12.841682] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-03T20:46:12.841713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-03T20:46:12.852855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-03T20:46:12.853153] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-03T20:46:12.854006] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-03T20:46:12.854057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:12.854091] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:12.854118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:12.854179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:12.909559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:12.910195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:12.910275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:12.910306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:13.031742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:13.031889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:13.031928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:13.031956] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:13.035304] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-03T20:46:13.035591] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-03T20:46:13.035716] [INFO ] [sig       ] NTES: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:13.172493] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NTES.txt
[2025-12-03T20:46:13.172662] [INFO ] [sig       ] [2208/3516] Completed NTES in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:13.172704] [INFO ] [sig       ] [2209/3516] Forecasting NTIC...
[2025-12-03T20:46:13.172735] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-03T20:46:13.172764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-03T20:46:13.183346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-03T20:46:13.183638] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-03T20:46:13.184419] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-03T20:46:13.184469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:13.184531] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:13.184560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:13.184636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:13.241045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:13.241717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:13.241793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:13.241824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:13.352192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:13.352334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:13.352370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:13.352397] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:13.355620] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-03T20:46:13.355878] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-03T20:46:13.355992] [INFO ] [sig       ] NTIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:13.492755] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NTIC.txt
[2025-12-03T20:46:13.492875] [INFO ] [sig       ] [2209/3516] Completed NTIC in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:13.492912] [INFO ] [sig       ] [2210/3516] Forecasting NTLA...
[2025-12-03T20:46:13.492940] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-03T20:46:13.492967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-03T20:46:13.503830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-03T20:46:13.504114] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-03T20:46:13.504859] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-03T20:46:13.504907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:13.504949] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:13.504976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:13.505030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:13.562528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:13.563167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:13.563240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:13.563271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:13.685851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:13.685992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:13.686029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:13.686056] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:13.689317] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=40.04%)
[2025-12-03T20:46:13.689570] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-03T20:46:13.689703] [INFO ] [sig       ] NTLA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:13.827169] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NTLA.txt
[2025-12-03T20:46:13.827291] [INFO ] [sig       ] [2210/3516] Completed NTLA in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:13.827327] [INFO ] [sig       ] [2211/3516] Forecasting NTNX...
[2025-12-03T20:46:13.827354] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-03T20:46:13.827383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-03T20:46:13.838068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-03T20:46:13.838348] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-03T20:46:13.839095] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-03T20:46:13.839144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:13.839178] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:13.839204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:13.839258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:13.895023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:13.895704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:13.895779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:13.895809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:14.016119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:14.016277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:14.016313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:14.016340] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:14.019669] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-03T20:46:14.019927] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-03T20:46:14.020046] [INFO ] [sig       ] NTNX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:14.159957] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NTNX.txt
[2025-12-03T20:46:14.160113] [INFO ] [sig       ] [2211/3516] Completed NTNX in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:14.160151] [INFO ] [sig       ] [2212/3516] Forecasting NTRA...
[2025-12-03T20:46:14.160180] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-03T20:46:14.160209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-03T20:46:14.171373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-03T20:46:14.171693] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-03T20:46:14.172427] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-03T20:46:14.172475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:14.172505] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:14.172530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:14.172600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:14.226833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:14.227741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:14.227828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:14.227860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:14.350146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:14.350309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:14.350349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:14.350421] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:14.353866] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-03T20:46:14.354185] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-03T20:46:14.354317] [INFO ] [sig       ] NTRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:14.497167] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NTRA.txt
[2025-12-03T20:46:14.497321] [INFO ] [sig       ] [2212/3516] Completed NTRA in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:14.497358] [INFO ] [sig       ] [2213/3516] Forecasting NTRB...
[2025-12-03T20:46:14.497389] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-03T20:46:14.497417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-03T20:46:14.508482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-03T20:46:14.508846] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-03T20:46:14.509645] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-03T20:46:14.509707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:14.509746] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:14.509779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:14.509858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:14.566055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:14.566901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:14.566993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:14.567030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:14.693177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:14.693335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:14.693372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:14.693399] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:14.696778] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=68.50%)
[2025-12-03T20:46:14.697076] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-03T20:46:14.697223] [INFO ] [sig       ] NTRB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:14.841934] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NTRB.txt
[2025-12-03T20:46:14.842068] [INFO ] [sig       ] [2213/3516] Completed NTRB in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:14.842105] [INFO ] [sig       ] [2214/3516] Forecasting NTRS...
[2025-12-03T20:46:14.842139] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-03T20:46:14.842168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-03T20:46:14.853376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-03T20:46:14.853652] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-03T20:46:14.854373] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-03T20:46:14.854422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:14.854452] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:14.854477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:14.854531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:14.912767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:14.913600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:14.913684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:14.913717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:15.030295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:15.030450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:15.030488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:15.030516] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:15.033774] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=36.25%)
[2025-12-03T20:46:15.034031] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-03T20:46:15.034178] [INFO ] [sig       ] NTRS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:15.175960] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NTRS.txt
[2025-12-03T20:46:15.176114] [INFO ] [sig       ] [2214/3516] Completed NTRS in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:15.176154] [INFO ] [sig       ] [2215/3516] Forecasting NTRSO...
[2025-12-03T20:46:15.176191] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-03T20:46:15.176226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-03T20:46:15.187351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-03T20:46:15.187719] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-03T20:46:15.188546] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-03T20:46:15.188622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:15.188658] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:15.188686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:15.188742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:15.244055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:15.244922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:15.245001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:15.245033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:15.366104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:15.366270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:15.366307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:15.366334] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:15.369748] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=7.00%)
[2025-12-03T20:46:15.370015] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-03T20:46:15.370157] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:15.508810] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NTRSO.txt
[2025-12-03T20:46:15.508959] [INFO ] [sig       ] [2215/3516] Completed NTRSO in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:15.508997] [INFO ] [sig       ] [2216/3516] Forecasting NUKK...
[2025-12-03T20:46:15.509024] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-03T20:46:15.509053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-03T20:46:15.520328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-03T20:46:15.520720] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-03T20:46:15.521492] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-03T20:46:15.521541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:15.521589] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:15.521617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:15.521672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:15.577651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:15.578497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:15.578596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:15.578630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:15.698316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:15.698468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:15.698505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:15.698532] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:15.701837] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-03T20:46:15.702099] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-03T20:46:15.702214] [INFO ] [sig       ] NUKK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:15.840597] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NUKK.txt
[2025-12-03T20:46:15.840734] [INFO ] [sig       ] [2216/3516] Completed NUKK in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:15.840771] [INFO ] [sig       ] [2217/3516] Forecasting NUS...
[2025-12-03T20:46:15.840800] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-03T20:46:15.840828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-03T20:46:15.851700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-03T20:46:15.851999] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-03T20:46:15.852799] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-03T20:46:15.852848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:15.852880] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:15.852906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:15.852961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:15.908591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:15.909349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:15.909424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:15.909455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:16.029602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:16.029754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:16.029792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:16.029837] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:16.033164] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=27.48%)
[2025-12-03T20:46:16.033437] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-03T20:46:16.033558] [INFO ] [sig       ] NUS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:16.170455] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NUS.txt
[2025-12-03T20:46:16.170612] [INFO ] [sig       ] [2217/3516] Completed NUS in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:16.170653] [INFO ] [sig       ] [2218/3516] Forecasting NUTX...
[2025-12-03T20:46:16.170680] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-03T20:46:16.170709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-03T20:46:16.181414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-03T20:46:16.181708] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-03T20:46:16.182434] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-03T20:46:16.182482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:16.182512] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:16.182537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:16.182615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:16.237724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:16.238376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:16.238451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:16.238483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:16.361342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:16.361512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:16.361551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:16.361597] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:16.365044] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2025-12-03T20:46:16.365321] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-03T20:46:16.365441] [INFO ] [sig       ] NUTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:16.503271] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NUTX.txt
[2025-12-03T20:46:16.503410] [INFO ] [sig       ] [2218/3516] Completed NUTX in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.3m
[2025-12-03T20:46:16.503446] [INFO ] [sig       ] [2219/3516] Forecasting NUVB...
[2025-12-03T20:46:16.503476] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-03T20:46:16.503503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-03T20:46:16.514803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-03T20:46:16.515111] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-03T20:46:16.515934] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-03T20:46:16.515984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:16.516015] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:16.516041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:16.516096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:16.572051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:16.572860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:16.572986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:16.573021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:16.692872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:16.693028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:16.693065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:16.693091] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:16.696523] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=79.98%)
[2025-12-03T20:46:16.696835] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-03T20:46:16.696961] [INFO ] [sig       ] NUVB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:16.838419] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NUVB.txt
[2025-12-03T20:46:16.838567] [INFO ] [sig       ] [2219/3516] Completed NUVB in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.3m
[2025-12-03T20:46:16.838621] [INFO ] [sig       ] [2220/3516] Forecasting NUVL...
[2025-12-03T20:46:16.838652] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-03T20:46:16.838680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-03T20:46:16.849455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-03T20:46:16.849759] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-03T20:46:16.850498] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-03T20:46:16.850546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:16.850595] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:16.850623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:16.850676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:16.904959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:16.905691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:16.905766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:16.905797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:17.024460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:17.024623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:17.024662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:17.024689] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:17.027887] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-03T20:46:17.028178] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-03T20:46:17.028316] [INFO ] [sig       ] NUVL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:17.168060] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NUVL.txt
[2025-12-03T20:46:17.168223] [INFO ] [sig       ] [2220/3516] Completed NUVL in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.3m
[2025-12-03T20:46:17.168261] [INFO ] [sig       ] [2221/3516] Forecasting NUWE...
[2025-12-03T20:46:17.168290] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-03T20:46:17.168317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-03T20:46:17.178430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-03T20:46:17.178722] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-03T20:46:17.179468] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-03T20:46:17.179517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:17.179559] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:17.179608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:17.179663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:17.234308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:17.235014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:17.235088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:17.235118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:17.351275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:17.351417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:17.351454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:17.351481] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:17.354703] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=18.57%)
[2025-12-03T20:46:17.354958] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-03T20:46:17.355077] [INFO ] [sig       ] NUWE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:17.490629] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NUWE.txt
[2025-12-03T20:46:17.490760] [INFO ] [sig       ] [2221/3516] Completed NUWE in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.3m
[2025-12-03T20:46:17.490796] [INFO ] [sig       ] [2222/3516] Forecasting NVA...
[2025-12-03T20:46:17.490824] [INFO ] [sig       ] Generating forecast for: NVA
[2025-12-03T20:46:17.490852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-12-03T20:46:17.501246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-12-03T20:46:17.501519] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-12-03T20:46:17.502267] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-12-03T20:46:17.502315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:17.502345] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:17.502370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:17.502423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:17.557791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:17.558418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:17.558493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:17.558523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:17.673259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:17.673366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:17.673400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:17.673427] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:17.676464] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2025-12-03T20:46:17.676735] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-12-03T20:46:17.676849] [INFO ] [sig       ] NVA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:17.812357] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVA.txt
[2025-12-03T20:46:17.812499] [INFO ] [sig       ] [2222/3516] Completed NVA in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.3m
[2025-12-03T20:46:17.812537] [INFO ] [sig       ] [2223/3516] Forecasting NVAX...
[2025-12-03T20:46:17.812564] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-03T20:46:17.812611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-03T20:46:17.823133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-03T20:46:17.823442] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-03T20:46:17.824200] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-03T20:46:17.824250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:17.824283] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:17.824308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:17.824362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:17.880533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:17.881140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:17.881219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:17.881252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:18.002832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:18.002984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:18.003022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:18.003049] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:18.006382] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=27.10%)
[2025-12-03T20:46:18.006658] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-03T20:46:18.006775] [INFO ] [sig       ] NVAX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:18.141817] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVAX.txt
[2025-12-03T20:46:18.141955] [INFO ] [sig       ] [2223/3516] Completed NVAX in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.3m
[2025-12-03T20:46:18.141992] [INFO ] [sig       ] [2224/3516] Forecasting NVD...
[2025-12-03T20:46:18.142020] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-03T20:46:18.142048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-03T20:46:18.152534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-03T20:46:18.152869] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-03T20:46:18.153649] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-03T20:46:18.153700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:18.153733] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:18.153761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:18.153817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:18.210861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:18.211493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:18.211569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:18.211622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:18.325119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:18.325253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:18.325289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:18.325316] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:18.328500] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-12-03T20:46:18.328775] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-03T20:46:18.328894] [INFO ] [sig       ] NVD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:18.465289] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NVD.txt
[2025-12-03T20:46:18.465409] [INFO ] [sig       ] [2224/3516] Completed NVD in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:18.465445] [INFO ] [sig       ] [2225/3516] Forecasting NVDA...
[2025-12-03T20:46:18.465479] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-03T20:46:18.465508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-03T20:46:18.476682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-03T20:46:18.476987] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-03T20:46:18.477742] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-03T20:46:18.477789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:18.477820] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:18.477846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:18.477900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:18.534245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:18.535060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:18.535139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:18.535172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:18.656591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:18.656725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:18.656762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:18.656791] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:18.660122] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=45.17%)
[2025-12-03T20:46:18.660384] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-03T20:46:18.660503] [INFO ] [sig       ] NVDA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:18.843186] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVDA.txt
[2025-12-03T20:46:18.843326] [INFO ] [sig       ] [2225/3516] Completed NVDA in 0.4s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:18.843363] [INFO ] [sig       ] [2226/3516] Forecasting NVDD...
[2025-12-03T20:46:18.843391] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-03T20:46:18.843419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-03T20:46:18.854432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-03T20:46:18.854751] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-03T20:46:18.855542] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-03T20:46:18.855610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:18.855670] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:18.855699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:18.855756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:18.913110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:18.913782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:18.913859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:18.913892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:19.037793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:19.037936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:19.037973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:19.038020] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:19.041296] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=90.58%)
[2025-12-03T20:46:19.041555] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-03T20:46:19.041693] [INFO ] [sig       ] NVDD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:19.180603] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NVDD.txt
[2025-12-03T20:46:19.180742] [INFO ] [sig       ] [2226/3516] Completed NVDD in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:19.180780] [INFO ] [sig       ] [2227/3516] Forecasting NVDL...
[2025-12-03T20:46:19.180807] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-03T20:46:19.180835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-03T20:46:19.192172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-03T20:46:19.192483] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-03T20:46:19.193260] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-03T20:46:19.193311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:19.193343] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:19.193370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:19.193427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:19.250549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:19.251212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:19.251292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:19.251325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:19.373533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:19.373699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:19.373737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:19.373764] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:19.377108] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=78.38%)
[2025-12-03T20:46:19.377415] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-03T20:46:19.377538] [INFO ] [sig       ] NVDL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:19.517060] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NVDL.txt
[2025-12-03T20:46:19.517208] [INFO ] [sig       ] [2227/3516] Completed NVDL in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:19.517246] [INFO ] [sig       ] [2228/3516] Forecasting NVDS...
[2025-12-03T20:46:19.517275] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-03T20:46:19.517303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-03T20:46:19.528477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-03T20:46:19.528854] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-03T20:46:19.529701] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-03T20:46:19.529753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:19.529786] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:19.529812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:19.529868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:19.591635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:19.592556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:19.592666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:19.592709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:19.715547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:19.715719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:19.715757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:19.715827] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:19.719426] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-03T20:46:19.719744] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-03T20:46:19.719878] [INFO ] [sig       ] NVDS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:19.868079] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVDS.txt
[2025-12-03T20:46:19.868292] [INFO ] [sig       ] [2228/3516] Completed NVDS in 0.4s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:19.868353] [INFO ] [sig       ] [2229/3516] Forecasting NVEC...
[2025-12-03T20:46:19.868393] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-03T20:46:19.868434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-03T20:46:19.881442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-03T20:46:19.881852] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-03T20:46:19.882925] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-03T20:46:19.882990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:19.883033] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:19.883069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:19.883136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:19.949939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:19.950783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:19.950864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:19.950897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:20.067047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:20.067196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:20.067234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:20.067304] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:20.070683] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=43.81%)
[2025-12-03T20:46:20.070969] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-03T20:46:20.071097] [INFO ] [sig       ] NVEC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:20.210053] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVEC.txt
[2025-12-03T20:46:20.210190] [INFO ] [sig       ] [2229/3516] Completed NVEC in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:20.210228] [INFO ] [sig       ] [2230/3516] Forecasting NVG...
[2025-12-03T20:46:20.210258] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-03T20:46:20.210285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-03T20:46:20.224131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-03T20:46:20.224430] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-03T20:46:20.225205] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-03T20:46:20.225254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:20.225285] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:20.225311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:20.225365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:20.279789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:20.280396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:20.280473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:20.280518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:20.407033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:20.407201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:20.407249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:20.407280] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:20.410952] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=36.55%)
[2025-12-03T20:46:20.411235] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-03T20:46:20.411371] [INFO ] [sig       ] NVG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:20.551055] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVG.txt
[2025-12-03T20:46:20.551187] [INFO ] [sig       ] [2230/3516] Completed NVG in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:20.551234] [INFO ] [sig       ] [2231/3516] Forecasting NVGS...
[2025-12-03T20:46:20.551267] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-03T20:46:20.551297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-03T20:46:20.563834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-03T20:46:20.564167] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-03T20:46:20.564976] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-03T20:46:20.565027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:20.565058] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:20.565086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:20.565147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:20.620883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:20.621506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:20.621625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:20.621659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:20.743752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:20.743912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:20.743954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:20.743986] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:20.747407] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=38.35%)
[2025-12-03T20:46:20.747693] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-03T20:46:20.747816] [INFO ] [sig       ] NVGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:20.887435] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVGS.txt
[2025-12-03T20:46:20.887559] [INFO ] [sig       ] [2231/3516] Completed NVGS in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:20.887613] [INFO ] [sig       ] [2232/3516] Forecasting NVMI...
[2025-12-03T20:46:20.887641] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-03T20:46:20.887669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-03T20:46:20.899172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-03T20:46:20.899442] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-03T20:46:20.900189] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-03T20:46:20.900238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:20.900268] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:20.900293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:20.900369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:20.956395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:20.957009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:20.957082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:20.957113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:21.073822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:21.073966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:21.074002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:21.074029] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:21.077300] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=57.58%)
[2025-12-03T20:46:21.077614] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-03T20:46:21.077739] [INFO ] [sig       ] NVMI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:21.217613] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NVMI.txt
[2025-12-03T20:46:21.217766] [INFO ] [sig       ] [2232/3516] Completed NVMI in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:21.217807] [INFO ] [sig       ] [2233/3516] Forecasting NVO...
[2025-12-03T20:46:21.217836] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-03T20:46:21.217866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-03T20:46:21.229456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-03T20:46:21.229771] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-03T20:46:21.230542] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-03T20:46:21.230614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:21.230655] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:21.230686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:21.230742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:21.286749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:21.287406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:21.287482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:21.287514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:21.405290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:21.405435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:21.405474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:21.405502] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:21.408791] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=22.31%)
[2025-12-03T20:46:21.409059] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-03T20:46:21.409182] [INFO ] [sig       ] NVO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:21.548506] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVO.txt
[2025-12-03T20:46:21.548666] [INFO ] [sig       ] [2233/3516] Completed NVO in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:21.548705] [INFO ] [sig       ] [2234/3516] Forecasting NVRI...
[2025-12-03T20:46:21.548733] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-03T20:46:21.548761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-03T20:46:21.560927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-03T20:46:21.561225] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-03T20:46:21.562020] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-03T20:46:21.562068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:21.562098] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:21.562123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:21.562176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:21.618344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:21.619024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:21.619106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:21.619138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:21.739004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:21.739160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:21.739197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:21.739224] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:21.742503] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2025-12-03T20:46:21.742780] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-03T20:46:21.742899] [INFO ] [sig       ] NVRI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:21.880704] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NVRI.txt
[2025-12-03T20:46:21.880839] [INFO ] [sig       ] [2234/3516] Completed NVRI in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:21.880875] [INFO ] [sig       ] [2235/3516] Forecasting NVS...
[2025-12-03T20:46:21.880903] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-03T20:46:21.880930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-03T20:46:21.892875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-03T20:46:21.893215] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-03T20:46:21.894029] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-03T20:46:21.894078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:21.894108] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:21.894133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:21.894187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:21.949883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:21.950780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:21.950861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:21.950892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:22.071818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:22.071974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:22.072011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:22.072037] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:22.075287] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-03T20:46:22.075552] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-03T20:46:22.075692] [INFO ] [sig       ] NVS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:22.212405] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVS.txt
[2025-12-03T20:46:22.212531] [INFO ] [sig       ] [2235/3516] Completed NVS in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:22.212568] [INFO ] [sig       ] [2236/3516] Forecasting NVTS...
[2025-12-03T20:46:22.212614] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-03T20:46:22.212642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-03T20:46:22.224428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-03T20:46:22.224731] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-03T20:46:22.225483] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-03T20:46:22.225534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:22.225566] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:22.225614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:22.225672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:22.281249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:22.281919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:22.282024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:22.282057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:22.397591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:22.397733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:22.397778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:22.397807] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:22.401171] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-03T20:46:22.401426] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-03T20:46:22.401543] [INFO ] [sig       ] NVTS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:22.544686] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NVTS.txt
[2025-12-03T20:46:22.544822] [INFO ] [sig       ] [2236/3516] Completed NVTS in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.2m
[2025-12-03T20:46:22.544858] [INFO ] [sig       ] [2237/3516] Forecasting NVX...
[2025-12-03T20:46:22.544888] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-03T20:46:22.544916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-03T20:46:22.557388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-03T20:46:22.557815] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-03T20:46:22.558676] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-03T20:46:22.558726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:22.558759] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:22.558785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:22.558853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:22.617230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:22.618137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:22.618222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:22.618255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:22.741207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:22.741360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:22.741398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:22.741427] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:22.744751] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-03T20:46:22.745018] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-03T20:46:22.745141] [INFO ] [sig       ] NVX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:22.885031] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NVX.txt
[2025-12-03T20:46:22.885186] [INFO ] [sig       ] [2237/3516] Completed NVX in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.2m
[2025-12-03T20:46:22.885226] [INFO ] [sig       ] [2238/3516] Forecasting NWBI...
[2025-12-03T20:46:22.885253] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-03T20:46:22.885281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-03T20:46:22.896444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-03T20:46:22.896828] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-03T20:46:22.897618] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-03T20:46:22.897667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:22.897697] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:22.897722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:22.897776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:22.953770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:22.954637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:22.954719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:22.954751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:23.072271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:23.072420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:23.072457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:23.072484] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:23.075697] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-03T20:46:23.075954] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-03T20:46:23.076071] [INFO ] [sig       ] NWBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:23.213675] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NWBI.txt
[2025-12-03T20:46:23.213801] [INFO ] [sig       ] [2238/3516] Completed NWBI in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.2m
[2025-12-03T20:46:23.213838] [INFO ] [sig       ] [2239/3516] Forecasting NWE...
[2025-12-03T20:46:23.213866] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-03T20:46:23.213895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-03T20:46:23.224646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-03T20:46:23.224935] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-03T20:46:23.225714] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-03T20:46:23.225763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:23.225793] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:23.225818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:23.225873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:23.281335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:23.281955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:23.282028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:23.282060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:23.404283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:23.404435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:23.404474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:23.404501] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:23.407980] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=67.91%)
[2025-12-03T20:46:23.408300] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-03T20:46:23.408422] [INFO ] [sig       ] NWE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:23.545720] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NWE.txt
[2025-12-03T20:46:23.545880] [INFO ] [sig       ] [2239/3516] Completed NWE in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.2m
[2025-12-03T20:46:23.545919] [INFO ] [sig       ] [2240/3516] Forecasting NWFL...
[2025-12-03T20:46:23.545948] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-03T20:46:23.545976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-03T20:46:23.556241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-03T20:46:23.556517] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-03T20:46:23.557262] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-03T20:46:23.557310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:23.557340] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:23.557366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:23.557419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:23.613242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:23.613867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:23.613941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:23.613973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:23.722106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:23.722246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:23.722283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:23.722310] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:23.725503] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-03T20:46:23.725777] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-03T20:46:23.725893] [INFO ] [sig       ] NWFL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:23.866612] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NWFL.txt
[2025-12-03T20:46:23.866736] [INFO ] [sig       ] [2240/3516] Completed NWFL in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.2m
[2025-12-03T20:46:23.866771] [INFO ] [sig       ] [2241/3516] Forecasting NWG...
[2025-12-03T20:46:23.866798] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-03T20:46:23.866826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-03T20:46:23.877958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-03T20:46:23.878301] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-03T20:46:23.879087] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-03T20:46:23.879137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:23.879169] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:23.879197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:23.879252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:23.934883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:23.935616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:23.935709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:23.935741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:24.056044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:24.056213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:24.056252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:24.056280] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:24.059594] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2025-12-03T20:46:24.059856] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-03T20:46:24.059975] [INFO ] [sig       ] NWG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:24.197401] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NWG.txt
[2025-12-03T20:46:24.197541] [INFO ] [sig       ] [2241/3516] Completed NWG in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.2m
[2025-12-03T20:46:24.197608] [INFO ] [sig       ] [2242/3516] Forecasting NWL...
[2025-12-03T20:46:24.197640] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-03T20:46:24.197669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-03T20:46:24.208500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-03T20:46:24.208828] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-03T20:46:24.209615] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-03T20:46:24.209665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:24.209696] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:24.209722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:24.209777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:24.266759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:24.267446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:24.267523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:24.267555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:24.394231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:24.394398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:24.394445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:24.394476] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:24.397855] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-03T20:46:24.398146] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-03T20:46:24.398271] [INFO ] [sig       ] NWL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:24.536636] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NWL.txt
[2025-12-03T20:46:24.536780] [INFO ] [sig       ] [2242/3516] Completed NWL in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:24.536826] [INFO ] [sig       ] [2243/3516] Forecasting NWPX...
[2025-12-03T20:46:24.536864] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-03T20:46:24.536895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-03T20:46:24.547926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-03T20:46:24.551325] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-03T20:46:24.552283] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-03T20:46:24.552334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:24.552393] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:24.552421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:24.552476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:24.610080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:24.610949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:24.611039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:24.611075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:24.734643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:24.734792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:24.734829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:24.734855] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:24.738124] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-03T20:46:24.738429] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-03T20:46:24.738560] [INFO ] [sig       ] NWPX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:24.877108] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NWPX.txt
[2025-12-03T20:46:24.877234] [INFO ] [sig       ] [2243/3516] Completed NWPX in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:24.877271] [INFO ] [sig       ] [2244/3516] Forecasting NWS...
[2025-12-03T20:46:24.877298] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-03T20:46:24.877326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-03T20:46:24.888291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-03T20:46:24.888634] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-03T20:46:24.889365] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-03T20:46:24.889414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:24.889445] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:24.889471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:24.889524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:24.944703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:24.945419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:24.945495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:24.945527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:25.067449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:25.067602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:25.067639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:25.067666] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:25.070895] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-03T20:46:25.071153] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-03T20:46:25.071268] [INFO ] [sig       ] NWS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:25.211130] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NWS.txt
[2025-12-03T20:46:25.211256] [INFO ] [sig       ] [2244/3516] Completed NWS in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:25.211293] [INFO ] [sig       ] [2245/3516] Forecasting NWSA...
[2025-12-03T20:46:25.211321] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-03T20:46:25.211349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-03T20:46:25.222150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-03T20:46:25.222503] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-03T20:46:25.223264] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-03T20:46:25.223312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:25.223355] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:25.223382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:25.223435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:25.278835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:25.279508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:25.279601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:25.279634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:25.399374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:25.399525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:25.399563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:25.399606] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:25.402813] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2025-12-03T20:46:25.403068] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-03T20:46:25.403183] [INFO ] [sig       ] NWSA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:25.540751] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NWSA.txt
[2025-12-03T20:46:25.540874] [INFO ] [sig       ] [2245/3516] Completed NWSA in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:25.540909] [INFO ] [sig       ] [2246/3516] Forecasting NX...
[2025-12-03T20:46:25.540937] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-03T20:46:25.540966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-03T20:46:25.552472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-03T20:46:25.552757] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-03T20:46:25.553483] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-03T20:46:25.553531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:25.553561] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:25.553616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:25.553672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:25.608131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:25.608766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:25.608840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:25.608870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:25.734783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:25.734928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:25.734964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:25.735032] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:25.738354] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=42.04%)
[2025-12-03T20:46:25.738643] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-03T20:46:25.738765] [INFO ] [sig       ] NX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:25.875792] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NX.txt
[2025-12-03T20:46:25.875910] [INFO ] [sig       ] [2246/3516] Completed NX in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:25.875946] [INFO ] [sig       ] [2247/3516] Forecasting NXC...
[2025-12-03T20:46:25.875974] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-03T20:46:25.876002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-03T20:46:25.886723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-03T20:46:25.886991] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-03T20:46:25.887742] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-03T20:46:25.887812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:25.887843] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:25.887868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:25.887922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:25.943505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:25.944171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:25.944245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:25.944276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:26.047181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:26.047336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:26.047374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:26.047410] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:26.050857] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=28.50%)
[2025-12-03T20:46:26.051133] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-03T20:46:26.051257] [INFO ] [sig       ] NXC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:26.189908] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NXC.txt
[2025-12-03T20:46:26.190037] [INFO ] [sig       ] [2247/3516] Completed NXC in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:26.190074] [INFO ] [sig       ] [2248/3516] Forecasting NXE...
[2025-12-03T20:46:26.190102] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-03T20:46:26.190130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-03T20:46:26.201069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-03T20:46:26.201334] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-03T20:46:26.202108] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-03T20:46:26.202157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:26.202195] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:26.202220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:26.202274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:26.261247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:26.262046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:26.262124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:26.262156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:26.384706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:26.384880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:26.384934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:26.384977] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:26.388607] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=62.16%)
[2025-12-03T20:46:26.388958] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-03T20:46:26.389118] [INFO ] [sig       ] NXE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:26.534525] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NXE.txt
[2025-12-03T20:46:26.534669] [INFO ] [sig       ] [2248/3516] Completed NXE in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:26.534714] [INFO ] [sig       ] [2249/3516] Forecasting NXG...
[2025-12-03T20:46:26.534743] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-03T20:46:26.534773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-03T20:46:26.545819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-03T20:46:26.546113] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-03T20:46:26.546904] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-03T20:46:26.546953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:26.546982] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:26.547008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:26.547061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:26.603473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:26.604163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:26.604237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:26.604268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:26.724829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:26.724985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:26.725029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:26.725056] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:26.728285] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-12-03T20:46:26.728545] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-03T20:46:26.728680] [INFO ] [sig       ] NXG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:26.869984] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/NXG.txt
[2025-12-03T20:46:26.870134] [INFO ] [sig       ] [2249/3516] Completed NXG in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:26.870173] [INFO ] [sig       ] [2250/3516] Forecasting NXGL...
[2025-12-03T20:46:26.870202] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-03T20:46:26.870229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-03T20:46:26.881681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-03T20:46:26.882021] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-03T20:46:26.882780] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-03T20:46:26.882840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:26.882874] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:26.882899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:26.882954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:26.938229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:26.939076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:26.939159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:26.939191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:27.056372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:27.056566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:27.056645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:27.056674] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:27.060156] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=79.39%)
[2025-12-03T20:46:27.060467] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-03T20:46:27.060616] [INFO ] [sig       ] NXGL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:27.201664] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NXGL.txt
[2025-12-03T20:46:27.201820] [INFO ] [sig       ] [2250/3516] Completed NXGL in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:27.201866] [INFO ] [sig       ] [2251/3516] Forecasting NXP...
[2025-12-03T20:46:27.201896] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-03T20:46:27.201925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-03T20:46:27.213074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-03T20:46:27.213393] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-03T20:46:27.214179] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-03T20:46:27.214229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:27.214260] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:27.214285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:27.214339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:27.269554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:27.270399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:27.270478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:27.270508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:27.386888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:27.387037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:27.387074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:27.387101] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:27.390369] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2025-12-03T20:46:27.390669] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-03T20:46:27.390788] [INFO ] [sig       ] NXP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:27.526890] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NXP.txt
[2025-12-03T20:46:27.527024] [INFO ] [sig       ] [2251/3516] Completed NXP in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:27.527061] [INFO ] [sig       ] [2252/3516] Forecasting NXPI...
[2025-12-03T20:46:27.527088] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-03T20:46:27.527116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-03T20:46:27.538852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-03T20:46:27.539173] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-03T20:46:27.539975] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-03T20:46:27.540024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:27.540056] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:27.540082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:27.540158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:27.598739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:27.599554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:27.599653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:27.599694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:27.725239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:27.725392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:27.725430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:27.725476] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:27.728889] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-12-03T20:46:27.729157] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-03T20:46:27.729278] [INFO ] [sig       ] NXPI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:27.871653] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NXPI.txt
[2025-12-03T20:46:27.871792] [INFO ] [sig       ] [2252/3516] Completed NXPI in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:27.871830] [INFO ] [sig       ] [2253/3516] Forecasting NYXH...
[2025-12-03T20:46:27.871857] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-03T20:46:27.871886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-03T20:46:27.882614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-03T20:46:27.882963] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-03T20:46:27.883783] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-03T20:46:27.883835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:27.883865] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:27.883891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:27.883946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:27.938511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:27.939441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:27.939552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:27.939607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:28.055794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:28.055943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:28.055980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:28.056007] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:28.059317] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-12-03T20:46:28.059596] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-03T20:46:28.059715] [INFO ] [sig       ] NYXH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:28.197617] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NYXH.txt
[2025-12-03T20:46:28.197745] [INFO ] [sig       ] [2253/3516] Completed NYXH in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:28.197783] [INFO ] [sig       ] [2254/3516] Forecasting NZF...
[2025-12-03T20:46:28.197812] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-03T20:46:28.197841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-03T20:46:28.210523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-03T20:46:28.211018] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-03T20:46:28.211865] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-03T20:46:28.211918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:28.211950] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:28.211977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:28.212033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:28.269738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:28.270646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:28.270747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:28.270805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:28.394349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:28.394519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:28.394558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:28.394607] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:28.398039] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-03T20:46:28.398335] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-03T20:46:28.398472] [INFO ] [sig       ] NZF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:28.543859] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/NZF.txt
[2025-12-03T20:46:28.544000] [INFO ] [sig       ] [2254/3516] Completed NZF in 0.3s | 2.97 sym/s | Total: 12.6m | ETA: 7.1m
[2025-12-03T20:46:28.544048] [INFO ] [sig       ] [2255/3516] Forecasting OABI...
[2025-12-03T20:46:28.544089] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-03T20:46:28.544134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-03T20:46:28.555880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-03T20:46:28.556177] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-03T20:46:28.556981] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-03T20:46:28.557033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:28.557065] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:28.557093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:28.557149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:28.616508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:28.617190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:28.617270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:28.617302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:28.738948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:28.739089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:28.739125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:28.739152] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:28.742406] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=52.68%)
[2025-12-03T20:46:28.742714] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-03T20:46:28.742835] [INFO ] [sig       ] OABI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:28.878949] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OABI.txt
[2025-12-03T20:46:28.879090] [INFO ] [sig       ] [2255/3516] Completed OABI in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.1m
[2025-12-03T20:46:28.879129] [INFO ] [sig       ] [2256/3516] Forecasting OBDC...
[2025-12-03T20:46:28.879156] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-03T20:46:28.879184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-03T20:46:28.890411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-03T20:46:28.890721] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-03T20:46:28.891442] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-03T20:46:28.891494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:28.891525] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:28.891562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:28.891640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:28.945617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:28.946337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:28.946413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:28.946446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:29.064053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:29.064204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:29.064242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:29.064269] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:29.067530] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2025-12-03T20:46:29.067808] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-03T20:46:29.067928] [INFO ] [sig       ] OBDC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:29.204845] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OBDC.txt
[2025-12-03T20:46:29.205015] [INFO ] [sig       ] [2256/3516] Completed OBDC in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.1m
[2025-12-03T20:46:29.205052] [INFO ] [sig       ] [2257/3516] Forecasting OBIL...
[2025-12-03T20:46:29.205080] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-03T20:46:29.205108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-03T20:46:29.216034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-03T20:46:29.216356] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-03T20:46:29.217103] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-03T20:46:29.217151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:29.217181] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:29.217207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:29.217261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:29.271843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:29.272631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:29.272710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:29.272741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:29.381971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:29.382123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:29.382161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:29.382187] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:29.385403] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-03T20:46:29.385685] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-03T20:46:29.385803] [INFO ] [sig       ] OBIL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:29.523157] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OBIL.txt
[2025-12-03T20:46:29.523283] [INFO ] [sig       ] [2257/3516] Completed OBIL in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.1m
[2025-12-03T20:46:29.523319] [INFO ] [sig       ] [2258/3516] Forecasting OBIO...
[2025-12-03T20:46:29.523347] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-03T20:46:29.523376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-03T20:46:29.534547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-03T20:46:29.534880] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-03T20:46:29.535649] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-03T20:46:29.535698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:29.535727] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:29.535752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:29.535806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:29.590890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:29.591657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:29.591732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:29.591763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:29.706006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:29.706160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:29.706199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:29.706226] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:29.709480] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-12-03T20:46:29.709759] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-03T20:46:29.709874] [INFO ] [sig       ] OBIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:29.845362] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OBIO.txt
[2025-12-03T20:46:29.845489] [INFO ] [sig       ] [2258/3516] Completed OBIO in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.1m
[2025-12-03T20:46:29.845525] [INFO ] [sig       ] [2259/3516] Forecasting OBK...
[2025-12-03T20:46:29.845553] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-03T20:46:29.845598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-03T20:46:29.856489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-03T20:46:29.856805] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-03T20:46:29.857532] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-03T20:46:29.857607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:29.857640] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:29.857665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:29.857719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:29.911527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:29.912164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:29.912237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:29.912267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:30.027528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:30.027664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:30.027702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:30.027730] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:30.030951] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2025-12-03T20:46:30.031207] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-03T20:46:30.031323] [INFO ] [sig       ] OBK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:30.167311] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OBK.txt
[2025-12-03T20:46:30.167465] [INFO ] [sig       ] [2259/3516] Completed OBK in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.1m
[2025-12-03T20:46:30.167503] [INFO ] [sig       ] [2260/3516] Forecasting OBLG...
[2025-12-03T20:46:30.167535] [INFO ] [sig       ] Generating forecast for: OBLG
[2025-12-03T20:46:30.167590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'.
[2025-12-03T20:46:30.178612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBLG'.
[2025-12-03T20:46:30.178899] [INFO ] [FORECASTER] Starting predict_future for OBLG
[2025-12-03T20:46:30.179673] [DEBUG] [LOCAL     ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt
[2025-12-03T20:46:30.179724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:30.179781] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:30.179809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:30.179867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:30.237984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:30.238768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:30.238861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:30.238904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:30.355257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:30.355414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:30.355455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:30.355483] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:30.359003] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: UP (p=63.86%)
[2025-12-03T20:46:30.359278] [INFO ] [FORECASTER] Completed predict_future for OBLG
[2025-12-03T20:46:30.359401] [INFO ] [sig       ] OBLG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:30.506313] [INFO ] [LOCAL     ] Saved forecast: OBLG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OBLG.txt
[2025-12-03T20:46:30.506476] [INFO ] [sig       ] [2260/3516] Completed OBLG in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:30.506530] [INFO ] [sig       ] [2261/3516] Forecasting OC...
[2025-12-03T20:46:30.506560] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-03T20:46:30.506616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-03T20:46:30.519428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-03T20:46:30.519787] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-03T20:46:30.520544] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-03T20:46:30.520623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:30.520657] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:30.520685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:30.520740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:30.579289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:30.580023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:30.580100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:30.580132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:30.699533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:30.699708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:30.699746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:30.699773] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:30.702969] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-03T20:46:30.703228] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-03T20:46:30.703345] [INFO ] [sig       ] OC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:30.839550] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OC.txt
[2025-12-03T20:46:30.839705] [INFO ] [sig       ] [2261/3516] Completed OC in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:30.839742] [INFO ] [sig       ] [2262/3516] Forecasting OCCI...
[2025-12-03T20:46:30.839771] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-03T20:46:30.839799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-03T20:46:30.852889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-03T20:46:30.853405] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-03T20:46:30.854284] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-03T20:46:30.854334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:30.854366] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:30.854391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:30.854446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:30.913017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:30.914125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:30.914219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:30.914250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:31.038896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:31.039129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:31.039172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:31.039199] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:31.043240] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-03T20:46:31.043549] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-03T20:46:31.043701] [INFO ] [sig       ] OCCI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:31.186616] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OCCI.txt
[2025-12-03T20:46:31.186807] [INFO ] [sig       ] [2262/3516] Completed OCCI in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:31.186849] [INFO ] [sig       ] [2263/3516] Forecasting OCFC...
[2025-12-03T20:46:31.186877] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-03T20:46:31.186909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-03T20:46:31.201725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-03T20:46:31.202222] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-03T20:46:31.203184] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-03T20:46:31.203239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:31.203272] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:31.203304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:31.203377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:31.260409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:31.261490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:31.261612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:31.261655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:31.385288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:31.385532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:31.385592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:31.385671] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:31.389487] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-03T20:46:31.389812] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-03T20:46:31.389948] [INFO ] [sig       ] OCFC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:31.527753] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OCFC.txt
[2025-12-03T20:46:31.527951] [INFO ] [sig       ] [2263/3516] Completed OCFC in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:31.528008] [INFO ] [sig       ] [2264/3516] Forecasting OCGN...
[2025-12-03T20:46:31.528038] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-03T20:46:31.528068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-03T20:46:31.541147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-03T20:46:31.541611] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-03T20:46:31.542437] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-03T20:46:31.542487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:31.542519] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:31.542545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:31.542629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:31.597990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:31.599159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:31.599259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:31.599292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:31.723175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:31.723343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:31.723383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:31.723410] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:31.726758] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: UP (p=60.63%)
[2025-12-03T20:46:31.727024] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-03T20:46:31.727165] [INFO ] [sig       ] OCGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:31.865268] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OCGN.txt
[2025-12-03T20:46:31.865418] [INFO ] [sig       ] [2264/3516] Completed OCGN in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:31.865457] [INFO ] [sig       ] [2265/3516] Forecasting OCSL...
[2025-12-03T20:46:31.865485] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-03T20:46:31.865514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-03T20:46:31.878272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-03T20:46:31.878633] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-03T20:46:31.879377] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-03T20:46:31.879426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:31.879456] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:31.879481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:31.879536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:31.934706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:31.935661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:31.935744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:31.935776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:32.055086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:32.055244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:32.055285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:32.055315] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:32.059189] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=66.87%)
[2025-12-03T20:46:32.059477] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-03T20:46:32.059629] [INFO ] [sig       ] OCSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:32.202001] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OCSL.txt
[2025-12-03T20:46:32.202146] [INFO ] [sig       ] [2265/3516] Completed OCSL in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:32.202185] [INFO ] [sig       ] [2266/3516] Forecasting OCUL...
[2025-12-03T20:46:32.202213] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-03T20:46:32.202243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-03T20:46:32.214402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-03T20:46:32.214794] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-03T20:46:32.215532] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-03T20:46:32.215603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:32.215636] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:32.215662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:32.215716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:32.270767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:32.271630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:32.271711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:32.271742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:32.389984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:32.390147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:32.390184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:32.390211] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:32.393479] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2025-12-03T20:46:32.393763] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-03T20:46:32.393882] [INFO ] [sig       ] OCUL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:32.532675] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OCUL.txt
[2025-12-03T20:46:32.532810] [INFO ] [sig       ] [2266/3516] Completed OCUL in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:32.532846] [INFO ] [sig       ] [2267/3516] Forecasting ODC...
[2025-12-03T20:46:32.532875] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-03T20:46:32.532903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-03T20:46:32.549258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-03T20:46:32.549824] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-03T20:46:32.550930] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-03T20:46:32.550991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:32.551031] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:32.551064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:32.551143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:32.617663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:32.618879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:32.618978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:32.619010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:32.740473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:32.740749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:32.740796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:32.740826] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:32.744999] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=61.48%)
[2025-12-03T20:46:32.745315] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-03T20:46:32.745458] [INFO ] [sig       ] ODC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:32.892494] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ODC.txt
[2025-12-03T20:46:32.892727] [INFO ] [sig       ] [2267/3516] Completed ODC in 0.4s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:32.892774] [INFO ] [sig       ] [2268/3516] Forecasting ODD...
[2025-12-03T20:46:32.892802] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-03T20:46:32.892832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-03T20:46:32.906621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-03T20:46:32.907165] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-03T20:46:32.908103] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-03T20:46:32.908157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:32.908190] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:32.908215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:32.908271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:32.965443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:32.966612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:32.966709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:32.966742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:33.088690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:33.088897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:33.088953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:33.088996] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:33.093607] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-03T20:46:33.094036] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-03T20:46:33.094225] [INFO ] [sig       ] ODD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:33.232283] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ODD.txt
[2025-12-03T20:46:33.232417] [INFO ] [sig       ] [2268/3516] Completed ODD in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:33.232456] [INFO ] [sig       ] [2269/3516] Forecasting ODFL...
[2025-12-03T20:46:33.232483] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-03T20:46:33.232511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-03T20:46:33.244119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-03T20:46:33.244393] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-03T20:46:33.245171] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-03T20:46:33.245231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:33.245263] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:33.245288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:33.245342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:33.299739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:33.300442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:33.300519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:33.300551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:33.424113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:33.424274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:33.424329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:33.424357] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:33.427647] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=82.73%)
[2025-12-03T20:46:33.427907] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-03T20:46:33.428043] [INFO ] [sig       ] ODFL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:33.563418] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ODFL.txt
[2025-12-03T20:46:33.563542] [INFO ] [sig       ] [2269/3516] Completed ODFL in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:33.563597] [INFO ] [sig       ] [2270/3516] Forecasting ODP...
[2025-12-03T20:46:33.563627] [INFO ] [sig       ] Generating forecast for: ODP
[2025-12-03T20:46:33.563655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'.
[2025-12-03T20:46:33.575173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODP'.
[2025-12-03T20:46:33.575481] [INFO ] [FORECASTER] Starting predict_future for ODP
[2025-12-03T20:46:33.576241] [DEBUG] [LOCAL     ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt
[2025-12-03T20:46:33.576290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:33.576320] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:33.576345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:33.576399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:33.630717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:33.631307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:33.631408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:33.631440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:33.750450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:33.750627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:33.750669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:33.750698] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:33.754032] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: UP (p=83.89%)
[2025-12-03T20:46:33.754304] [INFO ] [FORECASTER] Completed predict_future for ODP
[2025-12-03T20:46:33.754426] [INFO ] [sig       ] ODP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:33.892745] [INFO ] [LOCAL     ] Saved forecast: ODP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ODP.txt
[2025-12-03T20:46:33.892870] [INFO ] [sig       ] [2270/3516] Completed ODP in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:33.892909] [INFO ] [sig       ] [2271/3516] Forecasting OEC...
[2025-12-03T20:46:33.892938] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-03T20:46:33.892967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-03T20:46:33.906783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-03T20:46:33.907381] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-03T20:46:33.908348] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-03T20:46:33.908400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:33.908433] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:33.908458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:33.908515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:33.967869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:33.969229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:33.969324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:33.969356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:34.095729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:34.095955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:34.095997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:34.096027] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:34.100066] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=30.64%)
[2025-12-03T20:46:34.100441] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-03T20:46:34.100619] [INFO ] [sig       ] OEC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:34.244502] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OEC.txt
[2025-12-03T20:46:34.244704] [INFO ] [sig       ] [2271/3516] Completed OEC in 0.4s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:34.244745] [INFO ] [sig       ] [2272/3516] Forecasting OESX...
[2025-12-03T20:46:34.244774] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-03T20:46:34.244803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-03T20:46:34.257370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-03T20:46:34.257848] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-03T20:46:34.258802] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-03T20:46:34.258852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:34.258883] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:34.258909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:34.258966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:34.315879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:34.317036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:34.317130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:34.317162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:34.433402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:34.433641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:34.433684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:34.433711] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:34.437418] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-03T20:46:34.437734] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-03T20:46:34.437866] [INFO ] [sig       ] OESX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:34.581345] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OESX.txt
[2025-12-03T20:46:34.581534] [INFO ] [sig       ] [2272/3516] Completed OESX in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.0m
[2025-12-03T20:46:34.581603] [INFO ] [sig       ] [2273/3516] Forecasting OFG...
[2025-12-03T20:46:34.581635] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-03T20:46:34.581665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-03T20:46:34.594358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-03T20:46:34.594788] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-03T20:46:34.595709] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-03T20:46:34.595758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:34.595790] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:34.595814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:34.595870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:34.653124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:34.654114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:34.654203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:34.654235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:34.775195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:34.775414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:34.775454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:34.775483] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:34.779158] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=43.01%)
[2025-12-03T20:46:34.779444] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-03T20:46:34.779568] [INFO ] [sig       ] OFG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:34.927934] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OFG.txt
[2025-12-03T20:46:34.928273] [INFO ] [sig       ] [2273/3516] Completed OFG in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.0m
[2025-12-03T20:46:34.928320] [INFO ] [sig       ] [2274/3516] Forecasting OFIX...
[2025-12-03T20:46:34.928349] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-03T20:46:34.928379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-03T20:46:34.941589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-03T20:46:34.942103] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-03T20:46:34.942991] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-03T20:46:34.943044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:34.943078] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:34.943103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:34.943161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:34.999569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:35.000602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:35.000691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:35.000725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:35.120286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:35.120507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:35.120548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:35.120593] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:35.124185] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=48.26%)
[2025-12-03T20:46:35.124466] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-03T20:46:35.124633] [INFO ] [sig       ] OFIX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:35.261405] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OFIX.txt
[2025-12-03T20:46:35.261599] [INFO ] [sig       ] [2274/3516] Completed OFIX in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.0m
[2025-12-03T20:46:35.261641] [INFO ] [sig       ] [2275/3516] Forecasting OFLX...
[2025-12-03T20:46:35.261669] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-03T20:46:35.261699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-03T20:46:35.274365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-03T20:46:35.274731] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-03T20:46:35.275524] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-03T20:46:35.275589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:35.275623] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:35.275648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:35.275702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:35.330395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:35.331295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:35.331376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:35.331407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:35.447704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:35.447834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:35.447870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:35.447896] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:35.451099] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-03T20:46:35.451362] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-03T20:46:35.451484] [INFO ] [sig       ] OFLX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:35.586659] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OFLX.txt
[2025-12-03T20:46:35.586792] [INFO ] [sig       ] [2275/3516] Completed OFLX in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.0m
[2025-12-03T20:46:35.586827] [INFO ] [sig       ] [2276/3516] Forecasting OFS...
[2025-12-03T20:46:35.586855] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-03T20:46:35.586883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-03T20:46:35.599456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-03T20:46:35.600052] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-03T20:46:35.600950] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-03T20:46:35.601000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:35.601033] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:35.601058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:35.601114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:35.655975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:35.656928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:35.657023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:35.657055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:35.774079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:35.774311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:35.774379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:35.774409] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:35.778054] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=26.45%)
[2025-12-03T20:46:35.778338] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-03T20:46:35.778473] [INFO ] [sig       ] OFS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:35.916752] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OFS.txt
[2025-12-03T20:46:35.916947] [INFO ] [sig       ] [2276/3516] Completed OFS in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.0m
[2025-12-03T20:46:35.916988] [INFO ] [sig       ] [2277/3516] Forecasting OGE...
[2025-12-03T20:46:35.917016] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-03T20:46:35.917045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-03T20:46:35.930442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-03T20:46:35.930820] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-03T20:46:35.931601] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-03T20:46:35.931651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:35.931713] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:35.931739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:35.931794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:35.986085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:35.986722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:35.986798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:35.986828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:36.104795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:36.104908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:36.104944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:36.104970] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:36.108200] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-12-03T20:46:36.108459] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-03T20:46:36.108598] [INFO ] [sig       ] OGE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:36.244738] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OGE.txt
[2025-12-03T20:46:36.244852] [INFO ] [sig       ] [2277/3516] Completed OGE in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.0m
[2025-12-03T20:46:36.244889] [INFO ] [sig       ] [2278/3516] Forecasting OGI...
[2025-12-03T20:46:36.244917] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-03T20:46:36.244945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-03T20:46:36.256407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-03T20:46:36.256702] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-03T20:46:36.257447] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-03T20:46:36.257495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:36.257525] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:36.257550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:36.257630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:36.312148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:36.312833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:36.312907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:36.312937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:36.434270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:36.434386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:36.434419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:36.434444] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:36.437499] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: UP (p=63.81%)
[2025-12-03T20:46:36.437776] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-03T20:46:36.437892] [INFO ] [sig       ] OGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:36.573431] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OGI.txt
[2025-12-03T20:46:36.573538] [INFO ] [sig       ] [2278/3516] Completed OGI in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:36.573590] [INFO ] [sig       ] [2279/3516] Forecasting OGN...
[2025-12-03T20:46:36.573620] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-03T20:46:36.573647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-03T20:46:36.584888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-03T20:46:36.585158] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-03T20:46:36.585924] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-03T20:46:36.585973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:36.586003] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:36.586028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:36.586082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:36.641020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:36.641620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:36.641694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:36.641725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:36.761662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:36.761787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:36.761821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:36.761847] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:36.764963] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=21.26%)
[2025-12-03T20:46:36.765218] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-03T20:46:36.765332] [INFO ] [sig       ] OGN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:36.900715] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OGN.txt
[2025-12-03T20:46:36.900837] [INFO ] [sig       ] [2279/3516] Completed OGN in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:36.900873] [INFO ] [sig       ] [2280/3516] Forecasting OHI...
[2025-12-03T20:46:36.900900] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-03T20:46:36.900930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-03T20:46:36.912189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-03T20:46:36.912465] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-03T20:46:36.913208] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-03T20:46:36.913256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:36.913295] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:36.913321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:36.913375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:36.968087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:36.968698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:36.968769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:36.968800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:37.082689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:37.082839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:37.082878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:37.082905] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:37.086190] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-03T20:46:37.086448] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-03T20:46:37.086565] [INFO ] [sig       ] OHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:37.222203] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OHI.txt
[2025-12-03T20:46:37.222335] [INFO ] [sig       ] [2280/3516] Completed OHI in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:37.222371] [INFO ] [sig       ] [2281/3516] Forecasting OI...
[2025-12-03T20:46:37.222400] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-03T20:46:37.222428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-03T20:46:37.233805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-03T20:46:37.234061] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-03T20:46:37.234821] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-03T20:46:37.234869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:37.234899] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:37.234924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:37.234978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:37.289161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:37.289747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:37.289820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:37.289850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:37.406402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:37.406509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:37.406542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:37.406583] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:37.409666] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-12-03T20:46:37.409922] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-03T20:46:37.410036] [INFO ] [sig       ] OI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:37.545198] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OI.txt
[2025-12-03T20:46:37.545306] [INFO ] [sig       ] [2281/3516] Completed OI in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:37.545342] [INFO ] [sig       ] [2282/3516] Forecasting OIA...
[2025-12-03T20:46:37.545370] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-03T20:46:37.545397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-03T20:46:37.556010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-03T20:46:37.556261] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-03T20:46:37.557023] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-03T20:46:37.557072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:37.557102] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:37.557127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:37.557181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:37.611481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:37.612074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:37.612150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:37.612181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:37.729556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:37.729690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:37.729725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:37.729751] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:37.732862] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=38.46%)
[2025-12-03T20:46:37.733115] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-03T20:46:37.733231] [INFO ] [sig       ] OIA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:37.878871] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OIA.txt
[2025-12-03T20:46:37.879061] [INFO ] [sig       ] [2282/3516] Completed OIA in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:37.879105] [INFO ] [sig       ] [2283/3516] Forecasting OII...
[2025-12-03T20:46:37.879136] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-03T20:46:37.879166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-03T20:46:37.890778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-03T20:46:37.891055] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-03T20:46:37.891830] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-03T20:46:37.891886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:37.891917] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:37.891943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:37.891998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:37.951361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:37.952176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:37.952253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:37.952286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:38.069275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:38.069422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:38.069458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:38.069485] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:38.072677] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-12-03T20:46:38.072937] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-03T20:46:38.073054] [INFO ] [sig       ] OII: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:38.220270] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OII.txt
[2025-12-03T20:46:38.220389] [INFO ] [sig       ] [2283/3516] Completed OII in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:38.220427] [INFO ] [sig       ] [2284/3516] Forecasting OIS...
[2025-12-03T20:46:38.220455] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-03T20:46:38.220490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-03T20:46:38.231590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-03T20:46:38.231863] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-03T20:46:38.232598] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-03T20:46:38.232647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:38.232686] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:38.232712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:38.232771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:38.287480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:38.288086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:38.288178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:38.288210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:38.405590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:38.405714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:38.405749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:38.405776] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:38.408923] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-03T20:46:38.409185] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-03T20:46:38.409306] [INFO ] [sig       ] OIS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:38.548812] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OIS.txt
[2025-12-03T20:46:38.548932] [INFO ] [sig       ] [2284/3516] Completed OIS in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:38.548966] [INFO ] [sig       ] [2285/3516] Forecasting OKE...
[2025-12-03T20:46:38.548994] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-03T20:46:38.549020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-03T20:46:38.559952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-03T20:46:38.560227] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-03T20:46:38.560997] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-03T20:46:38.561048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:38.561079] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:38.561106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:38.561161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:38.617758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:38.618526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:38.618618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:38.618659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:38.749878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:38.750037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:38.750076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:38.750103] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:38.753428] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-12-03T20:46:38.753730] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-03T20:46:38.753856] [INFO ] [sig       ] OKE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:38.891640] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OKE.txt
[2025-12-03T20:46:38.891803] [INFO ] [sig       ] [2285/3516] Completed OKE in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:38.891841] [INFO ] [sig       ] [2286/3516] Forecasting OKTA...
[2025-12-03T20:46:38.891870] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-03T20:46:38.891898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-03T20:46:38.903546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-03T20:46:38.903934] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-03T20:46:38.904696] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-03T20:46:38.904745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:38.904774] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:38.904799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:38.904853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:38.962866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:38.963718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:38.963802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:38.963833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:39.083408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:39.083560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:39.083618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:39.083647] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:39.087015] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-12-03T20:46:39.087298] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-03T20:46:39.087428] [INFO ] [sig       ] OKTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:39.225083] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OKTA.txt
[2025-12-03T20:46:39.225201] [INFO ] [sig       ] [2286/3516] Completed OKTA in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:39.225238] [INFO ] [sig       ] [2287/3516] Forecasting OKYO...
[2025-12-03T20:46:39.225266] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-03T20:46:39.225293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-03T20:46:39.237000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-03T20:46:39.237315] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-03T20:46:39.238105] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-03T20:46:39.238153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:39.238183] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:39.238207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:39.238261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:39.292384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:39.293095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:39.293175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:39.293206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:39.408099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:39.408245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:39.408284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:39.408314] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:39.411700] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-12-03T20:46:39.411972] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-03T20:46:39.412095] [INFO ] [sig       ] OKYO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:39.546986] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OKYO.txt
[2025-12-03T20:46:39.547096] [INFO ] [sig       ] [2287/3516] Completed OKYO in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:39.547131] [INFO ] [sig       ] [2288/3516] Forecasting OLED...
[2025-12-03T20:46:39.547158] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-03T20:46:39.547184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-03T20:46:39.558206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-03T20:46:39.558480] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-03T20:46:39.559348] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-03T20:46:39.559410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:39.559453] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:39.559493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:39.559599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:39.625064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:39.626099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:39.626197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:39.626243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:39.754500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:39.754671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:39.754711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:39.754741] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:39.758082] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2025-12-03T20:46:39.758343] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-03T20:46:39.758464] [INFO ] [sig       ] OLED: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:39.915481] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OLED.txt
[2025-12-03T20:46:39.915649] [INFO ] [sig       ] [2288/3516] Completed OLED in 0.4s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:39.915690] [INFO ] [sig       ] [2289/3516] Forecasting OLLI...
[2025-12-03T20:46:39.915719] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-03T20:46:39.915747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-03T20:46:39.926785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-03T20:46:39.927111] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-03T20:46:39.927863] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-03T20:46:39.927913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:39.927942] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:39.927967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:39.928048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:39.982461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:39.983287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:39.983365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:39.983396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:40.100658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:40.100812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:40.100851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:40.100878] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:40.104115] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-03T20:46:40.104384] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-03T20:46:40.104504] [INFO ] [sig       ] OLLI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:40.243960] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OLLI.txt
[2025-12-03T20:46:40.244109] [INFO ] [sig       ] [2289/3516] Completed OLLI in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:40.244147] [INFO ] [sig       ] [2290/3516] Forecasting OLMA...
[2025-12-03T20:46:40.244175] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-03T20:46:40.244203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-03T20:46:40.255139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-03T20:46:40.255466] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-03T20:46:40.256241] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-03T20:46:40.256290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:40.256320] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:40.256345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:40.256400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:40.311633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:40.312454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:40.312532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:40.312563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:40.439895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:40.440062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:40.440098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:40.440126] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:40.443385] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=98.85%)
[2025-12-03T20:46:40.443668] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-03T20:46:40.443790] [INFO ] [sig       ] OLMA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:40.585919] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OLMA.txt
[2025-12-03T20:46:40.586091] [INFO ] [sig       ] [2290/3516] Completed OLMA in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 6.9m
[2025-12-03T20:46:40.586182] [INFO ] [sig       ] [2291/3516] Forecasting OLN...
[2025-12-03T20:46:40.586215] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-03T20:46:40.586244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-03T20:46:40.598336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-03T20:46:40.598734] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-03T20:46:40.599737] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-03T20:46:40.599787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:40.599820] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:40.599846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:40.600104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:40.661164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:40.662158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:40.662253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:40.662288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:40.795498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:40.795672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:40.795711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:40.795738] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:40.798990] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-03T20:46:40.799258] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-03T20:46:40.799380] [INFO ] [sig       ] OLN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:40.941427] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OLN.txt
[2025-12-03T20:46:40.941640] [INFO ] [sig       ] [2291/3516] Completed OLN in 0.4s | 2.97 sym/s | Total: 12.9m | ETA: 6.9m
[2025-12-03T20:46:40.941691] [INFO ] [sig       ] [2292/3516] Forecasting OLP...
[2025-12-03T20:46:40.941728] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-03T20:46:40.941764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-03T20:46:40.953752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-03T20:46:40.954187] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-03T20:46:40.955072] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-03T20:46:40.955126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:40.955159] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:40.955185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:40.955242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:41.014299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:41.015195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:41.015281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:41.015315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:41.161259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:41.161435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:41.161496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:41.161545] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:41.166460] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=66.64%)
[2025-12-03T20:46:41.166945] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-03T20:46:41.167134] [INFO ] [sig       ] OLP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:41.315708] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OLP.txt
[2025-12-03T20:46:41.315859] [INFO ] [sig       ] [2292/3516] Completed OLP in 0.4s | 2.97 sym/s | Total: 12.9m | ETA: 6.9m
[2025-12-03T20:46:41.315897] [INFO ] [sig       ] [2293/3516] Forecasting OLPX...
[2025-12-03T20:46:41.315925] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-03T20:46:41.315952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-03T20:46:41.327016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-03T20:46:41.327353] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-03T20:46:41.328352] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-03T20:46:41.328429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:41.328470] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:41.328506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:41.328610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:41.393855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:41.394746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:41.394831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:41.394864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:41.525348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:41.525544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:41.525620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:41.525653] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:41.529458] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-03T20:46:41.529823] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-03T20:46:41.529968] [INFO ] [sig       ] OLPX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:41.678168] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OLPX.txt
[2025-12-03T20:46:41.678325] [INFO ] [sig       ] [2293/3516] Completed OLPX in 0.4s | 2.97 sym/s | Total: 12.9m | ETA: 6.9m
[2025-12-03T20:46:41.678363] [INFO ] [sig       ] [2294/3516] Forecasting OM...
[2025-12-03T20:46:41.678391] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-03T20:46:41.678418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-03T20:46:41.690685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-03T20:46:41.691078] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-03T20:46:41.691896] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-03T20:46:41.691949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:41.691981] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:41.692038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:41.692097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:41.748564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:41.749438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:41.749526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:41.749558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:41.869140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:41.869297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:41.869334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:41.869361] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:41.872684] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=52.04%)
[2025-12-03T20:46:41.872957] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-03T20:46:41.873075] [INFO ] [sig       ] OM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:42.010423] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OM.txt
[2025-12-03T20:46:42.010588] [INFO ] [sig       ] [2294/3516] Completed OM in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.9m
[2025-12-03T20:46:42.010628] [INFO ] [sig       ] [2295/3516] Forecasting OMAB...
[2025-12-03T20:46:42.010657] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-03T20:46:42.010685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-03T20:46:42.022081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-03T20:46:42.022388] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-03T20:46:42.023177] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-03T20:46:42.023226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:42.023256] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:42.023281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:42.023335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:42.078977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:42.079756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:42.079835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:42.079868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:42.196873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:42.197025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:42.197061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:42.197088] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:42.200332] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=64.49%)
[2025-12-03T20:46:42.200606] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-03T20:46:42.200722] [INFO ] [sig       ] OMAB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:42.336783] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OMAB.txt
[2025-12-03T20:46:42.336919] [INFO ] [sig       ] [2295/3516] Completed OMAB in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.9m
[2025-12-03T20:46:42.336958] [INFO ] [sig       ] [2296/3516] Forecasting OMC...
[2025-12-03T20:46:42.336986] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-03T20:46:42.337015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-03T20:46:42.347198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-03T20:46:42.347486] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-03T20:46:42.348290] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-03T20:46:42.348341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:42.348371] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:42.348398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:42.348452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:42.404151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:42.404789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:42.404864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:42.404895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:42.523896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:42.524052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:42.524092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:42.524118] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:42.527460] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=13.58%)
[2025-12-03T20:46:42.527759] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-03T20:46:42.527884] [INFO ] [sig       ] OMC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:42.667846] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OMC.txt
[2025-12-03T20:46:42.668010] [INFO ] [sig       ] [2296/3516] Completed OMC in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:42.668061] [INFO ] [sig       ] [2297/3516] Forecasting OMCL...
[2025-12-03T20:46:42.668090] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-03T20:46:42.668117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-03T20:46:42.679259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-03T20:46:42.679648] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-03T20:46:42.680464] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-03T20:46:42.680515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:42.680547] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:42.680593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:42.680653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:42.739999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:42.741033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:42.741130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:42.741179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:42.882897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:42.883051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:42.883089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:42.883116] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:42.886442] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: UP (p=50.33%)
[2025-12-03T20:46:42.886730] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-03T20:46:42.886876] [INFO ] [sig       ] OMCL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:43.026067] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OMCL.txt
[2025-12-03T20:46:43.026219] [INFO ] [sig       ] [2297/3516] Completed OMCL in 0.4s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:43.026257] [INFO ] [sig       ] [2298/3516] Forecasting OMEX...
[2025-12-03T20:46:43.026284] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-03T20:46:43.026313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-03T20:46:43.037971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-03T20:46:43.038298] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-03T20:46:43.039051] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-03T20:46:43.039100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:43.039130] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:43.039156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:43.039210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:43.094234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:43.095044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:43.095121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:43.095152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:43.212098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:43.212245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:43.212285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:43.212320] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:43.215562] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=58.02%)
[2025-12-03T20:46:43.215856] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-03T20:46:43.215973] [INFO ] [sig       ] OMEX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:43.355130] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OMEX.txt
[2025-12-03T20:46:43.355271] [INFO ] [sig       ] [2298/3516] Completed OMEX in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:43.355309] [INFO ] [sig       ] [2299/3516] Forecasting OMF...
[2025-12-03T20:46:43.355337] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-03T20:46:43.355368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-03T20:46:43.366949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-03T20:46:43.367299] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-03T20:46:43.368077] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-03T20:46:43.368126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:43.368155] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:43.368180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:43.368234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:43.424750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:43.425593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:43.425675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:43.425706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:43.546957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:43.547113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:43.547154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:43.547182] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:43.550616] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=31.37%)
[2025-12-03T20:46:43.550885] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-03T20:46:43.551009] [INFO ] [sig       ] OMF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:43.691732] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OMF.txt
[2025-12-03T20:46:43.691884] [INFO ] [sig       ] [2299/3516] Completed OMF in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:43.691921] [INFO ] [sig       ] [2300/3516] Forecasting OMI...
[2025-12-03T20:46:43.691950] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-03T20:46:43.691978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-03T20:46:43.703732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-03T20:46:43.704099] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-03T20:46:43.704853] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-03T20:46:43.704901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:43.704932] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:43.704957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:43.705011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:43.762412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:43.763279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:43.763359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:43.763392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:43.883836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:43.883991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:43.884047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:43.884077] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:43.887410] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-03T20:46:43.887786] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-03T20:46:43.887944] [INFO ] [sig       ] OMI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:44.027268] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OMI.txt
[2025-12-03T20:46:44.027416] [INFO ] [sig       ] [2300/3516] Completed OMI in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:44.027455] [INFO ] [sig       ] [2301/3516] Forecasting ON...
[2025-12-03T20:46:44.027483] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-03T20:46:44.027511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-03T20:46:44.039020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-03T20:46:44.039399] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-03T20:46:44.040201] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-03T20:46:44.040250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:44.040282] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:44.040308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:44.040364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:44.110089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:44.110996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:44.111077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:44.111108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:44.232691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:44.232849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:44.232887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:44.232916] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:44.236168] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=49.86%)
[2025-12-03T20:46:44.236425] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-03T20:46:44.236545] [INFO ] [sig       ] ON: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:44.375226] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ON.txt
[2025-12-03T20:46:44.375362] [INFO ] [sig       ] [2301/3516] Completed ON in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:44.375403] [INFO ] [sig       ] [2302/3516] Forecasting ONB...
[2025-12-03T20:46:44.375432] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-03T20:46:44.375461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-03T20:46:44.387457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-03T20:46:44.387853] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-03T20:46:44.388672] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-03T20:46:44.388721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:44.388752] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:44.388777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:44.388832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:44.444652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:44.445478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:44.445594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:44.445629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:44.564182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:44.564336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:44.564376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:44.564403] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:44.567696] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-03T20:46:44.567973] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-03T20:46:44.568117] [INFO ] [sig       ] ONB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:44.707906] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ONB.txt
[2025-12-03T20:46:44.708087] [INFO ] [sig       ] [2302/3516] Completed ONB in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:44.708131] [INFO ] [sig       ] [2303/3516] Forecasting ONCO...
[2025-12-03T20:46:44.708160] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-03T20:46:44.708188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-03T20:46:44.719354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-03T20:46:44.719716] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-03T20:46:44.720506] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-03T20:46:44.720557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:44.720606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:44.720634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:44.720689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:44.778120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:44.778983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:44.779065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:44.779096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:44.897525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:44.897701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:44.897739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:44.897766] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:44.901078] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-03T20:46:44.901367] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-03T20:46:44.901494] [INFO ] [sig       ] ONCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:45.044550] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ONCO.txt
[2025-12-03T20:46:45.044725] [INFO ] [sig       ] [2303/3516] Completed ONCO in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:45.044765] [INFO ] [sig       ] [2304/3516] Forecasting ONDS...
[2025-12-03T20:46:45.044795] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-03T20:46:45.044830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-03T20:46:45.056735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-03T20:46:45.057097] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-03T20:46:45.057878] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-03T20:46:45.057938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:45.057987] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:45.058038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:45.058094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:45.116757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:45.117623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:45.117742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:45.117776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:45.238830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:45.238982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:45.239021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:45.239048] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:45.242307] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=52.25%)
[2025-12-03T20:46:45.242594] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-03T20:46:45.242716] [INFO ] [sig       ] ONDS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:45.387868] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ONDS.txt
[2025-12-03T20:46:45.391001] [INFO ] [sig       ] [2304/3516] Completed ONDS in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:45.391067] [INFO ] [sig       ] [2305/3516] Forecasting ONEQ...
[2025-12-03T20:46:45.391104] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-03T20:46:45.391133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-03T20:46:45.402661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-03T20:46:45.403036] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-03T20:46:45.403829] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-03T20:46:45.403879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:45.403910] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:45.403938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:45.403993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:45.460033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:45.460881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:45.460983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:45.461015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:45.580805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:45.580947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:45.580983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:45.581010] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:45.584259] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-03T20:46:45.584521] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-03T20:46:45.584661] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:45.722485] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ONEQ.txt
[2025-12-03T20:46:45.722630] [INFO ] [sig       ] [2305/3516] Completed ONEQ in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:45.722668] [INFO ] [sig       ] [2306/3516] Forecasting ONL...
[2025-12-03T20:46:45.722696] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-03T20:46:45.722725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-03T20:46:45.733700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-03T20:46:45.733993] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-03T20:46:45.734746] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-03T20:46:45.734794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:45.734825] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:45.734850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:45.734908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:45.790231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:45.790854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:45.790930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:45.790961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:45.911146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:45.911290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:45.911328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:45.911355] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:45.914617] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=70.64%)
[2025-12-03T20:46:45.914876] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-03T20:46:45.914997] [INFO ] [sig       ] ONL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:46.051941] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ONL.txt
[2025-12-03T20:46:46.052092] [INFO ] [sig       ] [2306/3516] Completed ONL in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:46.052128] [INFO ] [sig       ] [2307/3516] Forecasting ONON...
[2025-12-03T20:46:46.052155] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-03T20:46:46.052184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-03T20:46:46.063616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-03T20:46:46.063930] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-03T20:46:46.064741] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-03T20:46:46.064791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:46.064824] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:46.064851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:46.064906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:46.121996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:46.122737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:46.122813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:46.122845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:46.247394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:46.247569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:46.247640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:46.247671] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:46.251144] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-03T20:46:46.251405] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-03T20:46:46.251522] [INFO ] [sig       ] ONON: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:46.387947] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ONON.txt
[2025-12-03T20:46:46.388124] [INFO ] [sig       ] [2307/3516] Completed ONON in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:46.388162] [INFO ] [sig       ] [2308/3516] Forecasting ONTF...
[2025-12-03T20:46:46.388197] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-03T20:46:46.388227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-03T20:46:46.399143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-03T20:46:46.399423] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-03T20:46:46.400189] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-03T20:46:46.400238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:46.400268] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:46.400293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:46.400347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:46.455623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:46.456397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:46.456475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:46.456506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:46.578044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:46.578195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:46.578232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:46.578259] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:46.581463] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=24.75%)
[2025-12-03T20:46:46.581743] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-03T20:46:46.581860] [INFO ] [sig       ] ONTF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:46.716821] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ONTF.txt
[2025-12-03T20:46:46.716955] [INFO ] [sig       ] [2308/3516] Completed ONTF in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 6.8m
[2025-12-03T20:46:46.716991] [INFO ] [sig       ] [2309/3516] Forecasting ONTO...
[2025-12-03T20:46:46.717019] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-03T20:46:46.717047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-03T20:46:46.728971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-03T20:46:46.729269] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-03T20:46:46.730088] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-03T20:46:46.730139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:46.730170] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:46.730195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:46.730254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:46.785809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:46.786618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:46.786696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:46.786726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:46.905681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:46.905826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:46.905863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:46.905890] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:46.909126] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-03T20:46:46.909386] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-03T20:46:46.909504] [INFO ] [sig       ] ONTO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:47.048493] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ONTO.txt
[2025-12-03T20:46:47.048642] [INFO ] [sig       ] [2309/3516] Completed ONTO in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.8m
[2025-12-03T20:46:47.048687] [INFO ] [sig       ] [2310/3516] Forecasting OOMA...
[2025-12-03T20:46:47.048717] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-03T20:46:47.048747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-03T20:46:47.062361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-03T20:46:47.062651] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-03T20:46:47.063382] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-03T20:46:47.063430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:47.063462] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:47.063487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:47.063546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:47.121558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:47.122368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:47.122474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:47.122507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:47.252169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:47.252314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:47.252350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:47.252377] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:47.255671] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=41.57%)
[2025-12-03T20:46:47.255934] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-03T20:46:47.256052] [INFO ] [sig       ] OOMA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:47.393721] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OOMA.txt
[2025-12-03T20:46:47.393849] [INFO ] [sig       ] [2310/3516] Completed OOMA in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.8m
[2025-12-03T20:46:47.393893] [INFO ] [sig       ] [2311/3516] Forecasting OPAD...
[2025-12-03T20:46:47.393928] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-03T20:46:47.393962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-03T20:46:47.404889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-03T20:46:47.405147] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-03T20:46:47.405897] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-03T20:46:47.405946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:47.406000] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:47.406027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:47.406081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:47.461548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:47.462176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:47.462248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:47.462278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:47.585475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:47.585643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:47.585684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:47.585728] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:47.588989] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2025-12-03T20:46:47.589257] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-03T20:46:47.589374] [INFO ] [sig       ] OPAD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:47.727319] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OPAD.txt
[2025-12-03T20:46:47.727447] [INFO ] [sig       ] [2311/3516] Completed OPAD in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.8m
[2025-12-03T20:46:47.727483] [INFO ] [sig       ] [2312/3516] Forecasting OPAL...
[2025-12-03T20:46:47.727511] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-03T20:46:47.727539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-03T20:46:47.738828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-03T20:46:47.739123] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-03T20:46:47.739894] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-03T20:46:47.739960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:47.739997] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:47.740028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:47.740083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:47.797808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:47.798442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:47.798519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:47.798553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:47.923548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:47.923761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:47.923818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:47.923852] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:47.928216] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=17.63%)
[2025-12-03T20:46:47.928552] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-03T20:46:47.928721] [INFO ] [sig       ] OPAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:48.085009] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OPAL.txt
[2025-12-03T20:46:48.085161] [INFO ] [sig       ] [2312/3516] Completed OPAL in 0.4s | 2.97 sym/s | Total: 13.0m | ETA: 6.8m
[2025-12-03T20:46:48.085199] [INFO ] [sig       ] [2313/3516] Forecasting OPBK...
[2025-12-03T20:46:48.085229] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-03T20:46:48.085258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-03T20:46:48.097688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-03T20:46:48.098045] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-03T20:46:48.098967] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-03T20:46:48.099018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:48.099053] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:48.099079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:48.099134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:48.156278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:48.157003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:48.157081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:48.157125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:48.280459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:48.280627] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:46:48.280667] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:48.280693] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:48.283891] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-03T20:46:48.284154] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-03T20:46:48.284271] [INFO ] [sig       ] OPBK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:48.420263] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OPBK.txt
[2025-12-03T20:46:48.420391] [INFO ] [sig       ] [2313/3516] Completed OPBK in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:48.420427] [INFO ] [sig       ] [2314/3516] Forecasting OPCH...
[2025-12-03T20:46:48.420455] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-03T20:46:48.420482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-03T20:46:48.431932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-03T20:46:48.432306] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-03T20:46:48.433068] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-03T20:46:48.433117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:48.433148] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:48.433173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:48.433226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:48.488047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:48.488906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:48.488985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:48.489016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:48.610223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:48.610382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:48.610422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:48.610490] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:48.613952] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-12-03T20:46:48.614231] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-03T20:46:48.614357] [INFO ] [sig       ] OPCH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:48.756343] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OPCH.txt
[2025-12-03T20:46:48.756469] [INFO ] [sig       ] [2314/3516] Completed OPCH in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:48.756505] [INFO ] [sig       ] [2315/3516] Forecasting OPEN...
[2025-12-03T20:46:48.756533] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-03T20:46:48.756561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-03T20:46:48.768514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-03T20:46:48.768884] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-03T20:46:48.769722] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-03T20:46:48.769772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:48.769804] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:48.769842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:48.769899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:48.826545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:48.827156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:48.827233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:48.827265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:48.945702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:48.945838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:48.945875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:48.945901] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:48.949144] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-12-03T20:46:48.949410] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-03T20:46:48.949535] [INFO ] [sig       ] OPEN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:49.094244] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OPEN.txt
[2025-12-03T20:46:49.094366] [INFO ] [sig       ] [2315/3516] Completed OPEN in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:49.094404] [INFO ] [sig       ] [2316/3516] Forecasting OPFI...
[2025-12-03T20:46:49.094431] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-03T20:46:49.094458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-03T20:46:49.105321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-03T20:46:49.105590] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-03T20:46:49.106322] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-03T20:46:49.106370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:49.106400] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:49.106426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:49.106480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:49.162923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:49.163563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:49.163669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:49.163703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:49.282600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:49.282730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:49.282766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:49.282795] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:49.286041] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=80.91%)
[2025-12-03T20:46:49.286312] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-03T20:46:49.286431] [INFO ] [sig       ] OPFI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:49.422985] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OPFI.txt
[2025-12-03T20:46:49.423095] [INFO ] [sig       ] [2316/3516] Completed OPFI in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:49.423132] [INFO ] [sig       ] [2317/3516] Forecasting OPK...
[2025-12-03T20:46:49.423162] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-03T20:46:49.423204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-03T20:46:49.434586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-03T20:46:49.434841] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-03T20:46:49.435614] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-03T20:46:49.435661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:49.435692] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:49.435726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:49.435780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:49.491392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:49.492014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:49.492090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:49.492122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:49.610865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:49.611019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:49.611057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:49.611085] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:49.614331] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=70.60%)
[2025-12-03T20:46:49.614618] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-03T20:46:49.614742] [INFO ] [sig       ] OPK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:49.750552] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OPK.txt
[2025-12-03T20:46:49.750710] [INFO ] [sig       ] [2317/3516] Completed OPK in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:49.750755] [INFO ] [sig       ] [2318/3516] Forecasting OPP...
[2025-12-03T20:46:49.750789] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-03T20:46:49.750817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-03T20:46:49.761490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-03T20:46:49.761783] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-03T20:46:49.762522] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-03T20:46:49.762597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:49.762631] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:49.762657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:49.762711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:49.816927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:49.817509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:49.817599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:49.817632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:49.930535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:49.930685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:49.930723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:49.930749] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:49.933892] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=75.95%)
[2025-12-03T20:46:49.934148] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-03T20:46:49.934263] [INFO ] [sig       ] OPP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:50.068854] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OPP.txt
[2025-12-03T20:46:50.068968] [INFO ] [sig       ] [2318/3516] Completed OPP in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:50.069011] [INFO ] [sig       ] [2319/3516] Forecasting OPRA...
[2025-12-03T20:46:50.069042] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-03T20:46:50.069077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-03T20:46:50.080675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-03T20:46:50.080959] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-03T20:46:50.081730] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-03T20:46:50.081779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:50.081809] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:50.081835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:50.081889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:50.138010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:50.138664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:50.138740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:50.138772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:50.261012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:50.261177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:50.261219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:50.261246] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:50.264563] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=7.04%)
[2025-12-03T20:46:50.264853] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-03T20:46:50.264972] [INFO ] [sig       ] OPRA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:50.401970] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OPRA.txt
[2025-12-03T20:46:50.402081] [INFO ] [sig       ] [2319/3516] Completed OPRA in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:50.402117] [INFO ] [sig       ] [2320/3516] Forecasting OPRX...
[2025-12-03T20:46:50.402144] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-03T20:46:50.402171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-03T20:46:50.414340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-03T20:46:50.414640] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-03T20:46:50.415381] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-03T20:46:50.415430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:50.415483] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:50.415528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:50.415607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:50.470674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:50.471281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:50.471356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:50.471387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:50.594644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:50.594793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:50.594833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:50.594860] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:50.598138] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=44.13%)
[2025-12-03T20:46:50.598400] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-03T20:46:50.598523] [INFO ] [sig       ] OPRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:50.740193] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OPRX.txt
[2025-12-03T20:46:50.740358] [INFO ] [sig       ] [2320/3516] Completed OPRX in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:50.740398] [INFO ] [sig       ] [2321/3516] Forecasting OPTX...
[2025-12-03T20:46:50.740427] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-03T20:46:50.740456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-03T20:46:50.752832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-03T20:46:50.753212] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-03T20:46:50.753998] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-03T20:46:50.754048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:50.754078] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:50.754105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:50.754162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:50.809781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:50.810484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:50.810623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:50.810657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:50.927655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:50.927795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:50.927830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:50.927858] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:50.931135] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=46.80%)
[2025-12-03T20:46:50.931394] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-03T20:46:50.931508] [INFO ] [sig       ] OPTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:51.078342] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OPTX.txt
[2025-12-03T20:46:51.078499] [INFO ] [sig       ] [2321/3516] Completed OPTX in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:51.078545] [INFO ] [sig       ] [2322/3516] Forecasting OPXS...
[2025-12-03T20:46:51.078601] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-03T20:46:51.078634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-03T20:46:51.089651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-03T20:46:51.089974] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-03T20:46:51.090745] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-03T20:46:51.090795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:51.090826] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:51.090852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:51.090906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:51.146832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:51.147802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:51.147899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:51.147932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:51.264962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:51.265122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:51.265160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:51.265188] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:51.268489] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2025-12-03T20:46:51.268792] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-03T20:46:51.268918] [INFO ] [sig       ] OPXS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:51.406562] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OPXS.txt
[2025-12-03T20:46:51.406734] [INFO ] [sig       ] [2322/3516] Completed OPXS in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:51.406776] [INFO ] [sig       ] [2323/3516] Forecasting ORA...
[2025-12-03T20:46:51.406804] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-03T20:46:51.406832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-03T20:46:51.417403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-03T20:46:51.417804] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-03T20:46:51.418628] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-03T20:46:51.418679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:51.418711] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:51.418738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:51.418793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:51.474603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:51.475401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:51.475480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:51.475513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:51.598281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:51.598437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:51.598476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:51.598504] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:51.601967] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-03T20:46:51.602286] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-03T20:46:51.602418] [INFO ] [sig       ] ORA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:51.741112] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ORA.txt
[2025-12-03T20:46:51.741252] [INFO ] [sig       ] [2323/3516] Completed ORA in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:51.741288] [INFO ] [sig       ] [2324/3516] Forecasting ORC...
[2025-12-03T20:46:51.741317] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-03T20:46:51.741345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-03T20:46:51.753346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-03T20:46:51.753711] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-03T20:46:51.754466] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-03T20:46:51.754515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:51.754546] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:51.754589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:51.754646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:51.811597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:51.812252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:51.812331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:51.812362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:51.931476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:51.931628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:51.931666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:51.931693] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:51.934916] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-03T20:46:51.935171] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-03T20:46:51.935288] [INFO ] [sig       ] ORC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:52.079249] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ORC.txt
[2025-12-03T20:46:52.079402] [INFO ] [sig       ] [2324/3516] Completed ORC in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:52.079442] [INFO ] [sig       ] [2325/3516] Forecasting ORGO...
[2025-12-03T20:46:52.079471] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-03T20:46:52.079498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-03T20:46:52.091214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-03T20:46:52.091588] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-03T20:46:52.092362] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-03T20:46:52.092411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:52.092442] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:52.092468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:52.092522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:52.148920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:52.149934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:52.150062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:52.150110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:52.268155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:52.268317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:52.268356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:52.268383] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:52.271763] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-03T20:46:52.272078] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-03T20:46:52.272209] [INFO ] [sig       ] ORGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:52.412013] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ORGO.txt
[2025-12-03T20:46:52.412166] [INFO ] [sig       ] [2325/3516] Completed ORGO in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 6.7m
[2025-12-03T20:46:52.412204] [INFO ] [sig       ] [2326/3516] Forecasting ORIC...
[2025-12-03T20:46:52.412235] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-03T20:46:52.412264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-03T20:46:52.426383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-03T20:46:52.426746] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-03T20:46:52.427502] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-03T20:46:52.427550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:52.427601] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:52.427629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:52.427696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:52.484069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:52.484918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:52.484999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:52.485037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:52.606229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:52.606379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:52.606417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:52.606443] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:52.609834] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-03T20:46:52.610133] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-03T20:46:52.610262] [INFO ] [sig       ] ORIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:52.747764] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ORIC.txt
[2025-12-03T20:46:52.747878] [INFO ] [sig       ] [2326/3516] Completed ORIC in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.7m
[2025-12-03T20:46:52.747913] [INFO ] [sig       ] [2327/3516] Forecasting ORKA...
[2025-12-03T20:46:52.747942] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-03T20:46:52.747970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-03T20:46:52.759242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-03T20:46:52.759524] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-03T20:46:52.760310] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-03T20:46:52.760359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:52.760390] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:52.760423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:52.760499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:52.816406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:52.817046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:52.817122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:52.817154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:52.939219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:52.939365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:52.939401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:52.939429] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:52.942655] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=65.68%)
[2025-12-03T20:46:52.942912] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-03T20:46:52.943029] [INFO ] [sig       ] ORKA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:53.077938] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ORKA.txt
[2025-12-03T20:46:53.078115] [INFO ] [sig       ] [2327/3516] Completed ORKA in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.7m
[2025-12-03T20:46:53.078153] [INFO ] [sig       ] [2328/3516] Forecasting ORLY...
[2025-12-03T20:46:53.078179] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-03T20:46:53.078211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-03T20:46:53.089149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-03T20:46:53.089491] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-03T20:46:53.090246] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-03T20:46:53.090306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:53.090363] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:53.090390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:53.090446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:53.145282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:53.146131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:53.146211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:53.146242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:53.269451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:53.269638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:53.269680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:53.269707] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:53.273172] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-12-03T20:46:53.273496] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-03T20:46:53.273647] [INFO ] [sig       ] ORLY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:53.411305] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ORLY.txt
[2025-12-03T20:46:53.411426] [INFO ] [sig       ] [2328/3516] Completed ORLY in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.7m
[2025-12-03T20:46:53.411463] [INFO ] [sig       ] [2329/3516] Forecasting ORMP...
[2025-12-03T20:46:53.411491] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-03T20:46:53.411519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-03T20:46:53.423050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-03T20:46:53.423352] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-03T20:46:53.424196] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-03T20:46:53.424248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:53.424277] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:53.424310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:53.424365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:53.479649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:53.480246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:53.480325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:53.480356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:53.596378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:53.596529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:53.596566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:53.596614] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:53.599968] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-03T20:46:53.600265] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-03T20:46:53.600386] [INFO ] [sig       ] ORMP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:53.742064] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ORMP.txt
[2025-12-03T20:46:53.742193] [INFO ] [sig       ] [2329/3516] Completed ORMP in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.7m
[2025-12-03T20:46:53.742230] [INFO ] [sig       ] [2330/3516] Forecasting ORN...
[2025-12-03T20:46:53.742258] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-03T20:46:53.742286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-03T20:46:53.754475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-03T20:46:53.754874] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-03T20:46:53.755818] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-03T20:46:53.755868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:53.755900] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:53.755925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:53.755980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:53.835661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:53.836538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:53.836640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:53.836672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:53.956369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:53.956536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:53.956595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:53.956625] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:53.960010] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-03T20:46:53.960341] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-03T20:46:53.960478] [INFO ] [sig       ] ORN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:54.099561] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ORN.txt
[2025-12-03T20:46:54.099733] [INFO ] [sig       ] [2330/3516] Completed ORN in 0.4s | 2.97 sym/s | Total: 13.1m | ETA: 6.7m
[2025-12-03T20:46:54.099770] [INFO ] [sig       ] [2331/3516] Forecasting ORRF...
[2025-12-03T20:46:54.099799] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-03T20:46:54.099827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-03T20:46:54.111180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-03T20:46:54.111500] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-03T20:46:54.112262] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-03T20:46:54.112311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:54.112340] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:54.112365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:54.112419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:54.169692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:54.170641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:54.170747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:54.170795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:54.299885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:54.300053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:54.300101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:54.300175] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:54.303801] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=11.26%)
[2025-12-03T20:46:54.304190] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-03T20:46:54.304331] [INFO ] [sig       ] ORRF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:54.453781] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ORRF.txt
[2025-12-03T20:46:54.453953] [INFO ] [sig       ] [2331/3516] Completed ORRF in 0.4s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:54.453997] [INFO ] [sig       ] [2332/3516] Forecasting OS...
[2025-12-03T20:46:54.454033] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-03T20:46:54.454067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-03T20:46:54.465283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-03T20:46:54.465637] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-03T20:46:54.466415] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-03T20:46:54.466465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:54.466496] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:54.466522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:54.466593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:54.521405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:54.522121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:54.522205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:54.522238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:54.642379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:54.642533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:54.642589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:54.642620] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:54.645896] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=73.53%)
[2025-12-03T20:46:54.646164] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-03T20:46:54.646283] [INFO ] [sig       ] OS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:54.781363] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OS.txt
[2025-12-03T20:46:54.781490] [INFO ] [sig       ] [2332/3516] Completed OS in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:54.781527] [INFO ] [sig       ] [2333/3516] Forecasting OSBC...
[2025-12-03T20:46:54.781555] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-03T20:46:54.781603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-03T20:46:54.793733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-03T20:46:54.794108] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-03T20:46:54.794889] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-03T20:46:54.794938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:54.794968] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:54.794992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:54.795046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:54.850373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:54.851245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:54.851326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:54.851357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:54.966780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:54.966936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:54.966974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:54.967002] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:54.970332] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-03T20:46:54.970669] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-03T20:46:54.970800] [INFO ] [sig       ] OSBC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:55.109253] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OSBC.txt
[2025-12-03T20:46:55.109401] [INFO ] [sig       ] [2333/3516] Completed OSBC in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:55.109437] [INFO ] [sig       ] [2334/3516] Forecasting OSIS...
[2025-12-03T20:46:55.109466] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-03T20:46:55.109495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-03T20:46:55.121497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-03T20:46:55.121940] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-03T20:46:55.122726] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-03T20:46:55.122774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:55.122804] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:55.122828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:55.122881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:55.177439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:55.178385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:55.178470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:55.178500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:55.305869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:55.306031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:55.306074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:55.306102] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:55.309861] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: UP (p=61.09%)
[2025-12-03T20:46:55.310190] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-03T20:46:55.310357] [INFO ] [sig       ] OSIS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:55.457548] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OSIS.txt
[2025-12-03T20:46:55.457724] [INFO ] [sig       ] [2334/3516] Completed OSIS in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:55.457763] [INFO ] [sig       ] [2335/3516] Forecasting OSPN...
[2025-12-03T20:46:55.457795] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-03T20:46:55.457824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-03T20:46:55.470063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-03T20:46:55.470495] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-03T20:46:55.471325] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-03T20:46:55.471382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:55.471424] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:55.471452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:55.471507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:55.532074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:55.532953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:55.533036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:55.533068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:55.663774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:55.663964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:55.664025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:55.664055] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:55.667764] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-03T20:46:55.668186] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-03T20:46:55.668350] [INFO ] [sig       ] OSPN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:55.811385] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OSPN.txt
[2025-12-03T20:46:55.811589] [INFO ] [sig       ] [2335/3516] Completed OSPN in 0.4s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:55.811648] [INFO ] [sig       ] [2336/3516] Forecasting OSS...
[2025-12-03T20:46:55.811690] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-03T20:46:55.811719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-03T20:46:55.823901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-03T20:46:55.824323] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-03T20:46:55.825167] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-03T20:46:55.825219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:55.825251] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:55.825277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:55.825333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:55.885462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:55.886448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:55.886542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:55.886606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:56.006289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:56.006440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:56.006479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:56.006509] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:56.009955] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=0.06%)
[2025-12-03T20:46:56.010236] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-03T20:46:56.010364] [INFO ] [sig       ] OSS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:56.150685] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OSS.txt
[2025-12-03T20:46:56.150820] [INFO ] [sig       ] [2336/3516] Completed OSS in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:56.150858] [INFO ] [sig       ] [2337/3516] Forecasting OTEX...
[2025-12-03T20:46:56.150885] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-03T20:46:56.150914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-03T20:46:56.162745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-03T20:46:56.163192] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-03T20:46:56.163984] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-03T20:46:56.164033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:56.164064] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:56.164091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:56.164146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:56.219465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:56.220353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:56.220437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:56.220469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:56.343396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:56.343556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:56.343613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:56.343641] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:56.346937] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-12-03T20:46:56.347234] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-03T20:46:56.347361] [INFO ] [sig       ] OTEX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:56.490715] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OTEX.txt
[2025-12-03T20:46:56.490911] [INFO ] [sig       ] [2337/3516] Completed OTEX in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:56.490959] [INFO ] [sig       ] [2338/3516] Forecasting OTIS...
[2025-12-03T20:46:56.490998] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-03T20:46:56.491038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-03T20:46:56.502429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-03T20:46:56.502793] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-03T20:46:56.503557] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-03T20:46:56.503626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:56.503657] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:56.503684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:56.503738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:56.559882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:56.560699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:56.560811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:56.560842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:56.681553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:56.681721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:56.681761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:56.681788] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:56.685077] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=78.47%)
[2025-12-03T20:46:56.685351] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-03T20:46:56.685473] [INFO ] [sig       ] OTIS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:56.823956] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OTIS.txt
[2025-12-03T20:46:56.824104] [INFO ] [sig       ] [2338/3516] Completed OTIS in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:56.824141] [INFO ] [sig       ] [2339/3516] Forecasting OTLY...
[2025-12-03T20:46:56.824171] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-03T20:46:56.824199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-03T20:46:56.835323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-03T20:46:56.835709] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-03T20:46:56.836469] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-03T20:46:56.836518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:56.836563] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:56.836614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:56.836673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:56.896345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:56.897298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:56.897381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:56.897413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:57.019259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:57.019422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:57.019460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:57.019487] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:57.022825] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-03T20:46:57.023105] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-03T20:46:57.023226] [INFO ] [sig       ] OTLY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:57.161899] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OTLY.txt
[2025-12-03T20:46:57.162030] [INFO ] [sig       ] [2339/3516] Completed OTLY in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:57.162066] [INFO ] [sig       ] [2340/3516] Forecasting OVID...
[2025-12-03T20:46:57.162096] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-03T20:46:57.162125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-03T20:46:57.174339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-03T20:46:57.174754] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-03T20:46:57.175532] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-03T20:46:57.175604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:57.175637] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:57.175664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:57.175718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:57.234266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:57.235220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:57.235324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:57.235364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:57.357329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:57.357484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:57.357521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:57.357548] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:57.360919] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-03T20:46:57.361187] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-03T20:46:57.361310] [INFO ] [sig       ] OVID: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:57.509964] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OVID.txt
[2025-12-03T20:46:57.510106] [INFO ] [sig       ] [2340/3516] Completed OVID in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:57.510143] [INFO ] [sig       ] [2341/3516] Forecasting OVLY...
[2025-12-03T20:46:57.510173] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-03T20:46:57.510202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-03T20:46:57.521267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-03T20:46:57.521615] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-03T20:46:57.522499] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-03T20:46:57.522550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:57.522606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:57.522637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:57.522692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:57.580870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:57.581732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:57.581815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:57.581849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:57.675422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:57.675588] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:46:57.675628] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:57.675655] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:57.679001] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=19.34%)
[2025-12-03T20:46:57.679315] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-03T20:46:57.679445] [INFO ] [sig       ] OVLY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:57.820557] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OVLY.txt
[2025-12-03T20:46:57.820748] [INFO ] [sig       ] [2341/3516] Completed OVLY in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:57.820786] [INFO ] [sig       ] [2342/3516] Forecasting OWL...
[2025-12-03T20:46:57.820815] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-03T20:46:57.820843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-03T20:46:57.831770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-03T20:46:57.832062] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-03T20:46:57.832839] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-03T20:46:57.832889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:57.832921] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:57.832947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:57.833002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:57.888791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:57.889603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:57.889683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:57.889715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:58.007795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:58.007949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:58.007988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:58.008040] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:58.011277] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=48.75%)
[2025-12-03T20:46:58.011535] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-03T20:46:58.011673] [INFO ] [sig       ] OWL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:58.151298] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OWL.txt
[2025-12-03T20:46:58.151456] [INFO ] [sig       ] [2342/3516] Completed OWL in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:58.151502] [INFO ] [sig       ] [2343/3516] Forecasting OXLC...
[2025-12-03T20:46:58.151533] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-03T20:46:58.151563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-03T20:46:58.163440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-03T20:46:58.163795] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-03T20:46:58.164555] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-03T20:46:58.164623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:58.164657] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:58.164683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:58.164737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:58.220473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:58.221087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:58.221163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:58.221197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:58.342799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:58.342948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:58.342987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:58.343014] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:58.346418] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=88.88%)
[2025-12-03T20:46:58.346740] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-03T20:46:58.346872] [INFO ] [sig       ] OXLC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:58.484382] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OXLC.txt
[2025-12-03T20:46:58.484516] [INFO ] [sig       ] [2343/3516] Completed OXLC in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 6.6m
[2025-12-03T20:46:58.484554] [INFO ] [sig       ] [2344/3516] Forecasting OXM...
[2025-12-03T20:46:58.484601] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-03T20:46:58.484631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-03T20:46:58.496434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-03T20:46:58.496845] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-03T20:46:58.497618] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-03T20:46:58.497667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:58.497698] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:58.497723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:58.497777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:58.556115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:58.557091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:58.557180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:58.557211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:58.677601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:58.677756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:58.677792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:58.677820] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:58.681223] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-12-03T20:46:58.681528] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-03T20:46:58.681692] [INFO ] [sig       ] OXM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:58.817230] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OXM.txt
[2025-12-03T20:46:58.817365] [INFO ] [sig       ] [2344/3516] Completed OXM in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.6m
[2025-12-03T20:46:58.817401] [INFO ] [sig       ] [2345/3516] Forecasting OXSQ...
[2025-12-03T20:46:58.817428] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-03T20:46:58.817458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-03T20:46:58.828869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-03T20:46:58.829210] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-03T20:46:58.829974] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-03T20:46:58.830022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:58.830079] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:58.830114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:58.830181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:58.886002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:58.886788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:58.886868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:58.886901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:59.002594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:59.002748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:59.002784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:59.002811] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:59.006031] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2025-12-03T20:46:59.006298] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-03T20:46:59.006415] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:59.145031] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OXSQ.txt
[2025-12-03T20:46:59.145148] [INFO ] [sig       ] [2345/3516] Completed OXSQ in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.6m
[2025-12-03T20:46:59.145185] [INFO ] [sig       ] [2346/3516] Forecasting OZEM...
[2025-12-03T20:46:59.145213] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-03T20:46:59.145241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-03T20:46:59.158278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-03T20:46:59.158602] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-03T20:46:59.159540] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-03T20:46:59.159624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:59.159662] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:59.159693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:59.159763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:59.219516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:59.220160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:59.220234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:59.220266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:59.327159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:59.327328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:59.327367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:59.327410] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:59.330966] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=19.70%)
[2025-12-03T20:46:59.331246] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-03T20:46:59.331377] [INFO ] [sig       ] OZEM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:46:59.468312] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/OZEM.txt
[2025-12-03T20:46:59.468511] [INFO ] [sig       ] [2346/3516] Completed OZEM in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.6m
[2025-12-03T20:46:59.468563] [INFO ] [sig       ] [2347/3516] Forecasting OZK...
[2025-12-03T20:46:59.468617] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-03T20:46:59.468646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-03T20:46:59.480641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-03T20:46:59.480999] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-03T20:46:59.481787] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-03T20:46:59.481839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:59.481872] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:59.481899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:59.481955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:59.538416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:59.539246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:59.539338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:59.539369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:59.659159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:59.659312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:59.659350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:59.659375] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:59.662603] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-12-03T20:46:59.662865] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-03T20:46:59.662980] [INFO ] [sig       ] OZK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:46:59.800419] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OZK.txt
[2025-12-03T20:46:59.800549] [INFO ] [sig       ] [2347/3516] Completed OZK in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.6m
[2025-12-03T20:46:59.800603] [INFO ] [sig       ] [2348/3516] Forecasting OZKAP...
[2025-12-03T20:46:59.800633] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-03T20:46:59.800661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-03T20:46:59.811551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-03T20:46:59.811849] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-03T20:46:59.812610] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-03T20:46:59.812658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:46:59.812689] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:46:59.812714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:46:59.812773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:46:59.867008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:46:59.867747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:46:59.867838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:46:59.867870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:46:59.984145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:46:59.984302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:46:59.984341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:46:59.984404] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:46:59.987694] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=81.08%)
[2025-12-03T20:46:59.987957] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-03T20:46:59.988099] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:00.123223] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/OZKAP.txt
[2025-12-03T20:47:00.123367] [INFO ] [sig       ] [2348/3516] Completed OZKAP in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.6m
[2025-12-03T20:47:00.123405] [INFO ] [sig       ] [2349/3516] Forecasting PAA...
[2025-12-03T20:47:00.123434] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-03T20:47:00.123462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-03T20:47:00.134692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-03T20:47:00.135003] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-03T20:47:00.135795] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-03T20:47:00.135846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:00.135878] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:00.135906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:00.135967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:00.192444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:00.193211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:00.193293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:00.193327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:00.318695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:00.318863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:00.318909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:00.318940] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:00.322438] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: DOWN (p=44.61%)
[2025-12-03T20:47:00.322732] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-03T20:47:00.322866] [INFO ] [sig       ] PAA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:00.466758] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PAA.txt
[2025-12-03T20:47:00.466896] [INFO ] [sig       ] [2349/3516] Completed PAA in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:00.466935] [INFO ] [sig       ] [2350/3516] Forecasting PAAS...
[2025-12-03T20:47:00.466965] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-03T20:47:00.466993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-03T20:47:00.477440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-03T20:47:00.477792] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-03T20:47:00.478566] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-03T20:47:00.478630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:00.478660] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:00.478696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:00.478756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:00.533115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:00.533750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:00.533824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:00.533855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:00.656346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:00.656486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:00.656522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:00.656548] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:00.659813] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-03T20:47:00.660074] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-03T20:47:00.660197] [INFO ] [sig       ] PAAS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:00.807449] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PAAS.txt
[2025-12-03T20:47:00.807618] [INFO ] [sig       ] [2350/3516] Completed PAAS in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:00.807658] [INFO ] [sig       ] [2351/3516] Forecasting PAC...
[2025-12-03T20:47:00.807687] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-03T20:47:00.807716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-03T20:47:00.818895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-03T20:47:00.819229] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-03T20:47:00.820014] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-03T20:47:00.820063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:00.820093] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:00.820119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:00.820182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:00.875064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:00.875827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:00.875905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:00.875936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:00.993484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:00.993614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:00.993652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:00.993678] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:00.996881] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=5.16%)
[2025-12-03T20:47:00.997139] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-03T20:47:00.997260] [INFO ] [sig       ] PAC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:01.136392] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PAC.txt
[2025-12-03T20:47:01.136517] [INFO ] [sig       ] [2351/3516] Completed PAC in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:01.136554] [INFO ] [sig       ] [2352/3516] Forecasting PACB...
[2025-12-03T20:47:01.136600] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-03T20:47:01.136630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-03T20:47:01.147908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-03T20:47:01.148191] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-03T20:47:01.148943] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-03T20:47:01.148992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:01.149022] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:01.149048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:01.149102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:01.203433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:01.204080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:01.204153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:01.204184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:01.320954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:01.321105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:01.321143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:01.321170] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:01.324371] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=36.56%)
[2025-12-03T20:47:01.324652] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-03T20:47:01.324768] [INFO ] [sig       ] PACB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:01.461728] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PACB.txt
[2025-12-03T20:47:01.461864] [INFO ] [sig       ] [2352/3516] Completed PACB in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:01.461901] [INFO ] [sig       ] [2353/3516] Forecasting PACK...
[2025-12-03T20:47:01.461929] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-03T20:47:01.461956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-03T20:47:01.472970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-03T20:47:01.473245] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-03T20:47:01.473990] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-03T20:47:01.474039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:01.474069] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:01.474095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:01.474148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:01.529493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:01.530124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:01.530200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:01.530234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:01.658994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:01.659161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:01.659200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:01.659226] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:01.662905] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-03T20:47:01.663213] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-03T20:47:01.663348] [INFO ] [sig       ] PACK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:01.812264] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PACK.txt
[2025-12-03T20:47:01.812398] [INFO ] [sig       ] [2353/3516] Completed PACK in 0.4s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:01.812434] [INFO ] [sig       ] [2354/3516] Forecasting PAGP...
[2025-12-03T20:47:01.812463] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-03T20:47:01.812498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-03T20:47:01.824402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-03T20:47:01.824685] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-03T20:47:01.825434] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-03T20:47:01.825708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:01.825740] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:01.825766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:01.825823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:01.882925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:01.883508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:01.883600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:01.883635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:02.003609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:02.003727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:02.003766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:02.003794] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:02.006944] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=89.87%)
[2025-12-03T20:47:02.007197] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-03T20:47:02.007318] [INFO ] [sig       ] PAGP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:02.145765] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PAGP.txt
[2025-12-03T20:47:02.145864] [INFO ] [sig       ] [2354/3516] Completed PAGP in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:02.145899] [INFO ] [sig       ] [2355/3516] Forecasting PAGS...
[2025-12-03T20:47:02.145926] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-03T20:47:02.145953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-03T20:47:02.156937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-03T20:47:02.157205] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-03T20:47:02.157980] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-03T20:47:02.158077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:02.158110] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:02.158138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:02.158201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:02.214938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:02.215525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:02.215642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:02.215678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:02.335875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:02.335978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:02.336011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:02.336038] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:02.339076] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-03T20:47:02.339329] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-03T20:47:02.339446] [INFO ] [sig       ] PAGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:02.478175] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PAGS.txt
[2025-12-03T20:47:02.478276] [INFO ] [sig       ] [2355/3516] Completed PAGS in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:02.478312] [INFO ] [sig       ] [2356/3516] Forecasting PAHC...
[2025-12-03T20:47:02.478339] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-03T20:47:02.478366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-03T20:47:02.489646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-03T20:47:02.489894] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-03T20:47:02.490630] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-03T20:47:02.490678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:02.490708] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:02.490732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:02.490786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:02.545422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:02.546012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:02.546084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:02.546116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:02.662659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:02.662769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:02.662803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:02.662830] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:02.665833] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-03T20:47:02.666087] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-03T20:47:02.666201] [INFO ] [sig       ] PAHC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:02.852930] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PAHC.txt
[2025-12-03T20:47:02.853068] [INFO ] [sig       ] [2356/3516] Completed PAHC in 0.4s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:02.853105] [INFO ] [sig       ] [2357/3516] Forecasting PAL...
[2025-12-03T20:47:02.853133] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-03T20:47:02.853162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-03T20:47:02.864519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-03T20:47:02.864784] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-03T20:47:02.865506] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-03T20:47:02.865554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:02.865604] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:02.865631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:02.865685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:02.920804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:02.921370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:02.921443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:02.921474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:03.035783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:03.035910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:03.035945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:03.036011] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:03.039309] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2025-12-03T20:47:03.039606] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-03T20:47:03.039739] [INFO ] [sig       ] PAL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:03.176830] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PAL.txt
[2025-12-03T20:47:03.176952] [INFO ] [sig       ] [2357/3516] Completed PAL in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:03.176988] [INFO ] [sig       ] [2358/3516] Forecasting PAM...
[2025-12-03T20:47:03.177017] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-03T20:47:03.177044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-03T20:47:03.188406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-03T20:47:03.188691] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-03T20:47:03.189414] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-03T20:47:03.189463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:03.189495] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:03.189521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:03.189598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:03.244043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:03.244623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:03.244697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:03.244728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:03.361929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:03.362027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:03.362061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:03.362088] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:03.365080] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-03T20:47:03.365335] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-03T20:47:03.365451] [INFO ] [sig       ] PAM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:03.501631] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PAM.txt
[2025-12-03T20:47:03.501761] [INFO ] [sig       ] [2358/3516] Completed PAM in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:03.501799] [INFO ] [sig       ] [2359/3516] Forecasting PANL...
[2025-12-03T20:47:03.501827] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-03T20:47:03.501856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-03T20:47:03.512898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-03T20:47:03.513165] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-03T20:47:03.513913] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-03T20:47:03.513961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:03.513991] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:03.514017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:03.514071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:03.568915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:03.569485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:03.569556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:03.569605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:03.687134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:03.687267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:03.687311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:03.687339] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:03.690607] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-12-03T20:47:03.690869] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-03T20:47:03.690987] [INFO ] [sig       ] PANL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:03.826612] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PANL.txt
[2025-12-03T20:47:03.826736] [INFO ] [sig       ] [2359/3516] Completed PANL in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:03.826773] [INFO ] [sig       ] [2360/3516] Forecasting PASG...
[2025-12-03T20:47:03.826802] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-03T20:47:03.826830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-03T20:47:03.838468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-03T20:47:03.838750] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-03T20:47:03.839492] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-03T20:47:03.839541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:03.839588] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:03.839617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:03.839671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:03.894567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:03.895241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:03.895316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:03.895347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:04.010559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:04.010712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:04.010749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:04.010777] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:04.013937] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: UP (p=67.10%)
[2025-12-03T20:47:04.014197] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-03T20:47:04.014313] [INFO ] [sig       ] PASG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:04.150259] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PASG.txt
[2025-12-03T20:47:04.150361] [INFO ] [sig       ] [2360/3516] Completed PASG in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:04.150397] [INFO ] [sig       ] [2361/3516] Forecasting PATH...
[2025-12-03T20:47:04.150426] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-03T20:47:04.150455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-03T20:47:04.162479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-03T20:47:04.162748] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-03T20:47:04.163473] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-03T20:47:04.163521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:04.163553] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:04.163603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:04.163693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:04.218751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:04.219323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:04.219394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:04.219425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:04.337701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:04.337811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:04.337849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:04.337876] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:04.340989] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=48.97%)
[2025-12-03T20:47:04.341241] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-03T20:47:04.341363] [INFO ] [sig       ] PATH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:04.482161] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PATH.txt
[2025-12-03T20:47:04.482273] [INFO ] [sig       ] [2361/3516] Completed PATH in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 6.5m
[2025-12-03T20:47:04.482310] [INFO ] [sig       ] [2362/3516] Forecasting PATK...
[2025-12-03T20:47:04.482337] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-03T20:47:04.482366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-03T20:47:04.493339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-03T20:47:04.493632] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-03T20:47:04.494366] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-03T20:47:04.494416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:04.494471] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:04.494499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:04.494556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:04.549684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:04.550254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:04.550333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:04.550365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:04.663939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:04.664090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:04.664127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:04.664156] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:04.667406] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-03T20:47:04.667687] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-03T20:47:04.667805] [INFO ] [sig       ] PATK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:04.805029] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PATK.txt
[2025-12-03T20:47:04.805135] [INFO ] [sig       ] [2362/3516] Completed PATK in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.5m
[2025-12-03T20:47:04.805171] [INFO ] [sig       ] [2363/3516] Forecasting PAX...
[2025-12-03T20:47:04.805200] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-03T20:47:04.805230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-03T20:47:04.816173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-03T20:47:04.816436] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-03T20:47:04.817184] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-03T20:47:04.817248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:04.817279] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:04.817305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:04.817364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:04.872036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:04.872612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:04.872684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:04.872715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:04.989472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:04.989606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:04.989642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:04.989669] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:04.992813] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-12-03T20:47:04.993067] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-03T20:47:04.993184] [INFO ] [sig       ] PAX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:05.129997] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PAX.txt
[2025-12-03T20:47:05.130122] [INFO ] [sig       ] [2363/3516] Completed PAX in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.5m
[2025-12-03T20:47:05.130161] [INFO ] [sig       ] [2364/3516] Forecasting PAXS...
[2025-12-03T20:47:05.130188] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-03T20:47:05.130217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-03T20:47:05.141760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-03T20:47:05.142023] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-03T20:47:05.142779] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-03T20:47:05.142827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:05.142858] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:05.142883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:05.142937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:05.197570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:05.198171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:05.198242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:05.198273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:05.311794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:05.311922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:05.311958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:05.311984] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:05.315029] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-12-03T20:47:05.315280] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-03T20:47:05.315399] [INFO ] [sig       ] PAXS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:05.451194] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PAXS.txt
[2025-12-03T20:47:05.451299] [INFO ] [sig       ] [2364/3516] Completed PAXS in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.5m
[2025-12-03T20:47:05.451335] [INFO ] [sig       ] [2365/3516] Forecasting PAY...
[2025-12-03T20:47:05.451363] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-03T20:47:05.451391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-03T20:47:05.462402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-03T20:47:05.462699] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-03T20:47:05.463429] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-03T20:47:05.463477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:05.463507] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:05.463532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:05.463604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:05.519057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:05.519661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:05.519736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:05.519766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:05.637584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:05.637697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:05.637731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:05.637788] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:05.640935] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-03T20:47:05.641192] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-03T20:47:05.641309] [INFO ] [sig       ] PAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:05.777227] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PAY.txt
[2025-12-03T20:47:05.777330] [INFO ] [sig       ] [2365/3516] Completed PAY in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.5m
[2025-12-03T20:47:05.777366] [INFO ] [sig       ] [2366/3516] Forecasting PAYC...
[2025-12-03T20:47:05.777394] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-03T20:47:05.777423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-03T20:47:05.788211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-03T20:47:05.788482] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-03T20:47:05.789236] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-03T20:47:05.789293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:05.789330] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:05.789362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:05.789428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:05.844766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:05.845322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:05.845398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:05.845428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:05.963039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:05.963179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:05.963215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:05.963241] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:05.966420] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=27.56%)
[2025-12-03T20:47:05.966693] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-03T20:47:05.966811] [INFO ] [sig       ] PAYC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:06.101140] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PAYC.txt
[2025-12-03T20:47:06.101272] [INFO ] [sig       ] [2366/3516] Completed PAYC in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.5m
[2025-12-03T20:47:06.101309] [INFO ] [sig       ] [2367/3516] Forecasting PAYO...
[2025-12-03T20:47:06.101336] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-03T20:47:06.101364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-03T20:47:06.113273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-03T20:47:06.113541] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-03T20:47:06.114287] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-03T20:47:06.114335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:06.114365] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:06.114390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:06.114445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:06.168426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:06.169046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:06.169120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:06.169150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:06.290407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:06.290550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:06.290604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:06.290633] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:06.293821] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=64.93%)
[2025-12-03T20:47:06.294079] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-03T20:47:06.294195] [INFO ] [sig       ] PAYO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:06.429401] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PAYO.txt
[2025-12-03T20:47:06.429546] [INFO ] [sig       ] [2367/3516] Completed PAYO in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:06.429599] [INFO ] [sig       ] [2368/3516] Forecasting PAYS...
[2025-12-03T20:47:06.429630] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-03T20:47:06.429658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-03T20:47:06.440682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-03T20:47:06.440966] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-03T20:47:06.441731] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-03T20:47:06.441779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:06.441809] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:06.441834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:06.441889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:06.495682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:06.496321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:06.496397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:06.496427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:06.612439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:06.612603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:06.612641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:06.612666] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:06.615875] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=18.20%)
[2025-12-03T20:47:06.616146] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-03T20:47:06.616263] [INFO ] [sig       ] PAYS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:06.750340] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PAYS.txt
[2025-12-03T20:47:06.750460] [INFO ] [sig       ] [2368/3516] Completed PAYS in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:06.750495] [INFO ] [sig       ] [2369/3516] Forecasting PAYX...
[2025-12-03T20:47:06.750523] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-03T20:47:06.750551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-03T20:47:06.761638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-03T20:47:06.761918] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-03T20:47:06.762667] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-03T20:47:06.762716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:06.762746] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:06.762773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:06.762831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:06.817461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:06.818094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:06.818169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:06.818200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:06.934884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:06.935027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:06.935065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:06.935091] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:06.938318] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-03T20:47:06.938594] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-03T20:47:06.938713] [INFO ] [sig       ] PAYX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:07.073761] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PAYX.txt
[2025-12-03T20:47:07.073887] [INFO ] [sig       ] [2369/3516] Completed PAYX in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:07.073924] [INFO ] [sig       ] [2370/3516] Forecasting PB...
[2025-12-03T20:47:07.073952] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-03T20:47:07.073980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-03T20:47:07.084624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-03T20:47:07.084920] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-03T20:47:07.085665] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-03T20:47:07.085715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:07.085746] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:07.085772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:07.085827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:07.140206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:07.140820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:07.140892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:07.140924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:07.257532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:07.257711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:07.257749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:07.257777] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:07.261009] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-12-03T20:47:07.261266] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-03T20:47:07.261382] [INFO ] [sig       ] PB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:07.396285] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PB.txt
[2025-12-03T20:47:07.396419] [INFO ] [sig       ] [2370/3516] Completed PB in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:07.396463] [INFO ] [sig       ] [2371/3516] Forecasting PBA...
[2025-12-03T20:47:07.396495] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-03T20:47:07.396523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-03T20:47:07.407717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-03T20:47:07.408073] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-03T20:47:07.408932] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-03T20:47:07.408986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:07.409017] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:07.409042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:07.409096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:07.468973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:07.469678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:07.469754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:07.469785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:07.598610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:07.598763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:07.598803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:07.598831] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:07.602454] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-03T20:47:07.602745] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-03T20:47:07.602867] [INFO ] [sig       ] PBA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:07.747778] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PBA.txt
[2025-12-03T20:47:07.747906] [INFO ] [sig       ] [2371/3516] Completed PBA in 0.4s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:07.747945] [INFO ] [sig       ] [2372/3516] Forecasting PBF...
[2025-12-03T20:47:07.747974] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-03T20:47:07.748019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-03T20:47:07.761963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-03T20:47:07.762444] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-03T20:47:07.763289] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-03T20:47:07.763342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:07.763374] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:07.763402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:07.763458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:07.819887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:07.820636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:07.820718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:07.820783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:07.944995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:07.945179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:07.945223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:07.945256] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:07.948899] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=21.65%)
[2025-12-03T20:47:07.949197] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-03T20:47:07.949333] [INFO ] [sig       ] PBF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:08.087663] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PBF.txt
[2025-12-03T20:47:08.087804] [INFO ] [sig       ] [2372/3516] Completed PBF in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:08.087842] [INFO ] [sig       ] [2373/3516] Forecasting PBFS...
[2025-12-03T20:47:08.087873] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-03T20:47:08.087903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-03T20:47:08.099145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-03T20:47:08.099404] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-03T20:47:08.100194] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-03T20:47:08.100246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:08.100278] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:08.100304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:08.100360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:08.158136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:08.158842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:08.158921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:08.158953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:08.266675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:08.266842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:08.266886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:08.266915] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:08.270370] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-03T20:47:08.270673] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-03T20:47:08.270801] [INFO ] [sig       ] PBFS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:08.407446] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PBFS.txt
[2025-12-03T20:47:08.407592] [INFO ] [sig       ] [2373/3516] Completed PBFS in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:08.407632] [INFO ] [sig       ] [2374/3516] Forecasting PBH...
[2025-12-03T20:47:08.407660] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-03T20:47:08.407688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-03T20:47:08.418635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-03T20:47:08.418904] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-03T20:47:08.419670] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-03T20:47:08.419719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:08.419761] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:08.419787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:08.419841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:08.477023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:08.478090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:08.478174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:08.478209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:08.603400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:08.603595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:08.603648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:08.603677] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:08.607263] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=22.66%)
[2025-12-03T20:47:08.607545] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-03T20:47:08.607709] [INFO ] [sig       ] PBH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:08.755308] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PBH.txt
[2025-12-03T20:47:08.755496] [INFO ] [sig       ] [2374/3516] Completed PBH in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:08.755543] [INFO ] [sig       ] [2375/3516] Forecasting PBI...
[2025-12-03T20:47:08.755597] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-03T20:47:08.755636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-03T20:47:08.767511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-03T20:47:08.767866] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-03T20:47:08.768741] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-03T20:47:08.768791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:08.768821] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:08.768847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:08.768901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:08.828854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:08.829562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:08.829659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:08.829690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:08.954252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:08.954415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:08.954453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:08.954480] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:08.957855] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-03T20:47:08.958164] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-03T20:47:08.958291] [INFO ] [sig       ] PBI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:09.102382] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PBI.txt
[2025-12-03T20:47:09.102548] [INFO ] [sig       ] [2375/3516] Completed PBI in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:09.102605] [INFO ] [sig       ] [2376/3516] Forecasting PBM...
[2025-12-03T20:47:09.102636] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-03T20:47:09.102665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-03T20:47:09.113591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-03T20:47:09.113932] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-03T20:47:09.114710] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-03T20:47:09.114758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:09.114789] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:09.114814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:09.114868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:09.171964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:09.172697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:09.172774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:09.172805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:09.287046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:09.287206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:09.287243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:09.287270] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:09.290524] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-03T20:47:09.290805] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-03T20:47:09.290926] [INFO ] [sig       ] PBM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:09.425402] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PBM.txt
[2025-12-03T20:47:09.425539] [INFO ] [sig       ] [2376/3516] Completed PBM in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:09.425596] [INFO ] [sig       ] [2377/3516] Forecasting PBYI...
[2025-12-03T20:47:09.425628] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-03T20:47:09.425659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-03T20:47:09.437269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-03T20:47:09.437619] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-03T20:47:09.438389] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-03T20:47:09.438442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:09.438473] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:09.438498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:09.438552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:09.492793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:09.493381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:09.493457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:09.493488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:09.612208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:09.612357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:09.612394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:09.612421] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:09.615663] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-12-03T20:47:09.615927] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-03T20:47:09.616049] [INFO ] [sig       ] PBYI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:09.751023] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PBYI.txt
[2025-12-03T20:47:09.751151] [INFO ] [sig       ] [2377/3516] Completed PBYI in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:09.751194] [INFO ] [sig       ] [2378/3516] Forecasting PCB...
[2025-12-03T20:47:09.751224] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-03T20:47:09.751252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-03T20:47:09.762244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-03T20:47:09.762530] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-03T20:47:09.763316] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-03T20:47:09.763373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:09.763411] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:09.763442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:09.763498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:09.818203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:09.818816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:09.818891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:09.818922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:09.935927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:09.936070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:09.936106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:09.936133] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:09.939346] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=39.66%)
[2025-12-03T20:47:09.939630] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-03T20:47:09.939750] [INFO ] [sig       ] PCB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:10.075173] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PCB.txt
[2025-12-03T20:47:10.075299] [INFO ] [sig       ] [2378/3516] Completed PCB in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:10.075335] [INFO ] [sig       ] [2379/3516] Forecasting PCF...
[2025-12-03T20:47:10.075363] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-03T20:47:10.075391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-03T20:47:10.086075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-03T20:47:10.086343] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-03T20:47:10.087078] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-03T20:47:10.087126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:10.087182] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:10.087209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:10.087263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:10.142392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:10.142999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:10.143073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:10.143104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:10.259475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:10.259648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:10.259688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:10.259716] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:10.263008] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=62.14%)
[2025-12-03T20:47:10.263274] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-03T20:47:10.263394] [INFO ] [sig       ] PCF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:10.398446] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PCF.txt
[2025-12-03T20:47:10.398568] [INFO ] [sig       ] [2379/3516] Completed PCF in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 6.4m
[2025-12-03T20:47:10.398622] [INFO ] [sig       ] [2380/3516] Forecasting PCG...
[2025-12-03T20:47:10.398650] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-03T20:47:10.398678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-03T20:47:10.411158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-03T20:47:10.411569] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-03T20:47:10.412370] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-03T20:47:10.412421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:10.412456] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:10.412481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:10.412536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:10.469745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:10.470672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:10.470762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:10.470793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:10.602282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:10.602457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:10.602498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:10.602525] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:10.605932] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-12-03T20:47:10.606203] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-03T20:47:10.606331] [INFO ] [sig       ] PCG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:10.752932] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PCG.txt
[2025-12-03T20:47:10.753070] [INFO ] [sig       ] [2380/3516] Completed PCG in 0.4s | 2.97 sym/s | Total: 13.4m | ETA: 6.4m
[2025-12-03T20:47:10.753107] [INFO ] [sig       ] [2381/3516] Forecasting PCH...
[2025-12-03T20:47:10.753135] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-03T20:47:10.753163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-03T20:47:10.764614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-03T20:47:10.764897] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-03T20:47:10.765674] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-03T20:47:10.765724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:10.765755] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:10.765780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:10.765833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:10.821883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:10.822556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:10.822654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:10.822687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:10.940618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:10.940779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:10.940817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:10.940861] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:10.944154] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-03T20:47:10.944414] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-03T20:47:10.944532] [INFO ] [sig       ] PCH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:11.081983] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PCH.txt
[2025-12-03T20:47:11.082143] [INFO ] [sig       ] [2381/3516] Completed PCH in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.4m
[2025-12-03T20:47:11.082180] [INFO ] [sig       ] [2382/3516] Forecasting PCM...
[2025-12-03T20:47:11.082209] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-03T20:47:11.082237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-03T20:47:11.094664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-03T20:47:11.095088] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-03T20:47:11.095905] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-03T20:47:11.095966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:11.096011] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:11.096042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:11.096102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:11.155529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:11.156441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:11.156543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:11.156615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:11.284111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:11.284270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:11.284309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:11.284338] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:11.288014] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-03T20:47:11.288294] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-03T20:47:11.288422] [INFO ] [sig       ] PCM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:11.424964] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PCM.txt
[2025-12-03T20:47:11.425130] [INFO ] [sig       ] [2382/3516] Completed PCM in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.4m
[2025-12-03T20:47:11.425170] [INFO ] [sig       ] [2383/3516] Forecasting PCN...
[2025-12-03T20:47:11.425201] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-03T20:47:11.425231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-03T20:47:11.437269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-03T20:47:11.437664] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-03T20:47:11.438598] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-03T20:47:11.438650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:11.438681] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:11.438707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:11.438762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:11.495330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:11.496194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:11.496273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:11.496322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:11.617586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:11.617736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:11.617774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:11.617801] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:11.621192] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=55.59%)
[2025-12-03T20:47:11.621469] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-03T20:47:11.621608] [INFO ] [sig       ] PCN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:11.757304] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PCN.txt
[2025-12-03T20:47:11.757427] [INFO ] [sig       ] [2383/3516] Completed PCN in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.4m
[2025-12-03T20:47:11.757466] [INFO ] [sig       ] [2384/3516] Forecasting PCQ...
[2025-12-03T20:47:11.757496] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-03T20:47:11.757524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-03T20:47:11.768863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-03T20:47:11.769163] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-03T20:47:11.769955] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-03T20:47:11.770004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:11.770035] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:11.770061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:11.770115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:11.826022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:11.826691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:11.826771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:11.826804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:11.941511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:11.941688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:11.941728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:11.941755] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:11.945135] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2025-12-03T20:47:11.945407] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-03T20:47:11.945530] [INFO ] [sig       ] PCQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:12.088733] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PCQ.txt
[2025-12-03T20:47:12.088855] [INFO ] [sig       ] [2384/3516] Completed PCQ in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:12.088892] [INFO ] [sig       ] [2385/3516] Forecasting PCRX...
[2025-12-03T20:47:12.088919] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-03T20:47:12.088946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-03T20:47:12.100053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-03T20:47:12.100339] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-03T20:47:12.101168] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-03T20:47:12.101223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:12.101265] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:12.101299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:12.101385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:12.159262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:12.159944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:12.160021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:12.160054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:12.282186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:12.282335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:12.282372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:12.282399] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:12.285624] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=19.61%)
[2025-12-03T20:47:12.285883] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-03T20:47:12.286000] [INFO ] [sig       ] PCRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:12.431374] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PCRX.txt
[2025-12-03T20:47:12.431658] [INFO ] [sig       ] [2385/3516] Completed PCRX in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:12.431712] [INFO ] [sig       ] [2386/3516] Forecasting PCTY...
[2025-12-03T20:47:12.431742] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-03T20:47:12.431770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-03T20:47:12.442907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-03T20:47:12.443163] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-03T20:47:12.443925] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-03T20:47:12.443974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:12.444005] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:12.444030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:12.444084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:12.500221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:12.501048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:12.501129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:12.501159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:12.620340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:12.620518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:12.620566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:12.620616] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:12.624877] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2025-12-03T20:47:12.625209] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-03T20:47:12.625339] [INFO ] [sig       ] PCTY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:12.772727] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PCTY.txt
[2025-12-03T20:47:12.772864] [INFO ] [sig       ] [2386/3516] Completed PCTY in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:12.772903] [INFO ] [sig       ] [2387/3516] Forecasting PCVX...
[2025-12-03T20:47:12.772932] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-03T20:47:12.772962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-03T20:47:12.784954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-03T20:47:12.785234] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-03T20:47:12.786024] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-03T20:47:12.786076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:12.786107] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:12.786133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:12.786202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:12.843970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:12.844834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:12.844913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:12.844947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:12.965236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:12.965381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:12.965419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:12.965446] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:12.968707] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-03T20:47:12.968976] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-03T20:47:12.969098] [INFO ] [sig       ] PCVX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:13.113483] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PCVX.txt
[2025-12-03T20:47:13.113621] [INFO ] [sig       ] [2387/3516] Completed PCVX in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:13.113659] [INFO ] [sig       ] [2388/3516] Forecasting PCYO...
[2025-12-03T20:47:13.113688] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-03T20:47:13.113716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-03T20:47:13.125287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-03T20:47:13.125592] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-03T20:47:13.126325] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-03T20:47:13.126374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:13.126405] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:13.126430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:13.126483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:13.181961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:13.182625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:13.182705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:13.182736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:13.300432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:13.300587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:13.300624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:13.300652] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:13.303889] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2025-12-03T20:47:13.304159] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-03T20:47:13.304281] [INFO ] [sig       ] PCYO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:13.446689] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PCYO.txt
[2025-12-03T20:47:13.446809] [INFO ] [sig       ] [2388/3516] Completed PCYO in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:13.446845] [INFO ] [sig       ] [2389/3516] Forecasting PD...
[2025-12-03T20:47:13.446873] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-03T20:47:13.446907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-03T20:47:13.458400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-03T20:47:13.458730] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-03T20:47:13.459457] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-03T20:47:13.459514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:13.459553] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:13.459613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:13.459672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:13.515950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:13.516607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:13.516712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:13.516746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:13.634514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:13.634703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:13.634741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:13.634770] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:13.638252] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-12-03T20:47:13.638598] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-03T20:47:13.638737] [INFO ] [sig       ] PD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:13.775711] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PD.txt
[2025-12-03T20:47:13.775837] [INFO ] [sig       ] [2389/3516] Completed PD in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:13.775873] [INFO ] [sig       ] [2390/3516] Forecasting PDBC...
[2025-12-03T20:47:13.775901] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-03T20:47:13.775930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-03T20:47:13.787766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-03T20:47:13.788060] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-03T20:47:13.788837] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-03T20:47:13.788885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:13.788915] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:13.788940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:13.788994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:13.846395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:13.847009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:13.847082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:13.847112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:13.960291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:13.960463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:13.960501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:13.960529] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:13.963843] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-12-03T20:47:13.964153] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-03T20:47:13.964284] [INFO ] [sig       ] PDBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:14.102095] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PDBC.txt
[2025-12-03T20:47:14.102243] [INFO ] [sig       ] [2390/3516] Completed PDBC in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:14.102279] [INFO ] [sig       ] [2391/3516] Forecasting PDD...
[2025-12-03T20:47:14.102307] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-03T20:47:14.102338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-03T20:47:14.114418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-03T20:47:14.114791] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-03T20:47:14.115536] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-03T20:47:14.115613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:14.115646] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:14.115672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:14.115725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:14.171210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:14.172046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:14.172125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:14.172157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:14.293763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:14.293918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:14.293956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:14.293982] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:14.297285] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2025-12-03T20:47:14.297591] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-03T20:47:14.297719] [INFO ] [sig       ] PDD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:14.436690] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PDD.txt
[2025-12-03T20:47:14.436817] [INFO ] [sig       ] [2391/3516] Completed PDD in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:14.436854] [INFO ] [sig       ] [2392/3516] Forecasting PDEX...
[2025-12-03T20:47:14.436882] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-03T20:47:14.436911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-03T20:47:14.448619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-03T20:47:14.448931] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-03T20:47:14.449735] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-03T20:47:14.449784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:14.449814] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:14.449840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:14.449894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:14.505275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:14.505915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:14.505988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:14.506018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:14.632463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:14.632636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:14.632676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:14.632705] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:14.635992] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=72.03%)
[2025-12-03T20:47:14.636303] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-03T20:47:14.636433] [INFO ] [sig       ] PDEX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:14.777187] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PDEX.txt
[2025-12-03T20:47:14.777373] [INFO ] [sig       ] [2392/3516] Completed PDEX in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:14.777411] [INFO ] [sig       ] [2393/3516] Forecasting PDFS...
[2025-12-03T20:47:14.777440] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-03T20:47:14.777468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-03T20:47:14.790815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-03T20:47:14.791215] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-03T20:47:14.792038] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-03T20:47:14.792089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:14.792121] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:14.792147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:14.792202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:14.847361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:14.848700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:14.848895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:14.848929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:14.969781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:14.969944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:14.969983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:14.970010] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:14.973328] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-03T20:47:14.973630] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-03T20:47:14.973751] [INFO ] [sig       ] PDFS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:15.109559] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PDFS.txt
[2025-12-03T20:47:15.109727] [INFO ] [sig       ] [2393/3516] Completed PDFS in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:15.109763] [INFO ] [sig       ] [2394/3516] Forecasting PDI...
[2025-12-03T20:47:15.109791] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-03T20:47:15.109819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-03T20:47:15.125260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-03T20:47:15.125801] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-03T20:47:15.126992] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-03T20:47:15.127060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:15.127103] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:15.127139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:15.127215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:15.194625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:15.195525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:15.195634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:15.195670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:15.311043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:15.311228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:15.311267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:15.311296] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:15.314865] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=30.87%)
[2025-12-03T20:47:15.315212] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-03T20:47:15.315348] [INFO ] [sig       ] PDI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:15.461524] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PDI.txt
[2025-12-03T20:47:15.461706] [INFO ] [sig       ] [2394/3516] Completed PDI in 0.4s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:15.461745] [INFO ] [sig       ] [2395/3516] Forecasting PDLB...
[2025-12-03T20:47:15.461773] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-03T20:47:15.461802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-03T20:47:15.474004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-03T20:47:15.474293] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-03T20:47:15.475120] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-03T20:47:15.475171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:15.475203] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:15.475229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:15.475285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:15.546108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:15.547023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:15.547103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:15.547135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:15.670446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:15.670610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:15.670649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:15.670678] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:15.673941] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-03T20:47:15.674201] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-03T20:47:15.674317] [INFO ] [sig       ] PDLB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:15.811022] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PDLB.txt
[2025-12-03T20:47:15.811126] [INFO ] [sig       ] [2395/3516] Completed PDLB in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:15.811162] [INFO ] [sig       ] [2396/3516] Forecasting PDM...
[2025-12-03T20:47:15.811188] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-03T20:47:15.811216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-03T20:47:15.825091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-03T20:47:15.825610] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-03T20:47:15.826516] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-03T20:47:15.826567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:15.826661] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:15.826697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:15.826776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:15.882938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:15.884086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:15.884194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:15.884227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:16.006222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:16.006468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:16.006512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:16.006540] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:16.010430] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=77.32%)
[2025-12-03T20:47:16.010761] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-03T20:47:16.010895] [INFO ] [sig       ] PDM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:16.152389] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PDM.txt
[2025-12-03T20:47:16.152617] [INFO ] [sig       ] [2396/3516] Completed PDM in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:16.152664] [INFO ] [sig       ] [2397/3516] Forecasting PDO...
[2025-12-03T20:47:16.152694] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-03T20:47:16.152725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-03T20:47:16.166147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-03T20:47:16.166556] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-03T20:47:16.167368] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-03T20:47:16.167419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:16.167450] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:16.167475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:16.167531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:16.221964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:16.222692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:16.222776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:16.222807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:16.335069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:16.335224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:16.335263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:16.335288] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:16.338631] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-03T20:47:16.338899] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-03T20:47:16.339023] [INFO ] [sig       ] PDO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:16.473905] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PDO.txt
[2025-12-03T20:47:16.474043] [INFO ] [sig       ] [2397/3516] Completed PDO in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.3m
[2025-12-03T20:47:16.474080] [INFO ] [sig       ] [2398/3516] Forecasting PDP...
[2025-12-03T20:47:16.474108] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-03T20:47:16.474137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-03T20:47:16.487488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-03T20:47:16.488117] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-03T20:47:16.489114] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-03T20:47:16.489168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:16.489225] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:16.489253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:16.489312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:16.547810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:16.548970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:16.549065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:16.549098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:16.666488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:16.666752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:16.666796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:16.666825] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:16.671031] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-03T20:47:16.671537] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-03T20:47:16.671748] [INFO ] [sig       ] PDP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:16.821044] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PDP.txt
[2025-12-03T20:47:16.821519] [INFO ] [sig       ] [2398/3516] Completed PDP in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.3m
[2025-12-03T20:47:16.821567] [INFO ] [sig       ] [2399/3516] Forecasting PDS...
[2025-12-03T20:47:16.821664] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-03T20:47:16.821698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-03T20:47:16.835093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-03T20:47:16.835456] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-03T20:47:16.836273] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-03T20:47:16.836323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:16.836353] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:16.836378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:16.836432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:16.891107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:16.891825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:16.891908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:16.891939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:17.010565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:17.010773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:17.010814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:17.010841] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:17.014186] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2025-12-03T20:47:17.014448] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-03T20:47:17.014566] [INFO ] [sig       ] PDS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:17.149266] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PDS.txt
[2025-12-03T20:47:17.149377] [INFO ] [sig       ] [2399/3516] Completed PDS in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.3m
[2025-12-03T20:47:17.149413] [INFO ] [sig       ] [2400/3516] Forecasting PDX...
[2025-12-03T20:47:17.149441] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-03T20:47:17.149468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-03T20:47:17.161085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-03T20:47:17.161355] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-03T20:47:17.162102] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-03T20:47:17.162151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:17.162181] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:17.162207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:17.162260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:17.216465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:17.217065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:17.217137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:17.217167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:17.333647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:17.333756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:17.333789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:17.333815] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:17.336869] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=41.26%)
[2025-12-03T20:47:17.337121] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-03T20:47:17.337238] [INFO ] [sig       ] PDX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:17.472218] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PDX.txt
[2025-12-03T20:47:17.472320] [INFO ] [sig       ] [2400/3516] Completed PDX in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.3m
[2025-12-03T20:47:17.472356] [INFO ] [sig       ] [2401/3516] Forecasting PDYN...
[2025-12-03T20:47:17.472382] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-03T20:47:17.472409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-03T20:47:17.491026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-03T20:47:17.491543] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-03T20:47:17.492480] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-03T20:47:17.492531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:17.492563] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:17.492610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:17.492667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:17.548628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:17.549809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:17.549904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:17.549936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:17.671290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:17.671542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:17.671636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:17.671674] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:17.675568] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=9.27%)
[2025-12-03T20:47:17.675941] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-03T20:47:17.676090] [INFO ] [sig       ] PDYN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:17.821063] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PDYN.txt
[2025-12-03T20:47:17.821285] [INFO ] [sig       ] [2401/3516] Completed PDYN in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.3m
[2025-12-03T20:47:17.821334] [INFO ] [sig       ] [2402/3516] Forecasting PEB...
[2025-12-03T20:47:17.821365] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-03T20:47:17.821394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-03T20:47:17.834853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-03T20:47:17.835231] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-03T20:47:17.836022] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-03T20:47:17.836071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:17.836101] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:17.836126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:17.836184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:17.891085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:17.891753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:17.891829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:17.891861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:18.010454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:18.010633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:18.010672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:18.010697] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:18.013976] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-03T20:47:18.014247] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-03T20:47:18.014366] [INFO ] [sig       ] PEB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:18.149503] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PEB.txt
[2025-12-03T20:47:18.149636] [INFO ] [sig       ] [2402/3516] Completed PEB in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:18.149675] [INFO ] [sig       ] [2403/3516] Forecasting PEBK...
[2025-12-03T20:47:18.149701] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-03T20:47:18.149728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-03T20:47:18.161496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-03T20:47:18.162041] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-03T20:47:18.163138] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-03T20:47:18.163196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:18.163237] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:18.163273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:18.163340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:18.219791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:18.220967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:18.221063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:18.221097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:18.316528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:18.316778] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:47:18.316823] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:18.316853] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:18.320785] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-03T20:47:18.321110] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-03T20:47:18.321289] [INFO ] [sig       ] PEBK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:18.463525] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PEBK.txt
[2025-12-03T20:47:18.463769] [INFO ] [sig       ] [2403/3516] Completed PEBK in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:18.463809] [INFO ] [sig       ] [2404/3516] Forecasting PEBO...
[2025-12-03T20:47:18.463838] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-03T20:47:18.463871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-03T20:47:18.476967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-03T20:47:18.477434] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-03T20:47:18.478367] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-03T20:47:18.478420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:18.478453] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:18.478480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:18.478538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:18.535087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:18.536202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:18.536327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:18.536363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:18.658037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:18.658255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:18.658300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:18.658329] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:18.662854] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-03T20:47:18.663353] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-03T20:47:18.663555] [INFO ] [sig       ] PEBO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:18.822427] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PEBO.txt
[2025-12-03T20:47:18.822636] [INFO ] [sig       ] [2404/3516] Completed PEBO in 0.4s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:18.822678] [INFO ] [sig       ] [2405/3516] Forecasting PECO...
[2025-12-03T20:47:18.822706] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-03T20:47:18.822737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-03T20:47:18.835688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-03T20:47:18.836188] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-03T20:47:18.836996] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-03T20:47:18.837046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:18.837077] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:18.837101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:18.837155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:18.894646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:18.895648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:18.895731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:18.895763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:19.012740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:19.012901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:19.012939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:19.013006] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:19.016256] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=49.03%)
[2025-12-03T20:47:19.016523] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-03T20:47:19.016662] [INFO ] [sig       ] PECO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:19.176739] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PECO.txt
[2025-12-03T20:47:19.176935] [INFO ] [sig       ] [2405/3516] Completed PECO in 0.4s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:19.177000] [INFO ] [sig       ] [2406/3516] Forecasting PEG...
[2025-12-03T20:47:19.177048] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-03T20:47:19.177095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-03T20:47:19.191358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-03T20:47:19.191939] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-03T20:47:19.192921] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-03T20:47:19.192973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:19.193006] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:19.193033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:19.193089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:19.251061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:19.252213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:19.252378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:19.252415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:19.373462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:19.373721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:19.373767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:19.373795] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:19.377776] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-03T20:47:19.378207] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-03T20:47:19.378389] [INFO ] [sig       ] PEG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:19.520566] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PEG.txt
[2025-12-03T20:47:19.520768] [INFO ] [sig       ] [2406/3516] Completed PEG in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:19.520809] [INFO ] [sig       ] [2407/3516] Forecasting PEGA...
[2025-12-03T20:47:19.520840] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-03T20:47:19.520870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-03T20:47:19.538149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-03T20:47:19.538775] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-03T20:47:19.539996] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-03T20:47:19.540063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:19.540107] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:19.540145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:19.540231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:19.606495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:19.607681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:19.607806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:19.607859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:19.736038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:19.736194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:19.736232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:19.736267] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:19.739547] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-03T20:47:19.739863] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-03T20:47:19.739988] [INFO ] [sig       ] PEGA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:19.879517] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PEGA.txt
[2025-12-03T20:47:19.879689] [INFO ] [sig       ] [2407/3516] Completed PEGA in 0.4s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:19.879728] [INFO ] [sig       ] [2408/3516] Forecasting PEN...
[2025-12-03T20:47:19.879757] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-03T20:47:19.879785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-03T20:47:19.892239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-03T20:47:19.892648] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-03T20:47:19.893402] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-03T20:47:19.893451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:19.893481] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:19.893507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:19.893561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:19.950413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:19.951406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:19.951502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:19.951535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:20.082538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:20.082747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:20.082812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:20.082857] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:20.087270] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=45.46%)
[2025-12-03T20:47:20.087657] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-03T20:47:20.087830] [INFO ] [sig       ] PEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:20.232372] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PEN.txt
[2025-12-03T20:47:20.232502] [INFO ] [sig       ] [2408/3516] Completed PEN in 0.4s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:20.232538] [INFO ] [sig       ] [2409/3516] Forecasting PENN...
[2025-12-03T20:47:20.232566] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-03T20:47:20.232612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-03T20:47:20.244209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-03T20:47:20.244480] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-03T20:47:20.245227] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-03T20:47:20.245276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:20.245306] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:20.245341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:20.245397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:20.300051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:20.300646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:20.300718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:20.300748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:20.417046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:20.417169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:20.417202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:20.417229] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:20.420349] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-03T20:47:20.420621] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-03T20:47:20.420737] [INFO ] [sig       ] PENN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:20.556051] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PENN.txt
[2025-12-03T20:47:20.556185] [INFO ] [sig       ] [2409/3516] Completed PENN in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:20.556222] [INFO ] [sig       ] [2410/3516] Forecasting PEO...
[2025-12-03T20:47:20.556250] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-03T20:47:20.556278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-03T20:47:20.568625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-03T20:47:20.568972] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-03T20:47:20.569785] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-03T20:47:20.569835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:20.569866] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:20.569892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:20.569947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:20.625736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:20.626983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:20.627089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:20.627122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:20.751983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:20.752235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:20.752278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:20.752307] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:20.757131] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-03T20:47:20.757555] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-03T20:47:20.757743] [INFO ] [sig       ] PEO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:20.903107] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PEO.txt
[2025-12-03T20:47:20.903308] [INFO ] [sig       ] [2410/3516] Completed PEO in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:20.903349] [INFO ] [sig       ] [2411/3516] Forecasting PEP...
[2025-12-03T20:47:20.903386] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-03T20:47:20.903417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-03T20:47:20.917298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-03T20:47:20.917794] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-03T20:47:20.918739] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-03T20:47:20.918793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:20.918828] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:20.918856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:20.918915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:20.976030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:20.977089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:20.977178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:20.977211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:21.099493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:21.099671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:21.099712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:21.099741] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:21.103116] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-03T20:47:21.103417] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-03T20:47:21.103553] [INFO ] [sig       ] PEP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:21.249217] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PEP.txt
[2025-12-03T20:47:21.249347] [INFO ] [sig       ] [2411/3516] Completed PEP in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:21.249383] [INFO ] [sig       ] [2412/3516] Forecasting PEPG...
[2025-12-03T20:47:21.249410] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-03T20:47:21.249437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-03T20:47:21.263071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-03T20:47:21.263680] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-03T20:47:21.264712] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-03T20:47:21.264764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:21.264797] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:21.264823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:21.264879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:21.320648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:21.321785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:21.321880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:21.321913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:21.437968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:21.438234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:21.438278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:21.438308] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:21.442107] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-03T20:47:21.442406] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-03T20:47:21.442545] [INFO ] [sig       ] PEPG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:21.580411] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PEPG.txt
[2025-12-03T20:47:21.580588] [INFO ] [sig       ] [2412/3516] Completed PEPG in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:21.580630] [INFO ] [sig       ] [2413/3516] Forecasting PERF...
[2025-12-03T20:47:21.580658] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-03T20:47:21.580694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-03T20:47:21.593993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-03T20:47:21.594443] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-03T20:47:21.595281] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-03T20:47:21.595331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:21.595395] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:21.595423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:21.595477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:21.653184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:21.654112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:21.654200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:21.654232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:21.767874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:21.768064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:21.768110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:21.768138] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:21.771646] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=35.29%)
[2025-12-03T20:47:21.771959] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-03T20:47:21.772088] [INFO ] [sig       ] PERF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:21.911042] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PERF.txt
[2025-12-03T20:47:21.911167] [INFO ] [sig       ] [2413/3516] Completed PERF in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:21.911203] [INFO ] [sig       ] [2414/3516] Forecasting PERI...
[2025-12-03T20:47:21.911232] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-03T20:47:21.911259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-03T20:47:21.926263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-03T20:47:21.926817] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-03T20:47:21.927748] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-03T20:47:21.927802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:21.927836] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:21.927863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:21.927923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:21.985682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:21.986825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:21.986922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:21.986955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:22.111610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:22.111852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:22.111919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:22.111952] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:22.115866] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=46.95%)
[2025-12-03T20:47:22.116208] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-03T20:47:22.116401] [INFO ] [sig       ] PERI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:22.269750] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PERI.txt
[2025-12-03T20:47:22.269938] [INFO ] [sig       ] [2414/3516] Completed PERI in 0.4s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:22.269978] [INFO ] [sig       ] [2415/3516] Forecasting PESI...
[2025-12-03T20:47:22.270008] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-03T20:47:22.270037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-03T20:47:22.283768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-03T20:47:22.284234] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-03T20:47:22.285059] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-03T20:47:22.285114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:22.285157] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:22.285186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:22.285243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:22.340843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:22.341706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:22.341789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:22.341820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:22.462791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:22.462956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:22.462993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:22.463020] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:22.466315] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=60.34%)
[2025-12-03T20:47:22.466595] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-03T20:47:22.466716] [INFO ] [sig       ] PESI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:22.604838] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PESI.txt
[2025-12-03T20:47:22.604967] [INFO ] [sig       ] [2415/3516] Completed PESI in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.2m
[2025-12-03T20:47:22.605003] [INFO ] [sig       ] [2416/3516] Forecasting PETS...
[2025-12-03T20:47:22.605032] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-03T20:47:22.605060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-03T20:47:22.618917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-03T20:47:22.619401] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-03T20:47:22.620278] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-03T20:47:22.620330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:22.620361] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:22.620386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:22.620443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:22.678182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:22.679307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:22.679412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:22.679447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:22.804146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:22.804376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:22.804426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:22.804534] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:22.808612] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=19.29%)
[2025-12-03T20:47:22.809044] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-03T20:47:22.809208] [INFO ] [sig       ] PETS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:22.960641] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PETS.txt
[2025-12-03T20:47:22.960862] [INFO ] [sig       ] [2416/3516] Completed PETS in 0.4s | 2.97 sym/s | Total: 13.6m | ETA: 6.2m
[2025-12-03T20:47:22.960909] [INFO ] [sig       ] [2417/3516] Forecasting PEY...
[2025-12-03T20:47:22.960940] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-03T20:47:22.960971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-03T20:47:22.974820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-03T20:47:22.975263] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-03T20:47:22.976091] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-03T20:47:22.976142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:22.976174] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:22.976201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:22.976257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:23.032009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:23.032966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:23.033057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:23.033091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:23.148477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:23.148660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:23.148700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:23.148728] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:23.152152] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-03T20:47:23.152421] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-03T20:47:23.152552] [INFO ] [sig       ] PEY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:23.291835] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PEY.txt
[2025-12-03T20:47:23.292004] [INFO ] [sig       ] [2417/3516] Completed PEY in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.2m
[2025-12-03T20:47:23.292043] [INFO ] [sig       ] [2418/3516] Forecasting PFBC...
[2025-12-03T20:47:23.292071] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-03T20:47:23.292098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-03T20:47:23.302881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-03T20:47:23.303160] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-03T20:47:23.303914] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-03T20:47:23.303961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:23.303991] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:23.304016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:23.304071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:23.358759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:23.359374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:23.359447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:23.359477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:23.477482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:23.477663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:23.477703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:23.477733] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:23.481323] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-03T20:47:23.481625] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-03T20:47:23.481794] [INFO ] [sig       ] PFBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:23.627275] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PFBC.txt
[2025-12-03T20:47:23.627430] [INFO ] [sig       ] [2418/3516] Completed PFBC in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.2m
[2025-12-03T20:47:23.627467] [INFO ] [sig       ] [2419/3516] Forecasting PFD...
[2025-12-03T20:47:23.627496] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-03T20:47:23.627525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-03T20:47:23.639256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-03T20:47:23.639652] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-03T20:47:23.640441] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-03T20:47:23.640490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:23.640519] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:23.640544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:23.640615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:23.695870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:23.696740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:23.696820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:23.696851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:23.804847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:23.805010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:23.805049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:23.805076] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:23.808438] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-03T20:47:23.808743] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-03T20:47:23.808871] [INFO ] [sig       ] PFD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:23.945305] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PFD.txt
[2025-12-03T20:47:23.945451] [INFO ] [sig       ] [2419/3516] Completed PFD in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.2m
[2025-12-03T20:47:23.945487] [INFO ] [sig       ] [2420/3516] Forecasting PFE...
[2025-12-03T20:47:23.945516] [INFO ] [sig       ] Generating forecast for: PFE
[2025-12-03T20:47:23.945545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-12-03T20:47:23.956610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-12-03T20:47:23.956860] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-12-03T20:47:23.957602] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-12-03T20:47:23.957650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:23.957681] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:23.957706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:23.957772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:24.013152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:24.013929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:24.014004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:24.014035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:24.130150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:24.130312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:24.130348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:24.130375] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:24.133672] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-03T20:47:24.133935] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-12-03T20:47:24.134052] [INFO ] [sig       ] PFE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:24.271150] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PFE.txt
[2025-12-03T20:47:24.271304] [INFO ] [sig       ] [2420/3516] Completed PFE in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:24.271340] [INFO ] [sig       ] [2421/3516] Forecasting PFF...
[2025-12-03T20:47:24.271368] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-03T20:47:24.271399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-03T20:47:24.284564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-03T20:47:24.285197] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-03T20:47:24.286125] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-03T20:47:24.286176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:24.286207] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:24.286233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:24.286287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:24.342279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:24.343170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:24.343264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:24.343297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:24.471657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:24.471895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:24.471941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:24.471971] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:24.476321] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=13.00%)
[2025-12-03T20:47:24.476940] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-03T20:47:24.477379] [INFO ] [sig       ] PFF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:24.629037] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PFF.txt
[2025-12-03T20:47:24.629251] [INFO ] [sig       ] [2421/3516] Completed PFF in 0.4s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:24.629293] [INFO ] [sig       ] [2422/3516] Forecasting PFG...
[2025-12-03T20:47:24.629322] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-03T20:47:24.629355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-03T20:47:24.642839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-03T20:47:24.643330] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-03T20:47:24.644257] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-03T20:47:24.644328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:24.644360] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:24.644385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:24.644441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:24.700313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:24.701488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:24.701606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:24.701642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:24.825828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:24.826064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:24.826107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:24.826135] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:24.830184] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-12-03T20:47:24.830626] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-03T20:47:24.830783] [INFO ] [sig       ] PFG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:24.981895] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PFG.txt
[2025-12-03T20:47:24.982093] [INFO ] [sig       ] [2422/3516] Completed PFG in 0.4s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:24.982134] [INFO ] [sig       ] [2423/3516] Forecasting PFGC...
[2025-12-03T20:47:24.982163] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-03T20:47:24.982199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-03T20:47:25.002035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-03T20:47:25.002471] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-03T20:47:25.003287] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-03T20:47:25.003338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:25.003369] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:25.003395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:25.003451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:25.058262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:25.059112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:25.059255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:25.059288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:25.182258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:25.182423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:25.182462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:25.182490] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:25.185815] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-03T20:47:25.186080] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-03T20:47:25.186201] [INFO ] [sig       ] PFGC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:25.323159] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PFGC.txt
[2025-12-03T20:47:25.323301] [INFO ] [sig       ] [2423/3516] Completed PFGC in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:25.323338] [INFO ] [sig       ] [2424/3516] Forecasting PFH...
[2025-12-03T20:47:25.323366] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-03T20:47:25.323393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-03T20:47:25.336089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-03T20:47:25.336472] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-03T20:47:25.337249] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-03T20:47:25.337299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:25.337329] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:25.337354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:25.337408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:25.391980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:25.392546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:25.392636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:25.392669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:25.507511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:25.507697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:25.507737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:25.507770] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:25.511253] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-12-03T20:47:25.511633] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-03T20:47:25.511789] [INFO ] [sig       ] PFH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:25.658476] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PFH.txt
[2025-12-03T20:47:25.658658] [INFO ] [sig       ] [2424/3516] Completed PFH in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:25.658699] [INFO ] [sig       ] [2425/3516] Forecasting PFIS...
[2025-12-03T20:47:25.658729] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-03T20:47:25.658758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-03T20:47:25.670326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-03T20:47:25.670663] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-03T20:47:25.671517] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-03T20:47:25.671566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:25.671619] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:25.671645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:25.671699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:25.725949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:25.726836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:25.726915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:25.726947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:25.838353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:25.838508] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:47:25.838545] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:25.838592] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:25.841795] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-12-03T20:47:25.842048] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-03T20:47:25.842165] [INFO ] [sig       ] PFIS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:25.976933] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PFIS.txt
[2025-12-03T20:47:25.977062] [INFO ] [sig       ] [2425/3516] Completed PFIS in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:25.977098] [INFO ] [sig       ] [2426/3516] Forecasting PFL...
[2025-12-03T20:47:25.977126] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-03T20:47:25.977155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-03T20:47:25.988988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-03T20:47:25.989314] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-03T20:47:25.990099] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-03T20:47:25.990148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:25.990179] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:25.990204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:25.990258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:26.046682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:26.047359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:26.047437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:26.047468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:26.164388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:26.164517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:26.164551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:26.164594] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:26.167750] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=52.57%)
[2025-12-03T20:47:26.168031] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-03T20:47:26.168157] [INFO ] [sig       ] PFL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:26.310240] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PFL.txt
[2025-12-03T20:47:26.310385] [INFO ] [sig       ] [2426/3516] Completed PFL in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:26.310423] [INFO ] [sig       ] [2427/3516] Forecasting PFM...
[2025-12-03T20:47:26.310450] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-03T20:47:26.310477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-03T20:47:26.322213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-03T20:47:26.322538] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-03T20:47:26.323323] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-03T20:47:26.323372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:26.323403] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:26.323428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:26.323482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:26.378190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:26.378801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:26.378875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:26.378905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:26.497414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:26.497594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:26.497635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:26.497661] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:26.500942] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-03T20:47:26.501227] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-03T20:47:26.501347] [INFO ] [sig       ] PFM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:26.637061] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PFM.txt
[2025-12-03T20:47:26.637189] [INFO ] [sig       ] [2427/3516] Completed PFM in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:26.637224] [INFO ] [sig       ] [2428/3516] Forecasting PFN...
[2025-12-03T20:47:26.637252] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-03T20:47:26.637281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-03T20:47:26.648892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-03T20:47:26.649168] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-03T20:47:26.649926] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-03T20:47:26.649974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:26.650005] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:26.650030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:26.650084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:26.707544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:26.708302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:26.708390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:26.708422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:26.825221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:26.825378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:26.825413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:26.825439] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:26.828743] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=10.81%)
[2025-12-03T20:47:26.829005] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-03T20:47:26.829120] [INFO ] [sig       ] PFN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:26.965811] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PFN.txt
[2025-12-03T20:47:26.965941] [INFO ] [sig       ] [2428/3516] Completed PFN in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:26.965977] [INFO ] [sig       ] [2429/3516] Forecasting PFO...
[2025-12-03T20:47:26.966005] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-03T20:47:26.966034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-03T20:47:26.977040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-03T20:47:26.977312] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-03T20:47:26.978078] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-03T20:47:26.978126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:26.978157] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:26.978183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:26.978237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:27.032604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:27.033314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:27.033389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:27.033420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:27.145133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:27.145275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:27.145351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:27.145382] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:27.148561] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2025-12-03T20:47:27.148848] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-03T20:47:27.148986] [INFO ] [sig       ] PFO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:27.285658] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PFO.txt
[2025-12-03T20:47:27.285783] [INFO ] [sig       ] [2429/3516] Completed PFO in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:27.285819] [INFO ] [sig       ] [2430/3516] Forecasting PFS...
[2025-12-03T20:47:27.285847] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-03T20:47:27.285875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-03T20:47:27.297262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-03T20:47:27.297605] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-03T20:47:27.298351] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-03T20:47:27.298400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:27.298458] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:27.298485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:27.298539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:27.353489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:27.354092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:27.354165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:27.354195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:27.472376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:27.472539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:27.472595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:27.472626] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:27.475846] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-03T20:47:27.476103] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-03T20:47:27.476226] [INFO ] [sig       ] PFS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:27.614610] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PFS.txt
[2025-12-03T20:47:27.614786] [INFO ] [sig       ] [2430/3516] Completed PFS in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:27.614826] [INFO ] [sig       ] [2431/3516] Forecasting PFSI...
[2025-12-03T20:47:27.614854] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-03T20:47:27.614882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-03T20:47:27.626666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-03T20:47:27.627000] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-03T20:47:27.627804] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-03T20:47:27.627854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:27.627886] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:27.627914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:27.627976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:27.686208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:27.687041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:27.687121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:27.687153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:27.806833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:27.806987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:27.807025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:27.807053] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:27.810481] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-03T20:47:27.810771] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-03T20:47:27.810899] [INFO ] [sig       ] PFSI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:27.949143] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PFSI.txt
[2025-12-03T20:47:27.949275] [INFO ] [sig       ] [2431/3516] Completed PFSI in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:27.949314] [INFO ] [sig       ] [2432/3516] Forecasting PGC...
[2025-12-03T20:47:27.949343] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-03T20:47:27.949372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-03T20:47:27.960479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-03T20:47:27.960813] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-03T20:47:27.961569] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-03T20:47:27.961637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:27.961669] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:27.961695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:27.961751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:28.018719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:28.019482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:28.019560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:28.019611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:28.143094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:28.143243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:28.143284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:28.143324] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:28.146756] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=44.03%)
[2025-12-03T20:47:28.147058] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-03T20:47:28.147188] [INFO ] [sig       ] PGC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:28.286046] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PGC.txt
[2025-12-03T20:47:28.286177] [INFO ] [sig       ] [2432/3516] Completed PGC in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:28.286216] [INFO ] [sig       ] [2433/3516] Forecasting PGEN...
[2025-12-03T20:47:28.286255] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-03T20:47:28.286296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-03T20:47:28.297267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-03T20:47:28.297596] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-03T20:47:28.298377] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-03T20:47:28.298426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:28.298466] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:28.298492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:28.298547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:28.352925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:28.353567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:28.353660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:28.353691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:28.467900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:28.468045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:28.468083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:28.468140] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:28.471378] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-03T20:47:28.471665] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-03T20:47:28.471785] [INFO ] [sig       ] PGEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:28.607323] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PGEN.txt
[2025-12-03T20:47:28.607446] [INFO ] [sig       ] [2433/3516] Completed PGEN in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.1m
[2025-12-03T20:47:28.607483] [INFO ] [sig       ] [2434/3516] Forecasting PGJ...
[2025-12-03T20:47:28.607511] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-03T20:47:28.607538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-03T20:47:28.618362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-03T20:47:28.618687] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-03T20:47:28.619429] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-03T20:47:28.619479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:28.619510] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:28.619537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:28.619624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:28.674317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:28.674956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:28.675031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:28.675061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:28.793730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:28.793876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:28.793912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:28.793938] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:28.797213] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-03T20:47:28.797469] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-03T20:47:28.797606] [INFO ] [sig       ] PGJ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:28.933217] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PGJ.txt
[2025-12-03T20:47:28.933336] [INFO ] [sig       ] [2434/3516] Completed PGJ in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.1m
[2025-12-03T20:47:28.933371] [INFO ] [sig       ] [2435/3516] Forecasting PGNY...
[2025-12-03T20:47:28.933400] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-03T20:47:28.933427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-03T20:47:28.944804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-03T20:47:28.945138] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-03T20:47:28.945927] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-03T20:47:28.945977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:28.946008] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:28.946034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:28.946089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:29.000599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:29.001197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:29.001274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:29.001305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:29.114734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:29.114881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:29.114921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:29.114950] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:29.118303] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-12-03T20:47:29.118568] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-03T20:47:29.118705] [INFO ] [sig       ] PGNY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:29.258897] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PGNY.txt
[2025-12-03T20:47:29.259041] [INFO ] [sig       ] [2435/3516] Completed PGNY in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.1m
[2025-12-03T20:47:29.259078] [INFO ] [sig       ] [2436/3516] Forecasting PGP...
[2025-12-03T20:47:29.259105] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-03T20:47:29.259134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-03T20:47:29.269940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-03T20:47:29.270241] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-03T20:47:29.271001] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-03T20:47:29.271050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:29.271080] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:29.271107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:29.271161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:29.325403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:29.326028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:29.326102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:29.326133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:29.438838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:29.438989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:29.439034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:29.439061] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:29.442328] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-03T20:47:29.442604] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-03T20:47:29.442722] [INFO ] [sig       ] PGP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:29.577656] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PGP.txt
[2025-12-03T20:47:29.577776] [INFO ] [sig       ] [2436/3516] Completed PGP in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.1m
[2025-12-03T20:47:29.577811] [INFO ] [sig       ] [2437/3516] Forecasting PGRE...
[2025-12-03T20:47:29.577846] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-03T20:47:29.577875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-03T20:47:29.588910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-03T20:47:29.589270] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-03T20:47:29.590066] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-03T20:47:29.590115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:29.590147] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:29.590173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:29.590229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:29.644954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:29.645553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:29.645645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:29.645676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:29.762247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:29.762393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:29.762431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:29.762457] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:29.765705] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-12-03T20:47:29.765970] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-03T20:47:29.766088] [INFO ] [sig       ] PGRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:29.901098] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PGRE.txt
[2025-12-03T20:47:29.901222] [INFO ] [sig       ] [2437/3516] Completed PGRE in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.1m
[2025-12-03T20:47:29.901260] [INFO ] [sig       ] [2438/3516] Forecasting PGY...
[2025-12-03T20:47:29.901289] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-03T20:47:29.901318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-03T20:47:29.912599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-03T20:47:29.912891] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-03T20:47:29.913668] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-03T20:47:29.913718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:29.913750] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:29.913776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:29.913831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:29.973243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:29.973932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:29.974021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:29.974055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:30.089947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:30.090065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:30.090100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:30.090126] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:30.093322] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-03T20:47:30.093601] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-03T20:47:30.093724] [INFO ] [sig       ] PGY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:30.230388] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PGY.txt
[2025-12-03T20:47:30.230498] [INFO ] [sig       ] [2438/3516] Completed PGY in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:30.230540] [INFO ] [sig       ] [2439/3516] Forecasting PGZ...
[2025-12-03T20:47:30.230585] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-03T20:47:30.230616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-03T20:47:30.240929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-03T20:47:30.241187] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-03T20:47:30.241952] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-03T20:47:30.242001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:30.242034] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:30.242059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:30.242114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:30.297038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:30.297631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:30.297703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:30.297734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:30.409609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:30.409731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:30.409767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:30.409793] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:30.412895] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-03T20:47:30.413151] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-03T20:47:30.413265] [INFO ] [sig       ] PGZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:30.550140] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PGZ.txt
[2025-12-03T20:47:30.550271] [INFO ] [sig       ] [2439/3516] Completed PGZ in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:30.550307] [INFO ] [sig       ] [2440/3516] Forecasting PH...
[2025-12-03T20:47:30.550335] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-03T20:47:30.550364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-03T20:47:30.561096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-03T20:47:30.561425] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-03T20:47:30.562171] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-03T20:47:30.562219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:30.562249] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:30.562275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:30.562329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:30.617399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:30.618205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:30.618309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:30.618341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:30.736978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:30.737079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:30.737115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:30.737157] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:30.740369] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-12-03T20:47:30.740645] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-03T20:47:30.740762] [INFO ] [sig       ] PH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:30.876172] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PH.txt
[2025-12-03T20:47:30.876281] [INFO ] [sig       ] [2440/3516] Completed PH in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:30.876317] [INFO ] [sig       ] [2441/3516] Forecasting PHG...
[2025-12-03T20:47:30.876345] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-03T20:47:30.876373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-03T20:47:30.887863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-03T20:47:30.888245] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-03T20:47:30.889206] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-03T20:47:30.889263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:30.889303] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:30.889334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:30.889406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:30.947019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:30.947682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:30.947759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:30.947792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:31.071019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:31.071170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:31.071209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:31.071237] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:31.074655] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=51.20%)
[2025-12-03T20:47:31.074926] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-03T20:47:31.075045] [INFO ] [sig       ] PHG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:31.211430] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PHG.txt
[2025-12-03T20:47:31.211552] [INFO ] [sig       ] [2441/3516] Completed PHG in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:31.211607] [INFO ] [sig       ] [2442/3516] Forecasting PHI...
[2025-12-03T20:47:31.211636] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-03T20:47:31.211664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-03T20:47:31.222367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-03T20:47:31.222699] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-03T20:47:31.223724] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-03T20:47:31.223792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:31.223835] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:31.223867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:31.223943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:31.282266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:31.283070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:31.283163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:31.283206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:31.401364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:31.401552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:31.401609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:31.401639] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:31.405129] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=0.67%)
[2025-12-03T20:47:31.405407] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-03T20:47:31.405537] [INFO ] [sig       ] PHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:31.549694] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PHI.txt
[2025-12-03T20:47:31.549853] [INFO ] [sig       ] [2442/3516] Completed PHI in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:31.549894] [INFO ] [sig       ] [2443/3516] Forecasting PHIN...
[2025-12-03T20:47:31.549926] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-03T20:47:31.549956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-03T20:47:31.561549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-03T20:47:31.561865] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-03T20:47:31.562665] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-03T20:47:31.562714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:31.562745] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:31.562771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:31.562826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:31.618191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:31.618800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:31.618874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:31.618911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:31.737661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:31.737809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:31.737845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:31.737872] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:31.741095] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=55.48%)
[2025-12-03T20:47:31.741354] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-03T20:47:31.741470] [INFO ] [sig       ] PHIN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:31.878630] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PHIN.txt
[2025-12-03T20:47:31.878781] [INFO ] [sig       ] [2443/3516] Completed PHIN in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:31.878819] [INFO ] [sig       ] [2444/3516] Forecasting PHIO...
[2025-12-03T20:47:31.878847] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-03T20:47:31.878875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-03T20:47:31.890227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-03T20:47:31.890520] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-03T20:47:31.891307] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-03T20:47:31.891356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:31.891387] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:31.891412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:31.891477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:31.946778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:31.947462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:31.947540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:31.947589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:32.081679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:32.081834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:32.081873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:32.081901] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:32.085248] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=13.91%)
[2025-12-03T20:47:32.085518] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-03T20:47:32.085661] [INFO ] [sig       ] PHIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:32.223203] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PHIO.txt
[2025-12-03T20:47:32.223328] [INFO ] [sig       ] [2444/3516] Completed PHIO in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:32.223366] [INFO ] [sig       ] [2445/3516] Forecasting PHK...
[2025-12-03T20:47:32.223393] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-03T20:47:32.223422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-03T20:47:32.233979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-03T20:47:32.234270] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-03T20:47:32.235017] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-03T20:47:32.235065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:32.235095] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:32.235121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:32.235175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:32.289814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:32.290477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:32.290550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:32.290598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:32.403050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:32.403199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:32.403238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:32.403267] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:32.407146] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=68.20%)
[2025-12-03T20:47:32.407407] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-03T20:47:32.407522] [INFO ] [sig       ] PHK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:32.547407] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PHK.txt
[2025-12-03T20:47:32.547536] [INFO ] [sig       ] [2445/3516] Completed PHK in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:32.547588] [INFO ] [sig       ] [2446/3516] Forecasting PHM...
[2025-12-03T20:47:32.547619] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-03T20:47:32.547647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-03T20:47:32.558607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-03T20:47:32.558901] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-03T20:47:32.559674] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-03T20:47:32.559735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:32.559768] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:32.559796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:32.559852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:32.616678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:32.617398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:32.617476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:32.617509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:32.736815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:32.736969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:32.737006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:32.737033] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:32.740240] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-03T20:47:32.740496] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-03T20:47:32.740628] [INFO ] [sig       ] PHM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:32.882151] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PHM.txt
[2025-12-03T20:47:32.882283] [INFO ] [sig       ] [2446/3516] Completed PHM in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:32.882320] [INFO ] [sig       ] [2447/3516] Forecasting PHO...
[2025-12-03T20:47:32.882347] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-03T20:47:32.882374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-03T20:47:32.893253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-03T20:47:32.893595] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-03T20:47:32.894392] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-03T20:47:32.894443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:32.894501] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:32.894532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:32.894624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:32.953366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:32.954296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:32.954394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:32.954435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:33.074209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:33.074358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:33.074399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:33.074426] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:33.077702] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2025-12-03T20:47:33.077968] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-03T20:47:33.078108] [INFO ] [sig       ] PHO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:33.216765] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PHO.txt
[2025-12-03T20:47:33.216892] [INFO ] [sig       ] [2447/3516] Completed PHO in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:33.216929] [INFO ] [sig       ] [2448/3516] Forecasting PHUN...
[2025-12-03T20:47:33.216957] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-03T20:47:33.216984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-03T20:47:33.227639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-03T20:47:33.227921] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-03T20:47:33.228741] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-03T20:47:33.228801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:33.228845] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:33.228881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:33.228957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:33.285548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:33.286240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:33.286319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:33.286351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:33.406184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:33.406334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:33.406370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:33.406396] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:33.409701] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-12-03T20:47:33.409974] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-03T20:47:33.410118] [INFO ] [sig       ] PHUN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:33.550394] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PHUN.txt
[2025-12-03T20:47:33.550518] [INFO ] [sig       ] [2448/3516] Completed PHUN in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:33.550556] [INFO ] [sig       ] [2449/3516] Forecasting PHVS...
[2025-12-03T20:47:33.550603] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-03T20:47:33.550632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-03T20:47:33.561327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-03T20:47:33.561633] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-03T20:47:33.562363] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-03T20:47:33.562411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:33.562441] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:33.562467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:33.562521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:33.618090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:33.618758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:33.618834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:33.618867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:33.741734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:33.741872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:33.741910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:33.741937] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:33.745264] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-03T20:47:33.745529] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-03T20:47:33.745670] [INFO ] [sig       ] PHVS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:33.881732] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PHVS.txt
[2025-12-03T20:47:33.881868] [INFO ] [sig       ] [2449/3516] Completed PHVS in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:33.881905] [INFO ] [sig       ] [2450/3516] Forecasting PI...
[2025-12-03T20:47:33.881932] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-03T20:47:33.881961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-03T20:47:33.893200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-03T20:47:33.893511] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-03T20:47:33.894264] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-03T20:47:33.894313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:33.894343] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:33.894369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:33.894423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:33.951393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:33.952086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:33.952162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:33.952194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:34.075097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:34.075242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:34.075279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:34.075335] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:34.078619] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=14.41%)
[2025-12-03T20:47:34.078883] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-03T20:47:34.079001] [INFO ] [sig       ] PI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:34.218154] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PI.txt
[2025-12-03T20:47:34.218289] [INFO ] [sig       ] [2450/3516] Completed PI in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:34.218325] [INFO ] [sig       ] [2451/3516] Forecasting PID...
[2025-12-03T20:47:34.218353] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-03T20:47:34.218380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-03T20:47:34.230677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-03T20:47:34.230994] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-03T20:47:34.231785] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-03T20:47:34.231835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:34.231865] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:34.231889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:34.231943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:34.287342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:34.288310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:34.288397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:34.288429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:34.412408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:34.412563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:34.412619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:34.412649] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:34.416439] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-03T20:47:34.416786] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-03T20:47:34.416914] [INFO ] [sig       ] PID: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:34.554920] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PID.txt
[2025-12-03T20:47:34.555051] [INFO ] [sig       ] [2451/3516] Completed PID in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.0m
[2025-12-03T20:47:34.555088] [INFO ] [sig       ] [2452/3516] Forecasting PIE...
[2025-12-03T20:47:34.555115] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-03T20:47:34.555142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-03T20:47:34.567042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-03T20:47:34.567448] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-03T20:47:34.568265] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-03T20:47:34.568314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:34.568344] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:34.568369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:34.568425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:34.624765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:34.625614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:34.625693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:34.625725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:34.740129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:34.740286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:34.740323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:34.740352] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:34.743778] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=94.03%)
[2025-12-03T20:47:34.744048] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-03T20:47:34.744360] [INFO ] [sig       ] PIE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:34.884742] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PIE.txt
[2025-12-03T20:47:34.884890] [INFO ] [sig       ] [2452/3516] Completed PIE in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.0m
[2025-12-03T20:47:34.884927] [INFO ] [sig       ] [2453/3516] Forecasting PII...
[2025-12-03T20:47:34.884956] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-03T20:47:34.884985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-03T20:47:34.897107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-03T20:47:34.897444] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-03T20:47:34.898240] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-03T20:47:34.898290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:34.898320] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:34.898345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:34.898399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:34.960932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:34.961895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:34.961998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:34.962044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:35.090525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:35.090705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:35.090761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:35.090790] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:35.094154] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-03T20:47:35.094461] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-03T20:47:35.094617] [INFO ] [sig       ] PII: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:35.243605] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PII.txt
[2025-12-03T20:47:35.243766] [INFO ] [sig       ] [2453/3516] Completed PII in 0.4s | 2.97 sym/s | Total: 13.8m | ETA: 6.0m
[2025-12-03T20:47:35.243803] [INFO ] [sig       ] [2454/3516] Forecasting PIM...
[2025-12-03T20:47:35.243831] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-03T20:47:35.243859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-03T20:47:35.259114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-03T20:47:35.259641] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-03T20:47:35.260726] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-03T20:47:35.260793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:35.260835] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:35.260873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:35.260954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:35.337422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:35.338376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:35.338466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:35.338500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:35.465710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:35.465874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:35.465914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:35.465943] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:35.469715] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=88.15%)
[2025-12-03T20:47:35.470164] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-03T20:47:35.470332] [INFO ] [sig       ] PIM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:35.619513] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PIM.txt
[2025-12-03T20:47:35.619801] [INFO ] [sig       ] [2454/3516] Completed PIM in 0.4s | 2.97 sym/s | Total: 13.8m | ETA: 6.0m
[2025-12-03T20:47:35.619858] [INFO ] [sig       ] [2455/3516] Forecasting PINE...
[2025-12-03T20:47:35.619896] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-03T20:47:35.619937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-03T20:47:35.635713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-03T20:47:35.636207] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-03T20:47:35.637385] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-03T20:47:35.637459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:35.637503] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:35.637540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:35.637645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:35.724821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:35.725947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:35.726057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:35.726103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:35.869400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:35.869561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:35.869623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:35.869653] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:35.873420] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-03T20:47:35.873787] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-03T20:47:35.873926] [INFO ] [sig       ] PINE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:36.030584] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PINE.txt
[2025-12-03T20:47:36.030749] [INFO ] [sig       ] [2455/3516] Completed PINE in 0.4s | 2.97 sym/s | Total: 13.8m | ETA: 6.0m
[2025-12-03T20:47:36.030787] [INFO ] [sig       ] [2456/3516] Forecasting PINS...
[2025-12-03T20:47:36.030819] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-03T20:47:36.030848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-03T20:47:36.043505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-03T20:47:36.043894] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-03T20:47:36.044891] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-03T20:47:36.044940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:36.044971] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:36.044997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:36.045051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:36.102419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:36.103291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:36.103373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:36.103406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:36.226443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:36.226613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:36.226652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:36.226680] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:36.230110] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-12-03T20:47:36.230403] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-03T20:47:36.230532] [INFO ] [sig       ] PINS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:36.370022] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PINS.txt
[2025-12-03T20:47:36.370148] [INFO ] [sig       ] [2456/3516] Completed PINS in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:36.370184] [INFO ] [sig       ] [2457/3516] Forecasting PK...
[2025-12-03T20:47:36.370213] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-03T20:47:36.370240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-03T20:47:36.382048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-03T20:47:36.382319] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-03T20:47:36.383062] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-03T20:47:36.383111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:36.383155] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:36.383182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:36.383236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:36.440031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:36.440644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:36.440743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:36.440777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:36.564676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:36.564795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:36.564831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:36.564859] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:36.568214] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=57.15%)
[2025-12-03T20:47:36.568478] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-03T20:47:36.568619] [INFO ] [sig       ] PK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:36.712703] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PK.txt
[2025-12-03T20:47:36.712866] [INFO ] [sig       ] [2457/3516] Completed PK in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:36.712908] [INFO ] [sig       ] [2458/3516] Forecasting PKBK...
[2025-12-03T20:47:36.712938] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-03T20:47:36.712968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-03T20:47:36.727041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-03T20:47:36.727673] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-03T20:47:36.728842] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-03T20:47:36.728898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:36.728931] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:36.728956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:36.729081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:36.790623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:36.791695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:36.791785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:36.791818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:36.908850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:36.909084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:36.909128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:36.909155] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:36.913123] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-03T20:47:36.913467] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-03T20:47:36.913627] [INFO ] [sig       ] PKBK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:37.055016] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PKBK.txt
[2025-12-03T20:47:37.055208] [INFO ] [sig       ] [2458/3516] Completed PKBK in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:37.055249] [INFO ] [sig       ] [2459/3516] Forecasting PKE...
[2025-12-03T20:47:37.055311] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-03T20:47:37.055361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-03T20:47:37.068849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-03T20:47:37.069246] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-03T20:47:37.070152] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-03T20:47:37.070204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:37.070236] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:37.070262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:37.070316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:37.129265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:37.130045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:37.130130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:37.130161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:37.253838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:37.253999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:37.254052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:37.254088] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:37.257597] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-03T20:47:37.257872] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-03T20:47:37.258060] [INFO ] [sig       ] PKE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:37.397495] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PKE.txt
[2025-12-03T20:47:37.397652] [INFO ] [sig       ] [2459/3516] Completed PKE in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:37.397690] [INFO ] [sig       ] [2460/3516] Forecasting PKG...
[2025-12-03T20:47:37.397719] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-03T20:47:37.397747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-03T20:47:37.408984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-03T20:47:37.409285] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-03T20:47:37.410045] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-03T20:47:37.410093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:37.410123] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:37.410149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:37.410203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:37.464103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:37.464839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:37.464915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:37.464946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:37.583870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:37.584033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:37.584072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:37.584101] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:37.587590] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=75.08%)
[2025-12-03T20:47:37.587868] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-03T20:47:37.587993] [INFO ] [sig       ] PKG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:37.728511] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PKG.txt
[2025-12-03T20:47:37.728706] [INFO ] [sig       ] [2460/3516] Completed PKG in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:37.728748] [INFO ] [sig       ] [2461/3516] Forecasting PKOH...
[2025-12-03T20:47:37.728783] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-03T20:47:37.728812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-03T20:47:37.744353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-03T20:47:37.744860] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-03T20:47:37.746003] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-03T20:47:37.746078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:37.746142] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:37.746195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:37.746280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:37.810824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:37.811933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:37.812039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:37.812090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:37.930822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:37.930986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:37.931027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:37.931054] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:37.934364] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: UP (p=77.50%)
[2025-12-03T20:47:37.934641] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-03T20:47:37.934759] [INFO ] [sig       ] PKOH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:38.071203] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PKOH.txt
[2025-12-03T20:47:38.071355] [INFO ] [sig       ] [2461/3516] Completed PKOH in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:38.071393] [INFO ] [sig       ] [2462/3516] Forecasting PKX...
[2025-12-03T20:47:38.071420] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-03T20:47:38.071448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-03T20:47:38.083591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-03T20:47:38.083975] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-03T20:47:38.084744] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-03T20:47:38.084797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:38.084828] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:38.084854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:38.084908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:38.143176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:38.144015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:38.144107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:38.144143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:38.262692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:38.262851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:38.262889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:38.262916] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:38.266255] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=39.87%)
[2025-12-03T20:47:38.266530] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-03T20:47:38.266669] [INFO ] [sig       ] PKX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:38.404828] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PKX.txt
[2025-12-03T20:47:38.404968] [INFO ] [sig       ] [2462/3516] Completed PKX in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:38.405006] [INFO ] [sig       ] [2463/3516] Forecasting PL...
[2025-12-03T20:47:38.405034] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-03T20:47:38.405062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-03T20:47:38.416881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-03T20:47:38.417198] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-03T20:47:38.417952] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-03T20:47:38.418019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:38.418051] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:38.418076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:38.418134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:38.473730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:38.474306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:38.474380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:38.474411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:38.602122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:38.602283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:38.602321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:38.602347] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:38.605681] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-12-03T20:47:38.605938] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-03T20:47:38.606071] [INFO ] [sig       ] PL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:38.742809] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PL.txt
[2025-12-03T20:47:38.742953] [INFO ] [sig       ] [2463/3516] Completed PL in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:38.742991] [INFO ] [sig       ] [2464/3516] Forecasting PLAB...
[2025-12-03T20:47:38.743019] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-03T20:47:38.743047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-03T20:47:38.754365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-03T20:47:38.754711] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-03T20:47:38.755440] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-03T20:47:38.755489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:38.755545] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:38.755591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:38.755649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:38.811242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:38.812058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:38.812135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:38.812167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:38.932884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:38.933044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:38.933081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:38.933129] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:38.936472] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=10.35%)
[2025-12-03T20:47:38.936757] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-03T20:47:38.936882] [INFO ] [sig       ] PLAB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:39.075419] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PLAB.txt
[2025-12-03T20:47:39.075592] [INFO ] [sig       ] [2464/3516] Completed PLAB in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:39.075632] [INFO ] [sig       ] [2465/3516] Forecasting PLAY...
[2025-12-03T20:47:39.075661] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-03T20:47:39.075688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-03T20:47:39.087142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-03T20:47:39.087499] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-03T20:47:39.088274] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-03T20:47:39.088322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:39.088352] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:39.088378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:39.088432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:39.143140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:39.143970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:39.144053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:39.144090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:39.264282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:39.264428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:39.264466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:39.264493] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:39.267726] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-03T20:47:39.267982] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-03T20:47:39.268116] [INFO ] [sig       ] PLAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:39.407162] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PLAY.txt
[2025-12-03T20:47:39.407324] [INFO ] [sig       ] [2465/3516] Completed PLAY in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:39.407365] [INFO ] [sig       ] [2466/3516] Forecasting PLBC...
[2025-12-03T20:47:39.407393] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-03T20:47:39.407421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-03T20:47:39.419119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-03T20:47:39.419479] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-03T20:47:39.420268] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-03T20:47:39.420318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:39.420349] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:39.420374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:39.420428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:39.476139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:39.477001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:39.477090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:39.477121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:39.583459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:39.583638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:39.583676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:39.583703] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:39.586938] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-03T20:47:39.587200] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-03T20:47:39.587318] [INFO ] [sig       ] PLBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:39.724629] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PLBC.txt
[2025-12-03T20:47:39.724787] [INFO ] [sig       ] [2466/3516] Completed PLBC in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:39.724826] [INFO ] [sig       ] [2467/3516] Forecasting PLBY...
[2025-12-03T20:47:39.724854] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-03T20:47:39.724882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-03T20:47:39.737177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-03T20:47:39.737543] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-03T20:47:39.738436] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-03T20:47:39.738488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:39.738521] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:39.738548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:39.738621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:39.797473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:39.798286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:39.798368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:39.798403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:39.918009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:39.918168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:39.918209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:39.918271] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:39.921905] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-03T20:47:39.922205] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-03T20:47:39.922337] [INFO ] [sig       ] PLBY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:40.065671] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PLBY.txt
[2025-12-03T20:47:40.065813] [INFO ] [sig       ] [2467/3516] Completed PLBY in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:40.065852] [INFO ] [sig       ] [2468/3516] Forecasting PLCE...
[2025-12-03T20:47:40.065887] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-03T20:47:40.065931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-03T20:47:40.077208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-03T20:47:40.077515] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-03T20:47:40.078327] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-03T20:47:40.078377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:40.078409] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:40.078435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:40.078502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:40.135144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:40.135852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:40.135931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:40.135964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:40.263732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:40.263889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:40.263929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:40.263957] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:40.267426] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=10.32%)
[2025-12-03T20:47:40.267720] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-03T20:47:40.267843] [INFO ] [sig       ] PLCE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:40.408246] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PLCE.txt
[2025-12-03T20:47:40.408391] [INFO ] [sig       ] [2468/3516] Completed PLCE in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 5.9m
[2025-12-03T20:47:40.408429] [INFO ] [sig       ] [2469/3516] Forecasting PLD...
[2025-12-03T20:47:40.408457] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-03T20:47:40.408485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-03T20:47:40.420360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-03T20:47:40.420688] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-03T20:47:40.421442] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-03T20:47:40.421491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:40.421521] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:40.421546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:40.421622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:40.476931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:40.477785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:40.477863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:40.477894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:40.600991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:40.601141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:40.601178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:40.601206] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:40.604450] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=88.44%)
[2025-12-03T20:47:40.604723] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-03T20:47:40.604841] [INFO ] [sig       ] PLD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:40.741921] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PLD.txt
[2025-12-03T20:47:40.742074] [INFO ] [sig       ] [2469/3516] Completed PLD in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.9m
[2025-12-03T20:47:40.742113] [INFO ] [sig       ] [2470/3516] Forecasting PLPC...
[2025-12-03T20:47:40.742142] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-03T20:47:40.742171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-03T20:47:40.753808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-03T20:47:40.754105] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-03T20:47:40.754855] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-03T20:47:40.754916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:40.754946] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:40.754972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:40.755024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:40.813020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:40.813957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:40.814046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:40.814079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:40.924348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:40.924509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:40.924546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:40.924601] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:40.927887] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-03T20:47:40.928176] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-03T20:47:40.928312] [INFO ] [sig       ] PLPC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:41.065240] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PLPC.txt
[2025-12-03T20:47:41.065370] [INFO ] [sig       ] [2470/3516] Completed PLPC in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.9m
[2025-12-03T20:47:41.065407] [INFO ] [sig       ] [2471/3516] Forecasting PLRX...
[2025-12-03T20:47:41.065435] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-03T20:47:41.065463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-03T20:47:41.078333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-03T20:47:41.078728] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-03T20:47:41.079470] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-03T20:47:41.079519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:41.079549] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:41.079599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:41.079657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:41.134931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:41.135771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:41.135851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:41.135883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:41.250729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:41.250872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:41.250909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:41.250936] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:41.254150] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: DOWN (p=36.82%)
[2025-12-03T20:47:41.254411] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-03T20:47:41.254527] [INFO ] [sig       ] PLRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:41.391024] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PLRX.txt
[2025-12-03T20:47:41.391179] [INFO ] [sig       ] [2471/3516] Completed PLRX in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.9m
[2025-12-03T20:47:41.391218] [INFO ] [sig       ] [2472/3516] Forecasting PLSE...
[2025-12-03T20:47:41.391245] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-03T20:47:41.391272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-03T20:47:41.402991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-03T20:47:41.403261] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-03T20:47:41.404005] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-03T20:47:41.404053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:41.404083] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:41.404109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:41.404163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:41.459548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:41.460383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:41.460467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:41.460498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:41.577699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:41.577854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:41.577891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:41.577919] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:41.581233] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-03T20:47:41.581488] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-03T20:47:41.581620] [INFO ] [sig       ] PLSE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:41.722419] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PLSE.txt
[2025-12-03T20:47:41.722554] [INFO ] [sig       ] [2472/3516] Completed PLSE in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.9m
[2025-12-03T20:47:41.722610] [INFO ] [sig       ] [2473/3516] Forecasting PLTK...
[2025-12-03T20:47:41.722640] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-03T20:47:41.722668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-03T20:47:41.734758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-03T20:47:41.735019] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-03T20:47:41.735753] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-03T20:47:41.735802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:41.735832] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:41.735858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:41.735911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:41.790560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:41.791136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:41.791207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:41.791238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:41.906940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:41.907098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:41.907136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:41.907165] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:41.910597] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=19.83%)
[2025-12-03T20:47:41.910955] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-03T20:47:41.911090] [INFO ] [sig       ] PLTK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:42.049890] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PLTK.txt
[2025-12-03T20:47:42.050015] [INFO ] [sig       ] [2473/3516] Completed PLTK in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.9m
[2025-12-03T20:47:42.050052] [INFO ] [sig       ] [2474/3516] Forecasting PLUG...
[2025-12-03T20:47:42.050079] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-03T20:47:42.050107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-03T20:47:42.065038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-03T20:47:42.065313] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-03T20:47:42.066052] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-03T20:47:42.066100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:42.066131] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:42.066158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:42.066217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:42.120513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:42.121095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:42.121192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:42.121223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:42.240200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:42.240299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:42.240334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:42.240361] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:42.243362] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-03T20:47:42.243630] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-03T20:47:42.243745] [INFO ] [sig       ] PLUG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:42.380142] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PLUG.txt
[2025-12-03T20:47:42.380248] [INFO ] [sig       ] [2474/3516] Completed PLUG in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:42.380284] [INFO ] [sig       ] [2475/3516] Forecasting PLUS...
[2025-12-03T20:47:42.380311] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-03T20:47:42.380337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-03T20:47:42.391590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-03T20:47:42.391880] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-03T20:47:42.392659] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-03T20:47:42.392711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:42.392743] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:42.392769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:42.392824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:42.451967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:42.452644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:42.452724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:42.452758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:42.577314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:42.577416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:42.577454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:42.577481] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:42.580740] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=17.90%)
[2025-12-03T20:47:42.580999] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-03T20:47:42.581115] [INFO ] [sig       ] PLUS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:42.717498] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PLUS.txt
[2025-12-03T20:47:42.717619] [INFO ] [sig       ] [2475/3516] Completed PLUS in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:42.717657] [INFO ] [sig       ] [2476/3516] Forecasting PLXS...
[2025-12-03T20:47:42.717684] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-03T20:47:42.717712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-03T20:47:42.728822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-03T20:47:42.729084] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-03T20:47:42.729826] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-03T20:47:42.729874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:42.729904] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:42.729929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:42.729984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:42.784942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:42.785563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:42.785664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:42.785695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:42.904941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:42.905042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:42.905078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:42.905105] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:42.908344] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-03T20:47:42.908620] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-03T20:47:42.908737] [INFO ] [sig       ] PLXS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:43.044764] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PLXS.txt
[2025-12-03T20:47:43.044867] [INFO ] [sig       ] [2476/3516] Completed PLXS in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:43.044903] [INFO ] [sig       ] [2477/3516] Forecasting PLYM...
[2025-12-03T20:47:43.044930] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-03T20:47:43.044958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-03T20:47:43.057234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-03T20:47:43.057656] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-03T20:47:43.058502] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-03T20:47:43.058552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:43.058602] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:43.058631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:43.058687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:43.116171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:43.117066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:43.117149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:43.117182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:43.239262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:43.239443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:43.239481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:43.239509] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:43.242854] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-03T20:47:43.243120] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-03T20:47:43.243243] [INFO ] [sig       ] PLYM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:43.378093] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PLYM.txt
[2025-12-03T20:47:43.378237] [INFO ] [sig       ] [2477/3516] Completed PLYM in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:43.378283] [INFO ] [sig       ] [2478/3516] Forecasting PM...
[2025-12-03T20:47:43.378322] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-03T20:47:43.378360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-03T20:47:43.390503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-03T20:47:43.390807] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-03T20:47:43.391639] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-03T20:47:43.391690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:43.391722] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:43.391747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:43.391802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:43.448955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:43.449600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:43.449676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:43.449708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:43.574467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:43.574638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:43.574682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:43.574712] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:43.578058] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2025-12-03T20:47:43.578320] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-03T20:47:43.578437] [INFO ] [sig       ] PM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:43.715547] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PM.txt
[2025-12-03T20:47:43.715681] [INFO ] [sig       ] [2478/3516] Completed PM in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:43.715718] [INFO ] [sig       ] [2479/3516] Forecasting PMAX...
[2025-12-03T20:47:43.715746] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-03T20:47:43.715773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-03T20:47:43.727168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-03T20:47:43.727440] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-03T20:47:43.728277] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-03T20:47:43.728327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:43.728358] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:43.728385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:43.728441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:43.786294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:43.786931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:43.787006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:43.787038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:43.900227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:43.900362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:43.900398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:43.900425] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:43.903590] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=66.75%)
[2025-12-03T20:47:43.903845] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-03T20:47:43.903960] [INFO ] [sig       ] PMAX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:44.040409] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PMAX.txt
[2025-12-03T20:47:44.040542] [INFO ] [sig       ] [2479/3516] Completed PMAX in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:44.040595] [INFO ] [sig       ] [2480/3516] Forecasting PML...
[2025-12-03T20:47:44.040626] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-03T20:47:44.040654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-03T20:47:44.052694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-03T20:47:44.053018] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-03T20:47:44.053808] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-03T20:47:44.053858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:44.053896] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:44.053931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:44.054008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:44.111256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:44.111964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:44.112044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:44.112086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:44.231734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:44.231886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:44.231923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:44.231951] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:44.235190] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=69.12%)
[2025-12-03T20:47:44.235454] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-03T20:47:44.235590] [INFO ] [sig       ] PML: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:44.371797] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PML.txt
[2025-12-03T20:47:44.371927] [INFO ] [sig       ] [2480/3516] Completed PML in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:44.371963] [INFO ] [sig       ] [2481/3516] Forecasting PMM...
[2025-12-03T20:47:44.371991] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-03T20:47:44.372020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-03T20:47:44.383085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-03T20:47:44.383375] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-03T20:47:44.384154] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-03T20:47:44.384215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:44.384305] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:44.384346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:44.384422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:44.442501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:44.443211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:44.443308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:44.443358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:44.566891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:44.567038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:44.567076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:44.567104] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:44.570437] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-03T20:47:44.570723] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-03T20:47:44.570843] [INFO ] [sig       ] PMM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:44.717912] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PMM.txt
[2025-12-03T20:47:44.718067] [INFO ] [sig       ] [2481/3516] Completed PMM in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:44.718112] [INFO ] [sig       ] [2482/3516] Forecasting PMO...
[2025-12-03T20:47:44.718143] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-03T20:47:44.718172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-03T20:47:44.729595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-03T20:47:44.729905] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-03T20:47:44.730671] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-03T20:47:44.730720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:44.730750] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:44.730776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:44.730830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:44.785186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:44.785870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:44.785944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:44.785974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:44.899243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:44.899398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:44.899435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:44.899461] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:44.902677] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=25.94%)
[2025-12-03T20:47:44.902931] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-03T20:47:44.903047] [INFO ] [sig       ] PMO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:45.038752] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PMO.txt
[2025-12-03T20:47:45.038875] [INFO ] [sig       ] [2482/3516] Completed PMO in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:45.038912] [INFO ] [sig       ] [2483/3516] Forecasting PMTS...
[2025-12-03T20:47:45.038939] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-03T20:47:45.038967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-03T20:47:45.049761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-03T20:47:45.050030] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-03T20:47:45.050800] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-03T20:47:45.050849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:45.050880] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:45.050905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:45.050959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:45.105953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:45.106616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:45.106691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:45.106721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:45.227057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:45.227206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:45.227244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:45.227274] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:45.230591] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-03T20:47:45.230847] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-03T20:47:45.230963] [INFO ] [sig       ] PMTS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:45.367482] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PMTS.txt
[2025-12-03T20:47:45.367635] [INFO ] [sig       ] [2483/3516] Completed PMTS in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:45.367688] [INFO ] [sig       ] [2484/3516] Forecasting PMVP...
[2025-12-03T20:47:45.367717] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-03T20:47:45.367746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-03T20:47:45.378536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-03T20:47:45.378852] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-03T20:47:45.379594] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-03T20:47:45.379643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:45.379673] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:45.379699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:45.379753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:45.434183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:45.434801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:45.434874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:45.434905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:45.555528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:45.555695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:45.555733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:45.555791] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:45.559038] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=73.22%)
[2025-12-03T20:47:45.559319] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-03T20:47:45.559449] [INFO ] [sig       ] PMVP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:45.694743] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PMVP.txt
[2025-12-03T20:47:45.694871] [INFO ] [sig       ] [2484/3516] Completed PMVP in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:45.694914] [INFO ] [sig       ] [2485/3516] Forecasting PNC...
[2025-12-03T20:47:45.694943] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-03T20:47:45.694971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-03T20:47:45.705789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-03T20:47:45.706060] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-03T20:47:45.706803] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-03T20:47:45.706851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:45.706881] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:45.706906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:45.706960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:45.761556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:45.762216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:45.762293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:45.762323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:45.884388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:45.884541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:45.884595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:45.884625] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:45.887855] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=57.82%)
[2025-12-03T20:47:45.888127] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-03T20:47:45.888243] [INFO ] [sig       ] PNC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:46.023715] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PNC.txt
[2025-12-03T20:47:46.023841] [INFO ] [sig       ] [2485/3516] Completed PNC in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:46.023879] [INFO ] [sig       ] [2486/3516] Forecasting PNFP...
[2025-12-03T20:47:46.023905] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-03T20:47:46.023933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-03T20:47:46.034987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-03T20:47:46.035290] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-03T20:47:46.036027] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-03T20:47:46.036075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:46.036105] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:46.036130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:46.036185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:46.093673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:46.094425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:46.094500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:46.094531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:46.210394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:46.210539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:46.210592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:46.210622] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:46.213845] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-03T20:47:46.214099] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-03T20:47:46.214238] [INFO ] [sig       ] PNFP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:46.349463] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PNFP.txt
[2025-12-03T20:47:46.349604] [INFO ] [sig       ] [2486/3516] Completed PNFP in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:46.349644] [INFO ] [sig       ] [2487/3516] Forecasting PNI...
[2025-12-03T20:47:46.349671] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-03T20:47:46.349700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-03T20:47:46.361057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-03T20:47:46.361389] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-03T20:47:46.362192] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-03T20:47:46.362241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:46.362270] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:46.362295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:46.362349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:46.417060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:46.417694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:46.417769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:46.417801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:46.526904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:46.527018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:46.527052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:46.527077] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:46.530231] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-03T20:47:46.530488] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-03T20:47:46.530627] [INFO ] [sig       ] PNI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:46.713811] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PNI.txt
[2025-12-03T20:47:46.713942] [INFO ] [sig       ] [2487/3516] Completed PNI in 0.4s | 2.97 sym/s | Total: 13.9m | ETA: 5.8m
[2025-12-03T20:47:46.713979] [INFO ] [sig       ] [2488/3516] Forecasting PNQI...
[2025-12-03T20:47:46.714008] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-03T20:47:46.714035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-03T20:47:46.725799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-03T20:47:46.726087] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-03T20:47:46.726860] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-03T20:47:46.726910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:46.726942] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:46.726969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:46.727023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:46.784742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:46.785325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:46.785402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:46.785433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:46.907130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:46.907242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:46.907294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:46.907323] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:46.910543] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=77.43%)
[2025-12-03T20:47:46.910821] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-03T20:47:46.910941] [INFO ] [sig       ] PNQI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:47.055444] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PNQI.txt
[2025-12-03T20:47:47.055557] [INFO ] [sig       ] [2488/3516] Completed PNQI in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.8m
[2025-12-03T20:47:47.055610] [INFO ] [sig       ] [2489/3516] Forecasting PNRG...
[2025-12-03T20:47:47.055639] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-03T20:47:47.055668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-03T20:47:47.070567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-03T20:47:47.071084] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-03T20:47:47.072184] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-03T20:47:47.072247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:47.072290] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:47.072327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:47.072407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:47.131840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:47.132739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:47.132820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:47.132853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:47.245415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:47.245587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:47.245628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:47.245655] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:47.249040] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=24.72%)
[2025-12-03T20:47:47.249320] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-03T20:47:47.249460] [INFO ] [sig       ] PNRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:47.384473] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PNRG.txt
[2025-12-03T20:47:47.384628] [INFO ] [sig       ] [2489/3516] Completed PNRG in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.8m
[2025-12-03T20:47:47.384669] [INFO ] [sig       ] [2490/3516] Forecasting PNTG...
[2025-12-03T20:47:47.384697] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-03T20:47:47.384725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-03T20:47:47.395642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-03T20:47:47.395953] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-03T20:47:47.396716] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-03T20:47:47.396765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:47.396795] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:47.396820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:47.396874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:47.450545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:47.451151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:47.451240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:47.451271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:47.568208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:47.568362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:47.568400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:47.568428] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:47.571859] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2025-12-03T20:47:47.572118] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-03T20:47:47.572236] [INFO ] [sig       ] PNTG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:47.707242] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PNTG.txt
[2025-12-03T20:47:47.707363] [INFO ] [sig       ] [2490/3516] Completed PNTG in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.8m
[2025-12-03T20:47:47.707402] [INFO ] [sig       ] [2491/3516] Forecasting POAI...
[2025-12-03T20:47:47.707431] [INFO ] [sig       ] Generating forecast for: POAI
[2025-12-03T20:47:47.707459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-12-03T20:47:47.718072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-12-03T20:47:47.718326] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-12-03T20:47:47.719065] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-12-03T20:47:47.719114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:47.719144] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:47.719170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:47.719224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:47.773774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:47.774413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:47.774514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:47.774546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:47.887073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:47.887224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:47.887262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:47.887290] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:47.890621] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: UP (p=77.97%)
[2025-12-03T20:47:47.890880] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-12-03T20:47:47.891000] [INFO ] [sig       ] POAI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:48.026113] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/POAI.txt
[2025-12-03T20:47:48.026241] [INFO ] [sig       ] [2491/3516] Completed POAI in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:48.026278] [INFO ] [sig       ] [2492/3516] Forecasting PODD...
[2025-12-03T20:47:48.026306] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-03T20:47:48.026334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-03T20:47:48.038129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-03T20:47:48.038555] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-03T20:47:48.039349] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-03T20:47:48.039399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:48.039444] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:48.039471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:48.039526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:48.097014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:48.097895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:48.097982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:48.098037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:48.217400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:48.217556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:48.217612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:48.217641] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:48.221074] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-03T20:47:48.221354] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-03T20:47:48.221481] [INFO ] [sig       ] PODD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:48.363978] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PODD.txt
[2025-12-03T20:47:48.364127] [INFO ] [sig       ] [2492/3516] Completed PODD in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:48.364166] [INFO ] [sig       ] [2493/3516] Forecasting POOL...
[2025-12-03T20:47:48.364194] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-03T20:47:48.364222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-03T20:47:48.375696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-03T20:47:48.376025] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-03T20:47:48.376810] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-03T20:47:48.376860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:48.376892] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:48.376918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:48.376974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:48.434261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:48.435101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:48.435181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:48.435214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:48.554430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:48.554598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:48.554636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:48.554664] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:48.557894] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=54.64%)
[2025-12-03T20:47:48.558185] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-03T20:47:48.558314] [INFO ] [sig       ] POOL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:48.699992] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/POOL.txt
[2025-12-03T20:47:48.700109] [INFO ] [sig       ] [2493/3516] Completed POOL in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:48.700145] [INFO ] [sig       ] [2494/3516] Forecasting POWI...
[2025-12-03T20:47:48.700173] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-03T20:47:48.700201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-03T20:47:48.711267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-03T20:47:48.711558] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-03T20:47:48.712330] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-03T20:47:48.712383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:48.712415] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:48.712441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:48.712497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:48.769392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:48.769988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:48.770061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:48.770092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:48.887151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:48.887260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:48.887297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:48.887326] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:48.890615] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-12-03T20:47:48.890876] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-03T20:47:48.890996] [INFO ] [sig       ] POWI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:49.031416] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/POWI.txt
[2025-12-03T20:47:49.031548] [INFO ] [sig       ] [2494/3516] Completed POWI in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:49.031602] [INFO ] [sig       ] [2495/3516] Forecasting POWL...
[2025-12-03T20:47:49.031631] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-03T20:47:49.031659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-03T20:47:49.042303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-03T20:47:49.042603] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-03T20:47:49.043324] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-03T20:47:49.043372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:49.043404] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:49.043430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:49.043485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:49.100660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:49.101242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:49.101317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:49.101348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:49.221458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:49.221582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:49.221618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:49.221644] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:49.224698] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-03T20:47:49.224950] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-03T20:47:49.225064] [INFO ] [sig       ] POWL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:49.363632] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/POWL.txt
[2025-12-03T20:47:49.363735] [INFO ] [sig       ] [2495/3516] Completed POWL in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:49.363771] [INFO ] [sig       ] [2496/3516] Forecasting PPC...
[2025-12-03T20:47:49.363805] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-03T20:47:49.363834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-03T20:47:49.374494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-03T20:47:49.374783] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-03T20:47:49.375498] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-03T20:47:49.375546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:49.375601] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:49.375630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:49.375684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:49.433345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:49.433973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:49.434048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:49.434079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:49.554514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:49.554635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:49.554670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:49.554696] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:49.557742] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-03T20:47:49.558016] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-03T20:47:49.558140] [INFO ] [sig       ] PPC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:49.698497] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PPC.txt
[2025-12-03T20:47:49.698623] [INFO ] [sig       ] [2496/3516] Completed PPC in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:49.698674] [INFO ] [sig       ] [2497/3516] Forecasting PPG...
[2025-12-03T20:47:49.698710] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-03T20:47:49.698739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-03T20:47:49.709863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-03T20:47:49.710147] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-03T20:47:49.710951] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-03T20:47:49.711001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:49.711033] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:49.711060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:49.711115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:49.768266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:49.768877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:49.768952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:49.768985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:49.889781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:49.889896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:49.889930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:49.889959] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:49.893158] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-12-03T20:47:49.893416] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-03T20:47:49.893535] [INFO ] [sig       ] PPG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:50.033163] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PPG.txt
[2025-12-03T20:47:50.033269] [INFO ] [sig       ] [2497/3516] Completed PPG in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:50.033305] [INFO ] [sig       ] [2498/3516] Forecasting PPH...
[2025-12-03T20:47:50.033333] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-03T20:47:50.033361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-03T20:47:50.044377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-03T20:47:50.044683] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-03T20:47:50.045434] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-03T20:47:50.045484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:50.045542] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:50.045589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:50.045649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:50.103508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:50.104168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:50.104244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:50.104277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:50.219681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:50.219788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:50.219823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:50.219850] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:50.222907] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-12-03T20:47:50.223157] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-03T20:47:50.223274] [INFO ] [sig       ] PPH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:50.361835] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PPH.txt
[2025-12-03T20:47:50.361939] [INFO ] [sig       ] [2498/3516] Completed PPH in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:50.361975] [INFO ] [sig       ] [2499/3516] Forecasting PPIH...
[2025-12-03T20:47:50.362002] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-03T20:47:50.362030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-03T20:47:50.372947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-03T20:47:50.373209] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-03T20:47:50.373948] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-03T20:47:50.373996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:50.374026] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:50.374051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:50.374105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:50.431166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:50.432036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:50.432114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:50.432147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:50.549469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:50.549638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:50.549677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:50.549724] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:50.553070] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-03T20:47:50.553325] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-03T20:47:50.553440] [INFO ] [sig       ] PPIH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:50.694651] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PPIH.txt
[2025-12-03T20:47:50.694757] [INFO ] [sig       ] [2499/3516] Completed PPIH in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:50.694793] [INFO ] [sig       ] [2500/3516] Forecasting PPL...
[2025-12-03T20:47:50.694820] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-03T20:47:50.694848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-03T20:47:50.705866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-03T20:47:50.706156] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-03T20:47:50.706932] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-03T20:47:50.706982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:50.707014] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:50.707040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:50.707095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:50.763486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:50.764087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:50.764160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:50.764192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:50.883382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:50.883511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:50.883548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:50.883593] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:50.886845] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-03T20:47:50.887108] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-03T20:47:50.887228] [INFO ] [sig       ] PPL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:51.027895] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PPL.txt
[2025-12-03T20:47:51.028031] [INFO ] [sig       ] [2500/3516] Completed PPL in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:51.028074] [INFO ] [sig       ] [2501/3516] Forecasting PPSI...
[2025-12-03T20:47:51.028102] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-03T20:47:51.028131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-03T20:47:51.038691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-03T20:47:51.038966] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-03T20:47:51.039733] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-03T20:47:51.039782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:51.039813] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:51.039839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:51.039895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:51.096541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:51.097204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:51.097280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:51.097326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:51.213321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:51.213460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:51.213497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:51.213557] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:51.216909] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-03T20:47:51.217196] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-03T20:47:51.217324] [INFO ] [sig       ] PPSI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:51.358058] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PPSI.txt
[2025-12-03T20:47:51.358179] [INFO ] [sig       ] [2501/3516] Completed PPSI in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:51.358217] [INFO ] [sig       ] [2502/3516] Forecasting PPTA...
[2025-12-03T20:47:51.358246] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-03T20:47:51.358275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-03T20:47:51.369521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-03T20:47:51.369830] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-03T20:47:51.370621] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-03T20:47:51.370674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:51.370705] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:51.370732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:51.370787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:51.428265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:51.429094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:51.429173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:51.429206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:51.546593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:51.546739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:51.546776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:51.546803] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:51.550282] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-03T20:47:51.550595] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-03T20:47:51.550730] [INFO ] [sig       ] PPTA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:51.691447] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PPTA.txt
[2025-12-03T20:47:51.691590] [INFO ] [sig       ] [2502/3516] Completed PPTA in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:51.691631] [INFO ] [sig       ] [2503/3516] Forecasting PRA...
[2025-12-03T20:47:51.691660] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-03T20:47:51.691688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-03T20:47:51.702379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-03T20:47:51.702683] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-03T20:47:51.703428] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-03T20:47:51.703479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:51.703510] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:51.703537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:51.703623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:51.760822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:51.761425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:51.761501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:51.761533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:51.876177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:51.876275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:51.876310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:51.876337] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:51.879635] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-03T20:47:51.879900] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-03T20:47:51.880024] [INFO ] [sig       ] PRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:52.020364] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PRA.txt
[2025-12-03T20:47:52.020486] [INFO ] [sig       ] [2503/3516] Completed PRA in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:52.020522] [INFO ] [sig       ] [2504/3516] Forecasting PRAA...
[2025-12-03T20:47:52.020549] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-03T20:47:52.020594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-03T20:47:52.031747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-03T20:47:52.032025] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-03T20:47:52.032779] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-03T20:47:52.032828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:52.032859] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:52.032884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:52.032938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:52.088423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:52.089032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:52.089107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:52.089140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:52.201769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:52.201888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:52.201922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:52.201949] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:52.205035] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2025-12-03T20:47:52.205287] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-03T20:47:52.205401] [INFO ] [sig       ] PRAA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:52.341606] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRAA.txt
[2025-12-03T20:47:52.341714] [INFO ] [sig       ] [2504/3516] Completed PRAA in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:52.341749] [INFO ] [sig       ] [2505/3516] Forecasting PRAX...
[2025-12-03T20:47:52.341777] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-03T20:47:52.341804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-03T20:47:52.353031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-03T20:47:52.353342] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-03T20:47:52.354102] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-03T20:47:52.354162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:52.354193] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:52.354219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:52.354273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:52.410423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:52.411032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:52.411106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:52.411138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:52.542342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:52.542493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:52.542530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:52.542557] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:52.545856] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=83.95%)
[2025-12-03T20:47:52.546116] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-03T20:47:52.546233] [INFO ] [sig       ] PRAX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:52.695987] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PRAX.txt
[2025-12-03T20:47:52.696110] [INFO ] [sig       ] [2505/3516] Completed PRAX in 0.4s | 2.97 sym/s | Total: 14.0m | ETA: 5.7m
[2025-12-03T20:47:52.696148] [INFO ] [sig       ] [2506/3516] Forecasting PRCH...
[2025-12-03T20:47:52.696176] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-03T20:47:52.696204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-03T20:47:52.707786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-03T20:47:52.708092] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-03T20:47:52.708869] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-03T20:47:52.708919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:52.708950] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:52.708975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:52.709035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:52.766617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:52.767239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:52.767315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:52.767347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:52.889034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:52.889157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:52.889191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:52.889219] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:52.892367] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-03T20:47:52.892638] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-03T20:47:52.892764] [INFO ] [sig       ] PRCH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:53.030952] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRCH.txt
[2025-12-03T20:47:53.031063] [INFO ] [sig       ] [2506/3516] Completed PRCH in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.7m
[2025-12-03T20:47:53.031099] [INFO ] [sig       ] [2507/3516] Forecasting PRDO...
[2025-12-03T20:47:53.031127] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-03T20:47:53.031154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-03T20:47:53.041757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-03T20:47:53.042042] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-03T20:47:53.042789] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-03T20:47:53.042837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:53.042867] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:53.042893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:53.042947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:53.098173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:53.098780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:53.098853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:53.098883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:53.219178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:53.219301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:53.219334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:53.219361] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:53.222484] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=96.23%)
[2025-12-03T20:47:53.222755] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-03T20:47:53.222869] [INFO ] [sig       ] PRDO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:53.358519] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PRDO.txt
[2025-12-03T20:47:53.358644] [INFO ] [sig       ] [2507/3516] Completed PRDO in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.7m
[2025-12-03T20:47:53.358682] [INFO ] [sig       ] [2508/3516] Forecasting PRFZ...
[2025-12-03T20:47:53.358710] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-03T20:47:53.358737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-03T20:47:53.369672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-03T20:47:53.369942] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-03T20:47:53.370687] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-03T20:47:53.370736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:53.370765] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:53.370791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:53.370846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:53.428839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:53.429438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:53.429538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:53.429586] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:53.563351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:53.563500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:53.563537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:53.563565] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:53.567061] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=8.86%)
[2025-12-03T20:47:53.567334] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-03T20:47:53.567454] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:53.712155] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRFZ.txt
[2025-12-03T20:47:53.712307] [INFO ] [sig       ] [2508/3516] Completed PRFZ in 0.4s | 2.97 sym/s | Total: 14.1m | ETA: 5.7m
[2025-12-03T20:47:53.712345] [INFO ] [sig       ] [2509/3516] Forecasting PRG...
[2025-12-03T20:47:53.712373] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-03T20:47:53.712401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-03T20:47:53.723167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-03T20:47:53.723457] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-03T20:47:53.724212] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-03T20:47:53.724261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:53.724291] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:53.724317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:53.724372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:53.780195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:53.780798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:53.780874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:53.780908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:53.898260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:53.898381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:53.898415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:53.898442] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:53.901559] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-03T20:47:53.901830] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-03T20:47:53.901947] [INFO ] [sig       ] PRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:54.038264] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRG.txt
[2025-12-03T20:47:54.038382] [INFO ] [sig       ] [2509/3516] Completed PRG in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:54.038420] [INFO ] [sig       ] [2510/3516] Forecasting PRGO...
[2025-12-03T20:47:54.038448] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-03T20:47:54.038482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-03T20:47:54.049265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-03T20:47:54.049554] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-03T20:47:54.050343] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-03T20:47:54.050393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:54.050423] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:54.050452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:54.050509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:54.107440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:54.108086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:54.108162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:54.108195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:54.225077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:54.225208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:54.225244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:54.225269] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:54.228791] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2025-12-03T20:47:54.229048] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-03T20:47:54.229166] [INFO ] [sig       ] PRGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:54.365398] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRGO.txt
[2025-12-03T20:47:54.365509] [INFO ] [sig       ] [2510/3516] Completed PRGO in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:54.365545] [INFO ] [sig       ] [2511/3516] Forecasting PRGS...
[2025-12-03T20:47:54.365588] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-03T20:47:54.365619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-03T20:47:54.376999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-03T20:47:54.377275] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-03T20:47:54.378079] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-03T20:47:54.378130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:54.378162] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:54.378189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:54.378244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:54.434724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:54.435305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:54.435376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:54.435406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:54.553748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:54.553909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:54.553957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:54.553994] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:54.558523] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: DOWN (p=0.07%)
[2025-12-03T20:47:54.558913] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-03T20:47:54.559083] [INFO ] [sig       ] PRGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:54.725161] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRGS.txt
[2025-12-03T20:47:54.725329] [INFO ] [sig       ] [2511/3516] Completed PRGS in 0.4s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:54.725370] [INFO ] [sig       ] [2512/3516] Forecasting PRH...
[2025-12-03T20:47:54.725399] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-03T20:47:54.725429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-03T20:47:54.736155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-03T20:47:54.736431] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-03T20:47:54.737205] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-03T20:47:54.737254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:54.737284] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:54.737310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:54.737365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:54.791484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:54.792095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:54.792172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:54.792203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:54.909716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:54.909875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:54.909915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:54.909942] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:54.913198] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2025-12-03T20:47:54.913462] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-03T20:47:54.913602] [INFO ] [sig       ] PRH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:55.048253] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PRH.txt
[2025-12-03T20:47:55.048371] [INFO ] [sig       ] [2512/3516] Completed PRH in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:55.048408] [INFO ] [sig       ] [2513/3516] Forecasting PRI...
[2025-12-03T20:47:55.048435] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-03T20:47:55.048463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-03T20:47:55.059533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-03T20:47:55.059848] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-03T20:47:55.060614] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-03T20:47:55.060662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:55.060692] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:55.060717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:55.060771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:55.115274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:55.115863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:55.115936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:55.115967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:55.227205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:55.227330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:55.227363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:55.227389] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:55.230599] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=97.41%)
[2025-12-03T20:47:55.230858] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-03T20:47:55.230974] [INFO ] [sig       ] PRI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:55.367001] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PRI.txt
[2025-12-03T20:47:55.367110] [INFO ] [sig       ] [2513/3516] Completed PRI in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:55.367146] [INFO ] [sig       ] [2514/3516] Forecasting PRIM...
[2025-12-03T20:47:55.367174] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-03T20:47:55.367201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-03T20:47:55.378957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-03T20:47:55.379315] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-03T20:47:55.380081] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-03T20:47:55.380130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:55.380161] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:55.380186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:55.380239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:55.434348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:55.434978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:55.435051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:55.435081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:55.556416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:55.556566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:55.556619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:55.556647] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:55.559924] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-03T20:47:55.560188] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-03T20:47:55.560307] [INFO ] [sig       ] PRIM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:55.695334] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PRIM.txt
[2025-12-03T20:47:55.695462] [INFO ] [sig       ] [2514/3516] Completed PRIM in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:55.695500] [INFO ] [sig       ] [2515/3516] Forecasting PRLB...
[2025-12-03T20:47:55.695528] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-03T20:47:55.695555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-03T20:47:55.707287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-03T20:47:55.707601] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-03T20:47:55.708366] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-03T20:47:55.708415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:55.708481] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:55.708514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:55.708600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:55.775534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:55.776618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:55.776730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:55.776780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:55.899985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:55.900126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:55.900161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:55.900188] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:55.903371] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=81.11%)
[2025-12-03T20:47:55.903651] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-03T20:47:55.903772] [INFO ] [sig       ] PRLB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:56.039415] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PRLB.txt
[2025-12-03T20:47:56.039545] [INFO ] [sig       ] [2515/3516] Completed PRLB in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:56.039611] [INFO ] [sig       ] [2516/3516] Forecasting PRM...
[2025-12-03T20:47:56.039645] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-03T20:47:56.039673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-03T20:47:56.051339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-03T20:47:56.051709] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-03T20:47:56.052472] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-03T20:47:56.052532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:56.052563] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:56.052608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:56.052664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:56.106909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:56.107516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:56.107613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:56.107646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:56.225952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:56.226101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:56.226137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:56.226164] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:56.229423] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=32.65%)
[2025-12-03T20:47:56.229705] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-03T20:47:56.229977] [INFO ] [sig       ] PRM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:56.365163] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRM.txt
[2025-12-03T20:47:56.365293] [INFO ] [sig       ] [2516/3516] Completed PRM in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:56.365330] [INFO ] [sig       ] [2517/3516] Forecasting PRME...
[2025-12-03T20:47:56.365357] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-03T20:47:56.365384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-03T20:47:56.376629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-03T20:47:56.376913] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-03T20:47:56.377666] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-03T20:47:56.377714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:56.377744] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:56.377769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:56.377822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:56.431793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:56.432484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:56.432565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:56.432615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:56.548462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:56.548642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:56.548681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:56.548708] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:56.551925] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=49.80%)
[2025-12-03T20:47:56.552184] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-03T20:47:56.552304] [INFO ] [sig       ] PRME: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:56.686985] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRME.txt
[2025-12-03T20:47:56.687146] [INFO ] [sig       ] [2517/3516] Completed PRME in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:56.687185] [INFO ] [sig       ] [2518/3516] Forecasting PRN...
[2025-12-03T20:47:56.687213] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-03T20:47:56.687243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-03T20:47:56.698424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-03T20:47:56.698728] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-03T20:47:56.699504] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-03T20:47:56.699556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:56.699610] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:56.699642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:56.699698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:56.755815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:56.756423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:56.756499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:56.756536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:56.877918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:56.878077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:56.878114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:56.878175] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:56.881451] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=27.28%)
[2025-12-03T20:47:56.881737] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-03T20:47:56.881855] [INFO ] [sig       ] PRN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:57.019717] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRN.txt
[2025-12-03T20:47:57.019866] [INFO ] [sig       ] [2518/3516] Completed PRN in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:57.019904] [INFO ] [sig       ] [2519/3516] Forecasting PRO...
[2025-12-03T20:47:57.019932] [INFO ] [sig       ] Generating forecast for: PRO
[2025-12-03T20:47:57.019960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-12-03T20:47:57.030952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRO'.
[2025-12-03T20:47:57.031260] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-12-03T20:47:57.032036] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-12-03T20:47:57.032087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:57.032120] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:57.032148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:57.032206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:57.088597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:57.089197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:57.089273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:57.089306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:57.208609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:57.208745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:57.208780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:57.208807] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:57.211973] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-03T20:47:57.212231] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-12-03T20:47:57.212356] [INFO ] [sig       ] PRO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:57.348478] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRO.txt
[2025-12-03T20:47:57.348612] [INFO ] [sig       ] [2519/3516] Completed PRO in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:57.348658] [INFO ] [sig       ] [2520/3516] Forecasting PROF...
[2025-12-03T20:47:57.348685] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-03T20:47:57.348712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-03T20:47:57.359310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-03T20:47:57.359633] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-03T20:47:57.360376] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-03T20:47:57.360423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:57.360453] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:57.360478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:57.360535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:57.417255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:57.417888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:57.417965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:57.418024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:57.533729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:57.533863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:57.533901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:57.533928] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:57.537207] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2025-12-03T20:47:57.537467] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-03T20:47:57.537606] [INFO ] [sig       ] PROF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:57.674829] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PROF.txt
[2025-12-03T20:47:57.674960] [INFO ] [sig       ] [2520/3516] Completed PROF in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:57.674997] [INFO ] [sig       ] [2521/3516] Forecasting PROK...
[2025-12-03T20:47:57.675025] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-03T20:47:57.675054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-03T20:47:57.685318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-03T20:47:57.685625] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-03T20:47:57.686359] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-03T20:47:57.686407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:57.686437] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:57.686462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:57.686517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:57.741393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:57.742220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:57.742298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:57.742330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:57.861029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:57.861177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:57.861213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:57.861240] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:57.864450] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-12-03T20:47:57.864742] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-03T20:47:57.864882] [INFO ] [sig       ] PROK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:58.000845] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PROK.txt
[2025-12-03T20:47:58.000968] [INFO ] [sig       ] [2521/3516] Completed PROK in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:58.001005] [INFO ] [sig       ] [2522/3516] Forecasting PRTA...
[2025-12-03T20:47:58.001032] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-03T20:47:58.001060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-03T20:47:58.011814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-03T20:47:58.012095] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-03T20:47:58.012836] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-03T20:47:58.012885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:58.012915] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:58.012940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:58.012994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:58.067752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:58.068386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:58.068459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:58.068490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:58.182913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:58.183065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:58.183101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:58.183127] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:58.186366] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=29.64%)
[2025-12-03T20:47:58.186665] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-03T20:47:58.186785] [INFO ] [sig       ] PRTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:58.321813] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRTA.txt
[2025-12-03T20:47:58.321939] [INFO ] [sig       ] [2522/3516] Completed PRTA in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:58.321976] [INFO ] [sig       ] [2523/3516] Forecasting PRTH...
[2025-12-03T20:47:58.322004] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-03T20:47:58.322032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-03T20:47:58.333344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-03T20:47:58.333704] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-03T20:47:58.334434] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-03T20:47:58.334483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:58.334513] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:58.334539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:58.334614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:58.389244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:58.389945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:58.390022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:58.390053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:58.505236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:58.505372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:58.505424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:58.505452] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:58.508660] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=19.66%)
[2025-12-03T20:47:58.508916] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-03T20:47:58.509034] [INFO ] [sig       ] PRTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:58.645182] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PRTH.txt
[2025-12-03T20:47:58.645299] [INFO ] [sig       ] [2523/3516] Completed PRTH in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 5.6m
[2025-12-03T20:47:58.645343] [INFO ] [sig       ] [2524/3516] Forecasting PRVA...
[2025-12-03T20:47:58.645384] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-03T20:47:58.645422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-03T20:47:58.657184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-03T20:47:58.657488] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-03T20:47:58.658364] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-03T20:47:58.658417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:58.658448] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:58.658479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:58.658557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:58.717268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:58.717973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:58.718078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:58.718117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:58.843921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:58.844069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:58.844115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:58.844147] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:58.847534] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2025-12-03T20:47:58.847822] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-03T20:47:58.847944] [INFO ] [sig       ] PRVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:58.993060] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PRVA.txt
[2025-12-03T20:47:58.993198] [INFO ] [sig       ] [2524/3516] Completed PRVA in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.6m
[2025-12-03T20:47:58.993237] [INFO ] [sig       ] [2525/3516] Forecasting PRZO...
[2025-12-03T20:47:58.993266] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-03T20:47:58.993296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-03T20:47:59.004383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-03T20:47:59.004717] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-03T20:47:59.005472] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-03T20:47:59.005523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:59.005556] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:59.005609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:59.005672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:59.059817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:59.060444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:59.060557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:59.060622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:59.175885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:59.176025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:59.176062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:59.176089] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:59.179313] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=93.24%)
[2025-12-03T20:47:59.179591] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-03T20:47:59.179713] [INFO ] [sig       ] PRZO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:59.313396] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PRZO.txt
[2025-12-03T20:47:59.313521] [INFO ] [sig       ] [2525/3516] Completed PRZO in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.6m
[2025-12-03T20:47:59.313558] [INFO ] [sig       ] [2526/3516] Forecasting PSC...
[2025-12-03T20:47:59.313609] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-03T20:47:59.313639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-03T20:47:59.324251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-03T20:47:59.324541] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-03T20:47:59.325288] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-03T20:47:59.325336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:59.325365] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:59.325390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:59.325449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:59.379238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:59.379870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:59.379942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:59.379973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:59.499194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:59.499335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:59.499374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:59.499402] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:59.502630] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=44.04%)
[2025-12-03T20:47:59.502887] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-03T20:47:59.503003] [INFO ] [sig       ] PSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:47:59.639607] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PSC.txt
[2025-12-03T20:47:59.639755] [INFO ] [sig       ] [2526/3516] Completed PSC in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.6m
[2025-12-03T20:47:59.639792] [INFO ] [sig       ] [2527/3516] Forecasting PSCE...
[2025-12-03T20:47:59.639820] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-03T20:47:59.639848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-03T20:47:59.650312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-03T20:47:59.650642] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-03T20:47:59.651376] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-03T20:47:59.651424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:59.651465] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:59.651491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:59.651549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:47:59.709091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:47:59.709819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:47:59.709893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:47:59.709925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:47:59.816482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:47:59.816652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:47:59.816691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:47:59.816718] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:47:59.820171] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-12-03T20:47:59.820481] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-03T20:47:59.820625] [INFO ] [sig       ] PSCE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:47:59.959881] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PSCE.txt
[2025-12-03T20:47:59.960046] [INFO ] [sig       ] [2527/3516] Completed PSCE in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:47:59.960088] [INFO ] [sig       ] [2528/3516] Forecasting PSCH...
[2025-12-03T20:47:59.960117] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-03T20:47:59.960148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-03T20:47:59.972014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-03T20:47:59.972380] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-03T20:47:59.973158] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-03T20:47:59.973214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:47:59.973248] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:47:59.973275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:47:59.973330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:00.028979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:00.029807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:00.029883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:00.029915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:00.136317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:00.136480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:00.136519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:00.136546] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:00.139824] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=60.35%)
[2025-12-03T20:48:00.140082] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-03T20:48:00.140198] [INFO ] [sig       ] PSCH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:00.275415] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PSCH.txt
[2025-12-03T20:48:00.275564] [INFO ] [sig       ] [2528/3516] Completed PSCH in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:00.275620] [INFO ] [sig       ] [2529/3516] Forecasting PSEC...
[2025-12-03T20:48:00.275649] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-03T20:48:00.275677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-03T20:48:00.287209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-03T20:48:00.287531] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-03T20:48:00.288300] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-03T20:48:00.288349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:00.288380] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:00.288404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:00.288458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:00.343784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:00.344399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:00.344472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:00.344504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:00.475807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:00.475970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:00.476008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:00.476036] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:00.479407] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=25.51%)
[2025-12-03T20:48:00.479713] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-03T20:48:00.479844] [INFO ] [sig       ] PSEC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:00.615617] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PSEC.txt
[2025-12-03T20:48:00.615733] [INFO ] [sig       ] [2529/3516] Completed PSEC in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:00.615770] [INFO ] [sig       ] [2530/3516] Forecasting PSF...
[2025-12-03T20:48:00.615797] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-03T20:48:00.615825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-03T20:48:00.627138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-03T20:48:00.627409] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-03T20:48:00.628183] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-03T20:48:00.628231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:00.628260] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:00.628285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:00.628339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:00.683804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:00.684514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:00.684639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:00.684680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:00.802068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:00.802180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:00.802217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:00.802244] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:00.805517] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2025-12-03T20:48:00.805804] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-03T20:48:00.805924] [INFO ] [sig       ] PSF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:00.945980] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PSF.txt
[2025-12-03T20:48:00.946116] [INFO ] [sig       ] [2530/3516] Completed PSF in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:00.946152] [INFO ] [sig       ] [2531/3516] Forecasting PSFE...
[2025-12-03T20:48:00.946188] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-03T20:48:00.946217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-03T20:48:00.957107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-03T20:48:00.957430] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-03T20:48:00.958212] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-03T20:48:00.958261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:00.958291] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:00.958316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:00.958370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:01.013598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:01.014470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:01.014553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:01.014606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:01.131722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:01.131880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:01.131917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:01.131945] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:01.135205] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=91.16%)
[2025-12-03T20:48:01.135466] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-03T20:48:01.135651] [INFO ] [sig       ] PSFE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:01.278467] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PSFE.txt
[2025-12-03T20:48:01.278643] [INFO ] [sig       ] [2531/3516] Completed PSFE in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:01.278698] [INFO ] [sig       ] [2532/3516] Forecasting PSHG...
[2025-12-03T20:48:01.278741] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-03T20:48:01.278773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-03T20:48:01.291043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-03T20:48:01.291367] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-03T20:48:01.292157] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-03T20:48:01.292208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:01.292267] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:01.292294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:01.292348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:01.351609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:01.352490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:01.352631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:01.352675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:01.473239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:01.473401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:01.473439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:01.473467] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:01.476751] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2025-12-03T20:48:01.477029] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-03T20:48:01.477154] [INFO ] [sig       ] PSHG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:01.615755] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PSHG.txt
[2025-12-03T20:48:01.615920] [INFO ] [sig       ] [2532/3516] Completed PSHG in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:01.615958] [INFO ] [sig       ] [2533/3516] Forecasting PSN...
[2025-12-03T20:48:01.615989] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-03T20:48:01.616018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-03T20:48:01.628104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-03T20:48:01.628490] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-03T20:48:01.629382] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-03T20:48:01.629432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:01.629462] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:01.629486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:01.629541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:01.691042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:01.691895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:01.691977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:01.692010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:01.820414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:01.820606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:01.820650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:01.820679] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:01.824653] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=30.53%)
[2025-12-03T20:48:01.824958] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-03T20:48:01.825089] [INFO ] [sig       ] PSN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:01.968533] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PSN.txt
[2025-12-03T20:48:01.968738] [INFO ] [sig       ] [2533/3516] Completed PSN in 0.4s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:01.968789] [INFO ] [sig       ] [2534/3516] Forecasting PSNL...
[2025-12-03T20:48:01.968817] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-03T20:48:01.968845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-03T20:48:01.982262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-03T20:48:01.982787] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-03T20:48:01.984066] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-03T20:48:01.984117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:01.984151] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:01.984177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:01.984244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:02.051204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:02.052394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:02.052497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:02.052532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:02.175022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:02.175251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:02.175295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:02.175353] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:02.179142] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-03T20:48:02.179500] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-03T20:48:02.179662] [INFO ] [sig       ] PSNL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:02.335482] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PSNL.txt
[2025-12-03T20:48:02.335715] [INFO ] [sig       ] [2534/3516] Completed PSNL in 0.4s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:02.335759] [INFO ] [sig       ] [2535/3516] Forecasting PSO...
[2025-12-03T20:48:02.335788] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-03T20:48:02.335819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-03T20:48:02.349401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-03T20:48:02.350046] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-03T20:48:02.351212] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-03T20:48:02.351275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:02.351314] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:02.351344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:02.351421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:02.408473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:02.409634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:02.409729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:02.409761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:02.537419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:02.537677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:02.537724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:02.537798] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:02.542354] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=51.69%)
[2025-12-03T20:48:02.542756] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-03T20:48:02.542905] [INFO ] [sig       ] PSO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:02.691901] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PSO.txt
[2025-12-03T20:48:02.692096] [INFO ] [sig       ] [2535/3516] Completed PSO in 0.4s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:02.692149] [INFO ] [sig       ] [2536/3516] Forecasting PSQH...
[2025-12-03T20:48:02.692186] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-03T20:48:02.692223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-03T20:48:02.706350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-03T20:48:02.706885] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-03T20:48:02.707781] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-03T20:48:02.707832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:02.707865] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:02.707892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:02.707949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:02.766526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:02.767741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:02.767850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:02.767910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:02.896022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:02.896190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:02.896231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:02.896269] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:02.900076] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-12-03T20:48:02.900357] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-03T20:48:02.900514] [INFO ] [sig       ] PSQH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:03.049255] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PSQH.txt
[2025-12-03T20:48:03.049441] [INFO ] [sig       ] [2536/3516] Completed PSQH in 0.4s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:03.049493] [INFO ] [sig       ] [2537/3516] Forecasting PSTG...
[2025-12-03T20:48:03.049523] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-03T20:48:03.049552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-03T20:48:03.061433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-03T20:48:03.061790] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-03T20:48:03.062631] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-03T20:48:03.062683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:03.062715] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:03.062748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:03.062816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:03.120190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:03.121100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:03.121180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:03.121212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:03.246033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:03.246193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:03.246231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:03.246259] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:03.249689] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=33.61%)
[2025-12-03T20:48:03.249956] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-03T20:48:03.250077] [INFO ] [sig       ] PSTG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:03.386203] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PSTG.txt
[2025-12-03T20:48:03.386338] [INFO ] [sig       ] [2537/3516] Completed PSTG in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:03.386374] [INFO ] [sig       ] [2538/3516] Forecasting PSTL...
[2025-12-03T20:48:03.386402] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-03T20:48:03.386431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-03T20:48:03.398545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-03T20:48:03.398899] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-03T20:48:03.399655] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-03T20:48:03.399704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:03.399735] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:03.399777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:03.399832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:03.455480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:03.456151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:03.456226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:03.456258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:03.576999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:03.577166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:03.577211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:03.577245] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:03.581344] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2025-12-03T20:48:03.581670] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-03T20:48:03.581816] [INFO ] [sig       ] PSTL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:03.720899] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PSTL.txt
[2025-12-03T20:48:03.721078] [INFO ] [sig       ] [2538/3516] Completed PSTL in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:03.721118] [INFO ] [sig       ] [2539/3516] Forecasting PSX...
[2025-12-03T20:48:03.721145] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-03T20:48:03.721173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-03T20:48:03.733226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-03T20:48:03.733636] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-03T20:48:03.734420] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-03T20:48:03.734468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:03.734498] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:03.734523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:03.734602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:03.789315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:03.790074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:03.790153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:03.790183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:03.912968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:03.913133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:03.913171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:03.913198] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:03.916530] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-03T20:48:03.916843] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-03T20:48:03.916978] [INFO ] [sig       ] PSX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:04.057891] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PSX.txt
[2025-12-03T20:48:04.058092] [INFO ] [sig       ] [2539/3516] Completed PSX in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:04.058136] [INFO ] [sig       ] [2540/3516] Forecasting PTA...
[2025-12-03T20:48:04.058172] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-03T20:48:04.058201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-03T20:48:04.073069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-03T20:48:04.073498] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-03T20:48:04.074594] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-03T20:48:04.074658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:04.074699] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:04.074734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:04.074819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:04.138346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:04.139276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:04.139364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:04.139397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:04.258473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:04.258642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:04.258683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:04.258712] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:04.262026] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-03T20:48:04.262288] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-03T20:48:04.262406] [INFO ] [sig       ] PTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:04.405048] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PTA.txt
[2025-12-03T20:48:04.405247] [INFO ] [sig       ] [2540/3516] Completed PTA in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 5.5m
[2025-12-03T20:48:04.405297] [INFO ] [sig       ] [2541/3516] Forecasting PTC...
[2025-12-03T20:48:04.405337] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-03T20:48:04.405377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-03T20:48:04.419948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-03T20:48:04.420361] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-03T20:48:04.421371] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-03T20:48:04.421434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:04.421476] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:04.421509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:04.421607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:04.480194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:04.481000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:04.481074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:04.481106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:04.610208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:04.610357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:04.610393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:04.610421] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:04.613683] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-03T20:48:04.613962] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-03T20:48:04.614084] [INFO ] [sig       ] PTC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:04.765455] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PTC.txt
[2025-12-03T20:48:04.765613] [INFO ] [sig       ] [2541/3516] Completed PTC in 0.4s | 2.97 sym/s | Total: 14.3m | ETA: 5.5m
[2025-12-03T20:48:04.765655] [INFO ] [sig       ] [2542/3516] Forecasting PTEN...
[2025-12-03T20:48:04.765684] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-03T20:48:04.765721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-03T20:48:04.777367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-03T20:48:04.777730] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-03T20:48:04.778497] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-03T20:48:04.778546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:04.778593] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:04.778622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:04.778676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:04.834192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:04.835064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:04.835180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:04.835212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:04.948052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:04.948215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:04.948253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:04.948281] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:04.951537] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-03T20:48:04.951818] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-03T20:48:04.951938] [INFO ] [sig       ] PTEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:05.090920] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PTEN.txt
[2025-12-03T20:48:05.091068] [INFO ] [sig       ] [2542/3516] Completed PTEN in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.5m
[2025-12-03T20:48:05.091107] [INFO ] [sig       ] [2543/3516] Forecasting PTF...
[2025-12-03T20:48:05.091136] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-03T20:48:05.091164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-03T20:48:05.101996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-03T20:48:05.102338] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-03T20:48:05.103201] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-03T20:48:05.103263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:05.103302] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:05.103330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:05.103388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:05.163929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:05.164903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:05.164990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:05.165024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:05.292215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:05.292368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:05.292406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:05.292433] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:05.295700] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=59.79%)
[2025-12-03T20:48:05.295970] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-03T20:48:05.296087] [INFO ] [sig       ] PTF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:05.433632] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PTF.txt
[2025-12-03T20:48:05.433795] [INFO ] [sig       ] [2543/3516] Completed PTF in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.5m
[2025-12-03T20:48:05.433836] [INFO ] [sig       ] [2544/3516] Forecasting PTGX...
[2025-12-03T20:48:05.433864] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-03T20:48:05.433891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-03T20:48:05.445385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-03T20:48:05.445756] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-03T20:48:05.446508] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-03T20:48:05.446556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:05.446612] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:05.446639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:05.446694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:05.502838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:05.503690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:05.503777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:05.503811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:05.619638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:05.619786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:05.619824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:05.619851] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:05.623155] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-03T20:48:05.623417] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-03T20:48:05.623535] [INFO ] [sig       ] PTGX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:05.766857] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PTGX.txt
[2025-12-03T20:48:05.766970] [INFO ] [sig       ] [2544/3516] Completed PTGX in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.5m
[2025-12-03T20:48:05.767007] [INFO ] [sig       ] [2545/3516] Forecasting PTH...
[2025-12-03T20:48:05.767035] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-03T20:48:05.767063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-03T20:48:05.777134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-03T20:48:05.777385] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-03T20:48:05.778162] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-03T20:48:05.778211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:05.778241] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:05.778265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:05.778318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:05.833798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:05.834419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:05.834497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:05.834529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:05.938403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:05.938525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:05.938561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:05.938609] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:05.941834] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=34.07%)
[2025-12-03T20:48:05.942094] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-03T20:48:05.942211] [INFO ] [sig       ] PTH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:06.082783] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PTH.txt
[2025-12-03T20:48:06.082963] [INFO ] [sig       ] [2545/3516] Completed PTH in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:06.083002] [INFO ] [sig       ] [2546/3516] Forecasting PTIX...
[2025-12-03T20:48:06.083029] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-03T20:48:06.083058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-03T20:48:06.093877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-03T20:48:06.094186] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-03T20:48:06.094938] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-03T20:48:06.094987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:06.095018] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:06.095044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:06.095099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:06.151418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:06.152025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:06.152100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:06.152132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:06.274502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:06.274664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:06.274702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:06.274730] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:06.277922] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=77.68%)
[2025-12-03T20:48:06.278209] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-03T20:48:06.278332] [INFO ] [sig       ] PTIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:06.418064] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PTIX.txt
[2025-12-03T20:48:06.418174] [INFO ] [sig       ] [2546/3516] Completed PTIX in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:06.418210] [INFO ] [sig       ] [2547/3516] Forecasting PTLO...
[2025-12-03T20:48:06.418238] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-03T20:48:06.418266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-03T20:48:06.429779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-03T20:48:06.430059] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-03T20:48:06.430833] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-03T20:48:06.430884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:06.430915] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:06.430942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:06.430998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:06.488184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:06.488813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:06.488891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:06.488923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:06.611038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:06.611211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:06.611256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:06.611286] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:06.614648] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=49.56%)
[2025-12-03T20:48:06.614909] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-03T20:48:06.615030] [INFO ] [sig       ] PTLO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:06.755932] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PTLO.txt
[2025-12-03T20:48:06.756064] [INFO ] [sig       ] [2547/3516] Completed PTLO in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:06.756103] [INFO ] [sig       ] [2548/3516] Forecasting PTNQ...
[2025-12-03T20:48:06.756132] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-03T20:48:06.756161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-03T20:48:06.766797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-03T20:48:06.767075] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-03T20:48:06.767852] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-03T20:48:06.767901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:06.767933] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:06.767959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:06.768042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:06.824197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:06.824843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:06.824918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:06.824950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:06.942627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:06.942741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:06.942776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:06.942805] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:06.946036] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-03T20:48:06.946298] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-03T20:48:06.946415] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:07.087424] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PTNQ.txt
[2025-12-03T20:48:07.087543] [INFO ] [sig       ] [2548/3516] Completed PTNQ in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:07.087614] [INFO ] [sig       ] [2549/3516] Forecasting PTON...
[2025-12-03T20:48:07.087648] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-03T20:48:07.087684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-03T20:48:07.100151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-03T20:48:07.100562] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-03T20:48:07.101456] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-03T20:48:07.101519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:07.101618] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:07.101664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:07.101747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:07.163207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:07.164017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:07.164094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:07.164126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:07.292374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:07.292519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:07.292559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:07.292605] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:07.295901] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-12-03T20:48:07.296166] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-03T20:48:07.296284] [INFO ] [sig       ] PTON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:07.433428] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PTON.txt
[2025-12-03T20:48:07.433540] [INFO ] [sig       ] [2549/3516] Completed PTON in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:07.433593] [INFO ] [sig       ] [2550/3516] Forecasting PTY...
[2025-12-03T20:48:07.433623] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-03T20:48:07.433651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-03T20:48:07.444974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-03T20:48:07.445242] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-03T20:48:07.445986] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-03T20:48:07.446034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:07.446065] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:07.446090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:07.446144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:07.502824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:07.503402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:07.503477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:07.503509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:07.624672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:07.624817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:07.624855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:07.624882] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:07.628173] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=34.04%)
[2025-12-03T20:48:07.628441] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-03T20:48:07.628567] [INFO ] [sig       ] PTY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:07.763911] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PTY.txt
[2025-12-03T20:48:07.764033] [INFO ] [sig       ] [2550/3516] Completed PTY in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:07.764070] [INFO ] [sig       ] [2551/3516] Forecasting PUBM...
[2025-12-03T20:48:07.764098] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-03T20:48:07.764125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-03T20:48:07.774868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-03T20:48:07.775180] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-03T20:48:07.775931] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-03T20:48:07.775991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:07.776022] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:07.776048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:07.776101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:07.831093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:07.831772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:07.831863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:07.831895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:07.950094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:07.950236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:07.950274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:07.950302] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:07.953641] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=13.18%)
[2025-12-03T20:48:07.953914] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-03T20:48:07.954037] [INFO ] [sig       ] PUBM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:08.095520] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PUBM.txt
[2025-12-03T20:48:08.095665] [INFO ] [sig       ] [2551/3516] Completed PUBM in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:08.095702] [INFO ] [sig       ] [2552/3516] Forecasting PUK...
[2025-12-03T20:48:08.095730] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-03T20:48:08.095759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-03T20:48:08.106644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-03T20:48:08.106964] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-03T20:48:08.107757] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-03T20:48:08.107807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:08.107838] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:08.107865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:08.107922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:08.170506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:08.171391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:08.171473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:08.171508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:08.290660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:08.290819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:08.290858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:08.290925] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:08.294563] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=48.50%)
[2025-12-03T20:48:08.294926] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-03T20:48:08.295064] [INFO ] [sig       ] PUK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:08.440189] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PUK.txt
[2025-12-03T20:48:08.440317] [INFO ] [sig       ] [2552/3516] Completed PUK in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:08.440356] [INFO ] [sig       ] [2553/3516] Forecasting PUMP...
[2025-12-03T20:48:08.440385] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-03T20:48:08.440414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-03T20:48:08.451735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-03T20:48:08.452065] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-03T20:48:08.452876] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-03T20:48:08.452927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:08.452959] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:08.452986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:08.453042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:08.511459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:08.512179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:08.512256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:08.512289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:08.643132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:08.643283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:08.643322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:08.643349] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:08.646865] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=85.51%)
[2025-12-03T20:48:08.647130] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-03T20:48:08.647255] [INFO ] [sig       ] PUMP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:08.788016] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PUMP.txt
[2025-12-03T20:48:08.788145] [INFO ] [sig       ] [2553/3516] Completed PUMP in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:08.788181] [INFO ] [sig       ] [2554/3516] Forecasting PVH...
[2025-12-03T20:48:08.788209] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-03T20:48:08.788238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-03T20:48:08.798851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-03T20:48:08.799151] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-03T20:48:08.799928] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-03T20:48:08.799977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:08.800007] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:08.800032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:08.800086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:08.857554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:08.858292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:08.858370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:08.858400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:08.977123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:08.977273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:08.977310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:08.977337] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:08.980655] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-12-03T20:48:08.980922] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-03T20:48:08.981038] [INFO ] [sig       ] PVH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:09.116522] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PVH.txt
[2025-12-03T20:48:09.116658] [INFO ] [sig       ] [2554/3516] Completed PVH in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:09.116721] [INFO ] [sig       ] [2555/3516] Forecasting PVL...
[2025-12-03T20:48:09.116750] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-03T20:48:09.116779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-03T20:48:09.127842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-03T20:48:09.128167] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-03T20:48:09.128949] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-03T20:48:09.128998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:09.129027] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:09.129052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:09.129105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:09.184492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:09.185394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:09.185474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:09.185505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:09.301933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:09.302083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:09.302120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:09.302147] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:09.305506] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-03T20:48:09.305782] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-03T20:48:09.305899] [INFO ] [sig       ] PVL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:09.444394] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PVL.txt
[2025-12-03T20:48:09.444542] [INFO ] [sig       ] [2555/3516] Completed PVL in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:09.444601] [INFO ] [sig       ] [2556/3516] Forecasting PWP...
[2025-12-03T20:48:09.444633] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-03T20:48:09.444661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-03T20:48:09.456075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-03T20:48:09.456391] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-03T20:48:09.457138] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-03T20:48:09.457192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:09.457222] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:09.457248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:09.457302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:09.515016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:09.515891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:09.515970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:09.516003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:09.633257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:09.633417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:09.633460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:09.633490] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:09.636802] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-03T20:48:09.637064] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-03T20:48:09.637201] [INFO ] [sig       ] PWP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:09.774969] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PWP.txt
[2025-12-03T20:48:09.775108] [INFO ] [sig       ] [2556/3516] Completed PWP in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:09.775147] [INFO ] [sig       ] [2557/3516] Forecasting PX...
[2025-12-03T20:48:09.775177] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-03T20:48:09.775208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-03T20:48:09.787169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-03T20:48:09.787540] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-03T20:48:09.788380] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-03T20:48:09.788431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:09.788463] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:09.788489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:09.788546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:09.850047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:09.850898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:09.850979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:09.851012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:09.982958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:09.983120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:09.983160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:09.983188] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:09.987544] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=31.61%)
[2025-12-03T20:48:09.988075] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-03T20:48:09.988240] [INFO ] [sig       ] PX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:10.133170] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PX.txt
[2025-12-03T20:48:10.133306] [INFO ] [sig       ] [2557/3516] Completed PX in 0.4s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:10.133344] [INFO ] [sig       ] [2558/3516] Forecasting PXS...
[2025-12-03T20:48:10.133370] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-03T20:48:10.133398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-03T20:48:10.143976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-03T20:48:10.144219] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-03T20:48:10.144978] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-03T20:48:10.145026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:10.145057] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:10.145081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:10.145135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:10.199797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:10.200381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:10.200453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:10.200484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:10.309075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:10.309225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:10.309262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:10.309306] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:10.312549] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-03T20:48:10.312838] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-03T20:48:10.312951] [INFO ] [sig       ] PXS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:10.459251] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PXS.txt
[2025-12-03T20:48:10.459403] [INFO ] [sig       ] [2558/3516] Completed PXS in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 5.4m
[2025-12-03T20:48:10.459442] [INFO ] [sig       ] [2559/3516] Forecasting PY...
[2025-12-03T20:48:10.459472] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-03T20:48:10.459502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-03T20:48:10.470287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-03T20:48:10.470618] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-03T20:48:10.471347] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-03T20:48:10.471395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:10.471424] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:10.471450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:10.471504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:10.527329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:10.528161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:10.528245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:10.528307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:10.629563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:10.629714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:10.629754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:10.629782] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:10.633010] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2025-12-03T20:48:10.633266] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-03T20:48:10.633384] [INFO ] [sig       ] PY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:10.776543] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PY.txt
[2025-12-03T20:48:10.776689] [INFO ] [sig       ] [2559/3516] Completed PY in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.4m
[2025-12-03T20:48:10.776729] [INFO ] [sig       ] [2560/3516] Forecasting PYPL...
[2025-12-03T20:48:10.776758] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-03T20:48:10.776788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-03T20:48:10.788666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-03T20:48:10.789054] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-03T20:48:10.789862] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-03T20:48:10.789913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:10.789944] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:10.789971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:10.790027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:10.847061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:10.847716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:10.847829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:10.847862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:10.964775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:10.964943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:10.964980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:10.965007] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:10.968281] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=81.97%)
[2025-12-03T20:48:10.968539] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-03T20:48:10.968677] [INFO ] [sig       ] PYPL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:11.106111] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/PYPL.txt
[2025-12-03T20:48:11.106240] [INFO ] [sig       ] [2560/3516] Completed PYPL in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.4m
[2025-12-03T20:48:11.106277] [INFO ] [sig       ] [2561/3516] Forecasting PYXS...
[2025-12-03T20:48:11.106304] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-03T20:48:11.106331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-03T20:48:11.117608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-03T20:48:11.117970] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-03T20:48:11.118805] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-03T20:48:11.118855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:11.118886] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:11.118913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:11.118968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:11.174917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:11.175708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:11.175789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:11.175823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:11.296538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:11.296707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:11.296744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:11.296771] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:11.300092] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-03T20:48:11.300365] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-03T20:48:11.300482] [INFO ] [sig       ] PYXS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:11.437637] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PYXS.txt
[2025-12-03T20:48:11.437793] [INFO ] [sig       ] [2561/3516] Completed PYXS in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.4m
[2025-12-03T20:48:11.437835] [INFO ] [sig       ] [2562/3516] Forecasting PZZA...
[2025-12-03T20:48:11.437868] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-03T20:48:11.437900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-03T20:48:11.449025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-03T20:48:11.449400] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-03T20:48:11.450222] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-03T20:48:11.450272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:11.450303] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:11.450342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:11.450399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:11.506109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:11.506888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:11.506967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:11.506999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:11.622769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:11.622909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:11.622945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:11.622971] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:11.626196] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-03T20:48:11.626451] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-03T20:48:11.626565] [INFO ] [sig       ] PZZA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:11.763015] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/PZZA.txt
[2025-12-03T20:48:11.763209] [INFO ] [sig       ] [2562/3516] Completed PZZA in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:11.763266] [INFO ] [sig       ] [2563/3516] Forecasting QBTS...
[2025-12-03T20:48:11.763306] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-03T20:48:11.763345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-03T20:48:11.774543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-03T20:48:11.774864] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-03T20:48:11.775669] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-03T20:48:11.775720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:11.775753] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:11.775781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:11.775836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:11.832654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:11.833375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:11.833455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:11.833488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:11.957443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:11.957994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:11.958061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:11.958092] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:11.961890] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=55.29%)
[2025-12-03T20:48:11.962180] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-03T20:48:11.962308] [INFO ] [sig       ] QBTS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:12.103284] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QBTS.txt
[2025-12-03T20:48:12.103409] [INFO ] [sig       ] [2563/3516] Completed QBTS in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:12.103445] [INFO ] [sig       ] [2564/3516] Forecasting QCLN...
[2025-12-03T20:48:12.103472] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-03T20:48:12.103500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-03T20:48:12.115232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-03T20:48:12.115642] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-03T20:48:12.116432] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-03T20:48:12.116482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:12.116512] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:12.116539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:12.116611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:12.174129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:12.175022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:12.175107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:12.175140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:12.297010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:12.297172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:12.297211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:12.297240] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:12.300673] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=68.57%)
[2025-12-03T20:48:12.300947] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-03T20:48:12.301071] [INFO ] [sig       ] QCLN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:12.440719] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QCLN.txt
[2025-12-03T20:48:12.440869] [INFO ] [sig       ] [2564/3516] Completed QCLN in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:12.440911] [INFO ] [sig       ] [2565/3516] Forecasting QCOM...
[2025-12-03T20:48:12.440939] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-03T20:48:12.440967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-03T20:48:12.453010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-03T20:48:12.453400] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-03T20:48:12.454276] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-03T20:48:12.454330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:12.454361] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:12.454387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:12.454442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:12.514081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:12.514962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:12.515079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:12.515133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:12.634032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:12.634181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:12.634219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:12.634248] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:12.637607] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-03T20:48:12.637871] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-03T20:48:12.637994] [INFO ] [sig       ] QCOM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:12.776395] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QCOM.txt
[2025-12-03T20:48:12.776537] [INFO ] [sig       ] [2565/3516] Completed QCOM in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:12.776598] [INFO ] [sig       ] [2566/3516] Forecasting QCRH...
[2025-12-03T20:48:12.776647] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-03T20:48:12.776677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-03T20:48:12.787730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-03T20:48:12.788033] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-03T20:48:12.788818] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-03T20:48:12.788867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:12.788928] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:12.788955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:12.789010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:12.846253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:12.846869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:12.846956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:12.846993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:12.962840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:12.963003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:12.963044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:12.963070] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:12.966280] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-03T20:48:12.966544] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-03T20:48:12.966679] [INFO ] [sig       ] QCRH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:13.105701] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QCRH.txt
[2025-12-03T20:48:13.105831] [INFO ] [sig       ] [2566/3516] Completed QCRH in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:13.105874] [INFO ] [sig       ] [2567/3516] Forecasting QD...
[2025-12-03T20:48:13.105912] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-03T20:48:13.105940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-03T20:48:13.116943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-03T20:48:13.117222] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-03T20:48:13.117962] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-03T20:48:13.118038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:13.118080] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:13.118112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:13.118184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:13.173363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:13.174005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:13.174091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:13.174124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:13.290756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:13.290899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:13.290940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:13.290968] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:13.294184] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2025-12-03T20:48:13.294444] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-03T20:48:13.294562] [INFO ] [sig       ] QD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:13.431563] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QD.txt
[2025-12-03T20:48:13.431740] [INFO ] [sig       ] [2567/3516] Completed QD in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:13.431780] [INFO ] [sig       ] [2568/3516] Forecasting QDEL...
[2025-12-03T20:48:13.431808] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-03T20:48:13.431835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-03T20:48:13.443369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-03T20:48:13.443760] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-03T20:48:13.444523] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-03T20:48:13.444590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:13.444625] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:13.444652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:13.444706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:13.499845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:13.500732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:13.500814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:13.500847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:13.617433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:13.617608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:13.617647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:13.617673] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:13.620997] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=16.57%)
[2025-12-03T20:48:13.621274] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-03T20:48:13.621396] [INFO ] [sig       ] QDEL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:13.758942] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QDEL.txt
[2025-12-03T20:48:13.759087] [INFO ] [sig       ] [2568/3516] Completed QDEL in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:13.759122] [INFO ] [sig       ] [2569/3516] Forecasting QFIN...
[2025-12-03T20:48:13.759150] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-03T20:48:13.759178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-03T20:48:13.771164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-03T20:48:13.771479] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-03T20:48:13.772228] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-03T20:48:13.772277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:13.772307] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:13.772332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:13.772389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:13.827988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:13.828633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:13.828708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:13.828739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:13.950010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:13.950160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:13.950197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:13.950274] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:13.953492] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2025-12-03T20:48:13.953769] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-03T20:48:13.953887] [INFO ] [sig       ] QFIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:14.092366] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QFIN.txt
[2025-12-03T20:48:14.092493] [INFO ] [sig       ] [2569/3516] Completed QFIN in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:14.092529] [INFO ] [sig       ] [2570/3516] Forecasting QGEN...
[2025-12-03T20:48:14.092557] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-03T20:48:14.092606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-03T20:48:14.104825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-03T20:48:14.105221] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-03T20:48:14.106038] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-03T20:48:14.106090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:14.106123] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:14.106150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:14.106206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:14.163977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:14.164853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:14.164942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:14.164980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:14.290795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:14.290964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:14.291004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:14.291041] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:14.294528] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=23.10%)
[2025-12-03T20:48:14.294884] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-03T20:48:14.295028] [INFO ] [sig       ] QGEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:14.436687] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QGEN.txt
[2025-12-03T20:48:14.436860] [INFO ] [sig       ] [2570/3516] Completed QGEN in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:14.436902] [INFO ] [sig       ] [2571/3516] Forecasting QLYS...
[2025-12-03T20:48:14.436931] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-03T20:48:14.436961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-03T20:48:14.449258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-03T20:48:14.449704] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-03T20:48:14.450511] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-03T20:48:14.450563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:14.450618] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:14.450647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:14.450704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:14.508389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:14.509265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:14.509348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:14.509392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:14.632289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:14.632467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:14.632523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:14.632554] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:14.636030] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-03T20:48:14.636299] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-03T20:48:14.636416] [INFO ] [sig       ] QLYS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:14.777544] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QLYS.txt
[2025-12-03T20:48:14.777727] [INFO ] [sig       ] [2571/3516] Completed QLYS in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:14.777768] [INFO ] [sig       ] [2572/3516] Forecasting QMCO...
[2025-12-03T20:48:14.777797] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-03T20:48:14.777828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-03T20:48:14.790087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-03T20:48:14.790437] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-03T20:48:14.791243] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-03T20:48:14.791296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:14.791327] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:14.791354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:14.791410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:14.847988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:14.848801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:14.848878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:14.848912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:14.965191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:14.965308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:14.965341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:14.965367] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:14.968651] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=59.61%)
[2025-12-03T20:48:14.968904] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-03T20:48:14.969020] [INFO ] [sig       ] QMCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:15.103914] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QMCO.txt
[2025-12-03T20:48:15.104024] [INFO ] [sig       ] [2572/3516] Completed QMCO in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:15.104060] [INFO ] [sig       ] [2573/3516] Forecasting QMOM...
[2025-12-03T20:48:15.104087] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-03T20:48:15.104114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-03T20:48:15.114909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-03T20:48:15.115199] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-03T20:48:15.115943] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-03T20:48:15.115992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:15.116022] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:15.116048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:15.116113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:15.172617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:15.173206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:15.173284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:15.173319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:15.288612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:15.288732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:15.288769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:15.288797] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:15.291909] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-03T20:48:15.292168] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-03T20:48:15.292283] [INFO ] [sig       ] QMOM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:15.429823] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QMOM.txt
[2025-12-03T20:48:15.429949] [INFO ] [sig       ] [2573/3516] Completed QMOM in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:15.429995] [INFO ] [sig       ] [2574/3516] Forecasting QNCX...
[2025-12-03T20:48:15.430028] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-03T20:48:15.430061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-03T20:48:15.442507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-03T20:48:15.442899] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-03T20:48:15.443713] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-03T20:48:15.443762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:15.443793] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:15.443818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:15.443872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:15.499714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:15.500607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:15.500713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:15.500751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:15.617624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:15.617795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:15.617833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:15.617861] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:15.621432] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=57.05%)
[2025-12-03T20:48:15.621756] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-03T20:48:15.621891] [INFO ] [sig       ] QNCX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:15.762677] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QNCX.txt
[2025-12-03T20:48:15.762851] [INFO ] [sig       ] [2574/3516] Completed QNCX in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:15.762890] [INFO ] [sig       ] [2575/3516] Forecasting QNTM...
[2025-12-03T20:48:15.762918] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-03T20:48:15.762946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-03T20:48:15.774379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-03T20:48:15.774712] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-03T20:48:15.775460] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-03T20:48:15.775531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:15.775563] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:15.775615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:15.775670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:15.830496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:15.831164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:15.831240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:15.831270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:15.950271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:15.950393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:15.950426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:15.950452] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:15.953558] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=40.04%)
[2025-12-03T20:48:15.953834] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-03T20:48:15.953954] [INFO ] [sig       ] QNTM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:16.088478] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QNTM.txt
[2025-12-03T20:48:16.088616] [INFO ] [sig       ] [2575/3516] Completed QNTM in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:16.088653] [INFO ] [sig       ] [2576/3516] Forecasting QQMG...
[2025-12-03T20:48:16.088682] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-03T20:48:16.088709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-03T20:48:16.099703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-03T20:48:16.100001] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-03T20:48:16.100802] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-03T20:48:16.100853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:16.100882] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:16.100908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:16.100962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:16.156462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:16.157123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:16.157225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:16.157257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:16.264646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:16.264810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:16.264848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:16.264874] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:16.268209] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=71.92%)
[2025-12-03T20:48:16.268503] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-03T20:48:16.268650] [INFO ] [sig       ] QQMG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:16.404881] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QQMG.txt
[2025-12-03T20:48:16.405004] [INFO ] [sig       ] [2576/3516] Completed QQMG in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.3m
[2025-12-03T20:48:16.405043] [INFO ] [sig       ] [2577/3516] Forecasting QQQ...
[2025-12-03T20:48:16.405071] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-03T20:48:16.405099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-03T20:48:16.418168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-03T20:48:16.418618] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-03T20:48:16.419555] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-03T20:48:16.419632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:16.419664] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:16.419692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:16.419748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:16.479346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:16.480261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:16.480347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:16.480380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:16.602382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:16.602539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:16.602592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:16.602621] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:16.605865] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-03T20:48:16.606139] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-03T20:48:16.606259] [INFO ] [sig       ] QQQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:16.747893] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QQQ.txt
[2025-12-03T20:48:16.748061] [INFO ] [sig       ] [2577/3516] Completed QQQ in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.3m
[2025-12-03T20:48:16.748104] [INFO ] [sig       ] [2578/3516] Forecasting QQQE...
[2025-12-03T20:48:16.748132] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-03T20:48:16.748161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-03T20:48:16.758794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-03T20:48:16.759065] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-03T20:48:16.759818] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-03T20:48:16.759866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:16.759896] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:16.759922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:16.759978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:16.814971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:16.815556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:16.815644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:16.815675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:16.933470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:16.933642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:16.933688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:16.933716] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:16.936925] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2025-12-03T20:48:16.937190] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-03T20:48:16.937307] [INFO ] [sig       ] QQQE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:17.073353] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QQQE.txt
[2025-12-03T20:48:17.073468] [INFO ] [sig       ] [2578/3516] Completed QQQE in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.3m
[2025-12-03T20:48:17.073503] [INFO ] [sig       ] [2579/3516] Forecasting QQQI...
[2025-12-03T20:48:17.073532] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-03T20:48:17.073559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-03T20:48:17.084255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-03T20:48:17.084515] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-03T20:48:17.085288] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-03T20:48:17.085336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:17.085367] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:17.085393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:17.085447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:17.140742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:17.141333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:17.141406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:17.141436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:17.256726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:17.256871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:17.256907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:17.256934] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:17.260232] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-12-03T20:48:17.260495] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-03T20:48:17.260632] [INFO ] [sig       ] QQQI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:17.397191] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QQQI.txt
[2025-12-03T20:48:17.397351] [INFO ] [sig       ] [2579/3516] Completed QQQI in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.3m
[2025-12-03T20:48:17.397389] [INFO ] [sig       ] [2580/3516] Forecasting QQQJ...
[2025-12-03T20:48:17.397417] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-03T20:48:17.397445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-03T20:48:17.407864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-03T20:48:17.408163] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-03T20:48:17.408913] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-03T20:48:17.408961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:17.408991] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:17.409018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:17.409072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:17.464019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:17.464618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:17.464689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:17.464720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:17.582019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:17.582152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:17.582187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:17.582213] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:17.585405] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-12-03T20:48:17.585684] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-03T20:48:17.585804] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:17.721927] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QQQJ.txt
[2025-12-03T20:48:17.722034] [INFO ] [sig       ] [2580/3516] Completed QQQJ in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:17.722069] [INFO ] [sig       ] [2581/3516] Forecasting QQQM...
[2025-12-03T20:48:17.722098] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-03T20:48:17.722125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-03T20:48:17.736064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-03T20:48:17.736368] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-03T20:48:17.737151] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-03T20:48:17.737199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:17.737229] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:17.737255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:17.737309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:17.792561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:17.793149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:17.793222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:17.793252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:17.910545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:17.910693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:17.910729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:17.910756] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:17.913928] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-03T20:48:17.914187] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-03T20:48:17.914304] [INFO ] [sig       ] QQQM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:18.049977] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QQQM.txt
[2025-12-03T20:48:18.050101] [INFO ] [sig       ] [2581/3516] Completed QQQM in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:18.050153] [INFO ] [sig       ] [2582/3516] Forecasting QQQX...
[2025-12-03T20:48:18.050183] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-03T20:48:18.050211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-03T20:48:18.061418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-03T20:48:18.061741] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-03T20:48:18.062519] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-03T20:48:18.062592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:18.062633] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:18.062662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:18.062718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:18.118480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:18.119076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:18.119150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:18.119181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:18.237913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:18.238105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:18.238144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:18.238173] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:18.241483] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2025-12-03T20:48:18.241765] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-03T20:48:18.241883] [INFO ] [sig       ] QQQX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:18.377719] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QQQX.txt
[2025-12-03T20:48:18.377831] [INFO ] [sig       ] [2582/3516] Completed QQQX in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:18.377866] [INFO ] [sig       ] [2583/3516] Forecasting QQQY...
[2025-12-03T20:48:18.377894] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-03T20:48:18.377921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-03T20:48:18.388711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-03T20:48:18.389007] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-03T20:48:18.389838] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-03T20:48:18.389889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:18.389951] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:18.389989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:18.390068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:18.446490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:18.447117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:18.447191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:18.447222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:18.563153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:18.563284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:18.563319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:18.563345] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:18.566495] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2025-12-03T20:48:18.566780] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-03T20:48:18.566895] [INFO ] [sig       ] QQQY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:18.702143] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QQQY.txt
[2025-12-03T20:48:18.702254] [INFO ] [sig       ] [2583/3516] Completed QQQY in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:18.702290] [INFO ] [sig       ] [2584/3516] Forecasting QRHC...
[2025-12-03T20:48:18.702319] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-03T20:48:18.702346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-03T20:48:18.713223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-03T20:48:18.713517] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-03T20:48:18.714298] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-03T20:48:18.714348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:18.714380] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:18.714406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:18.714462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:18.770364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:18.771008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:18.771088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:18.771123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:18.893545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:18.893672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:18.893708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:18.893735] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:18.896923] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2025-12-03T20:48:18.897181] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-03T20:48:18.897296] [INFO ] [sig       ] QRHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:19.036942] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QRHC.txt
[2025-12-03T20:48:19.037068] [INFO ] [sig       ] [2584/3516] Completed QRHC in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:19.037110] [INFO ] [sig       ] [2585/3516] Forecasting QRVO...
[2025-12-03T20:48:19.037140] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-03T20:48:19.037168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-03T20:48:19.048285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-03T20:48:19.048620] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-03T20:48:19.049588] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-03T20:48:19.049640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:19.049673] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:19.049700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:19.049757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:19.107928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:19.108710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:19.108788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:19.108820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:19.226920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:19.227050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:19.227085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:19.227111] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:19.230533] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-03T20:48:19.230836] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-03T20:48:19.230963] [INFO ] [sig       ] QRVO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:19.367596] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QRVO.txt
[2025-12-03T20:48:19.367701] [INFO ] [sig       ] [2585/3516] Completed QRVO in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:19.367736] [INFO ] [sig       ] [2586/3516] Forecasting QS...
[2025-12-03T20:48:19.367763] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-03T20:48:19.367792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-03T20:48:19.379250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-03T20:48:19.379520] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-03T20:48:19.380263] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-03T20:48:19.380322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:19.380353] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:19.380378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:19.380432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:19.435712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:19.436289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:19.436360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:19.436390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:19.554800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:19.554914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:19.554949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:19.555005] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:19.558206] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=19.13%)
[2025-12-03T20:48:19.558462] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-03T20:48:19.558596] [INFO ] [sig       ] QS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:19.693781] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QS.txt
[2025-12-03T20:48:19.693950] [INFO ] [sig       ] [2586/3516] Completed QS in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:19.693996] [INFO ] [sig       ] [2587/3516] Forecasting QSI...
[2025-12-03T20:48:19.694030] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-03T20:48:19.694063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-03T20:48:19.704931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-03T20:48:19.705204] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-03T20:48:19.705944] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-03T20:48:19.705993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:19.706022] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:19.706048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:19.706102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:19.760695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:19.761268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:19.761341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:19.761372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:19.882333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:19.882511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:19.882550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:19.882594] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:19.885892] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-03T20:48:19.886167] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-03T20:48:19.886284] [INFO ] [sig       ] QSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:20.022291] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QSI.txt
[2025-12-03T20:48:20.022419] [INFO ] [sig       ] [2587/3516] Completed QSI in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:20.022454] [INFO ] [sig       ] [2588/3516] Forecasting QTEC...
[2025-12-03T20:48:20.022483] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-03T20:48:20.022511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-03T20:48:20.033692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-03T20:48:20.033963] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-03T20:48:20.034717] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-03T20:48:20.034766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:20.034797] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:20.034822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:20.034878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:20.089275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:20.089866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:20.089938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:20.089969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:20.210160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:20.210287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:20.210321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:20.210349] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:20.213528] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=65.25%)
[2025-12-03T20:48:20.213808] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-03T20:48:20.213926] [INFO ] [sig       ] QTEC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:20.363942] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QTEC.txt
[2025-12-03T20:48:20.364089] [INFO ] [sig       ] [2588/3516] Completed QTEC in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:20.364126] [INFO ] [sig       ] [2589/3516] Forecasting QTRX...
[2025-12-03T20:48:20.364154] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-03T20:48:20.364184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-03T20:48:20.374863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-03T20:48:20.375185] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-03T20:48:20.375945] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-03T20:48:20.375995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:20.376025] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:20.376051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:20.376105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:20.431177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:20.431991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:20.432070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:20.432101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:20.554190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:20.554343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:20.554381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:20.554408] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:20.557768] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-12-03T20:48:20.558097] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-03T20:48:20.558226] [INFO ] [sig       ] QTRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:20.698896] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QTRX.txt
[2025-12-03T20:48:20.699059] [INFO ] [sig       ] [2589/3516] Completed QTRX in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:20.699106] [INFO ] [sig       ] [2590/3516] Forecasting QTTB...
[2025-12-03T20:48:20.699135] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-03T20:48:20.699164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-03T20:48:20.710216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-03T20:48:20.710546] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-03T20:48:20.711350] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-03T20:48:20.711401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:20.711432] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:20.711458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:20.711513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:20.769587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:20.770442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:20.770549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:20.770600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:20.890313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:20.890460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:20.890499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:20.890527] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:20.893762] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-03T20:48:20.894025] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-03T20:48:20.894143] [INFO ] [sig       ] QTTB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:21.036983] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QTTB.txt
[2025-12-03T20:48:21.037143] [INFO ] [sig       ] [2590/3516] Completed QTTB in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:21.037183] [INFO ] [sig       ] [2591/3516] Forecasting QTUM...
[2025-12-03T20:48:21.037215] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-03T20:48:21.037245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-03T20:48:21.049109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-03T20:48:21.049504] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-03T20:48:21.050369] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-03T20:48:21.050422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:21.050461] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:21.050496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:21.050587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:21.110595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:21.111424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:21.111510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:21.111544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:21.227426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:21.227588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:21.227627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:21.227655] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:21.231786] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=94.43%)
[2025-12-03T20:48:21.232167] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-03T20:48:21.232368] [INFO ] [sig       ] QTUM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:21.370260] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QTUM.txt
[2025-12-03T20:48:21.370380] [INFO ] [sig       ] [2591/3516] Completed QTUM in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:21.370417] [INFO ] [sig       ] [2592/3516] Forecasting QTWO...
[2025-12-03T20:48:21.370446] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-03T20:48:21.370475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-03T20:48:21.381470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-03T20:48:21.381761] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-03T20:48:21.382499] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-03T20:48:21.382548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:21.382606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:21.382635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:21.382689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:21.441474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:21.442202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:21.442279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:21.442311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:21.563954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:21.564090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:21.564128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:21.564157] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:21.567454] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-12-03T20:48:21.567734] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-03T20:48:21.567855] [INFO ] [sig       ] QTWO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:21.705923] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QTWO.txt
[2025-12-03T20:48:21.706054] [INFO ] [sig       ] [2592/3516] Completed QTWO in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:21.706092] [INFO ] [sig       ] [2593/3516] Forecasting QUAD...
[2025-12-03T20:48:21.706120] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-03T20:48:21.706148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-03T20:48:21.717759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-03T20:48:21.718189] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-03T20:48:21.719041] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-03T20:48:21.719104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:21.719142] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:21.719176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:21.719245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:21.777951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:21.778764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:21.778871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:21.778905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:21.898427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:21.898547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:21.898616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:21.898647] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:21.901866] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=16.65%)
[2025-12-03T20:48:21.902125] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-03T20:48:21.902243] [INFO ] [sig       ] QUAD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:22.041784] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QUAD.txt
[2025-12-03T20:48:22.041908] [INFO ] [sig       ] [2593/3516] Completed QUAD in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:22.041944] [INFO ] [sig       ] [2594/3516] Forecasting QUIK...
[2025-12-03T20:48:22.041972] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-03T20:48:22.042000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-03T20:48:22.053337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-03T20:48:22.053702] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-03T20:48:22.054449] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-03T20:48:22.054500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:22.054531] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:22.054557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:22.054635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:22.112380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:22.113083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:22.113164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:22.113196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:22.233892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:22.234052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:22.234089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:22.234116] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:22.237405] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-03T20:48:22.237684] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-03T20:48:22.237801] [INFO ] [sig       ] QUIK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:22.375991] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QUIK.txt
[2025-12-03T20:48:22.376104] [INFO ] [sig       ] [2594/3516] Completed QUIK in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:22.376142] [INFO ] [sig       ] [2595/3516] Forecasting QURE...
[2025-12-03T20:48:22.376173] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-03T20:48:22.376201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-03T20:48:22.387679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-03T20:48:22.387952] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-03T20:48:22.388733] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-03T20:48:22.388781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:22.388810] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:22.388836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:22.388889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:22.444940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:22.445564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:22.445657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:22.445690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:22.569532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:22.569704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:22.569744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:22.569772] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:22.572997] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-03T20:48:22.573262] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-03T20:48:22.573384] [INFO ] [sig       ] QURE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:22.713670] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/QURE.txt
[2025-12-03T20:48:22.713792] [INFO ] [sig       ] [2595/3516] Completed QURE in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.2m
[2025-12-03T20:48:22.713828] [INFO ] [sig       ] [2596/3516] Forecasting QVAL...
[2025-12-03T20:48:22.713857] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-03T20:48:22.713884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-03T20:48:22.730310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-03T20:48:22.730652] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-03T20:48:22.731384] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-03T20:48:22.731433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:22.731464] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:22.731490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:22.731543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:22.787618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:22.788460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:22.788539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:22.788589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:22.905792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:22.905958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:22.906000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:22.906029] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:22.909357] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-03T20:48:22.909637] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-03T20:48:22.909760] [INFO ] [sig       ] QVAL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:23.057802] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QVAL.txt
[2025-12-03T20:48:23.058045] [INFO ] [sig       ] [2596/3516] Completed QVAL in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.2m
[2025-12-03T20:48:23.058095] [INFO ] [sig       ] [2597/3516] Forecasting QVCC...
[2025-12-03T20:48:23.058123] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-03T20:48:23.058151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-03T20:48:23.069281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-03T20:48:23.069880] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-03T20:48:23.070916] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-03T20:48:23.070968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:23.071011] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:23.071037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:23.071092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:23.128235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:23.129120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:23.129204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:23.129236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:23.249545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:23.249727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:23.249768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:23.249795] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:23.254528] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=54.52%)
[2025-12-03T20:48:23.254916] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-03T20:48:23.255093] [INFO ] [sig       ] QVCC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:23.399409] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QVCC.txt
[2025-12-03T20:48:23.399639] [INFO ] [sig       ] [2597/3516] Completed QVCC in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.2m
[2025-12-03T20:48:23.399704] [INFO ] [sig       ] [2598/3516] Forecasting QYLD...
[2025-12-03T20:48:23.399752] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-03T20:48:23.399800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-03T20:48:23.415750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-03T20:48:23.416214] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-03T20:48:23.417307] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-03T20:48:23.417374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:23.417423] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:23.417466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:23.417553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:23.505050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:23.506214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:23.506327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:23.506380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:23.657133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:23.657292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:23.657332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:23.657359] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:23.661604] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=86.35%)
[2025-12-03T20:48:23.662032] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-03T20:48:23.662226] [INFO ] [sig       ] QYLD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:23.859615] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QYLD.txt
[2025-12-03T20:48:23.859848] [INFO ] [sig       ] [2598/3516] Completed QYLD in 0.5s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:23.859916] [INFO ] [sig       ] [2599/3516] Forecasting QYLG...
[2025-12-03T20:48:23.859966] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-03T20:48:23.860015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-03T20:48:23.876116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-03T20:48:23.876646] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-03T20:48:23.877959] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-03T20:48:23.878055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:23.878104] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:23.878143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:23.878222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:23.958988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:23.960081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:23.960215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:23.960257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:24.125338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:24.125493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:24.125532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:24.125560] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:24.128945] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=96.08%)
[2025-12-03T20:48:24.129246] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-03T20:48:24.129376] [INFO ] [sig       ] QYLG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:24.270401] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/QYLG.txt
[2025-12-03T20:48:24.270546] [INFO ] [sig       ] [2599/3516] Completed QYLG in 0.4s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:24.270603] [INFO ] [sig       ] [2600/3516] Forecasting RA...
[2025-12-03T20:48:24.270633] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-03T20:48:24.270662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-03T20:48:24.281555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-03T20:48:24.281918] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-03T20:48:24.282674] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-03T20:48:24.282723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:24.282779] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:24.282806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:24.282860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:24.337709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:24.338563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:24.338663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:24.338694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:24.455940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:24.456094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:24.456133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:24.456165] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:24.459565] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-12-03T20:48:24.459863] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-03T20:48:24.459991] [INFO ] [sig       ] RA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:24.601543] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RA.txt
[2025-12-03T20:48:24.601718] [INFO ] [sig       ] [2600/3516] Completed RA in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:24.601758] [INFO ] [sig       ] [2601/3516] Forecasting RACE...
[2025-12-03T20:48:24.601796] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-03T20:48:24.601826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-03T20:48:24.613074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-03T20:48:24.613441] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-03T20:48:24.614203] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-03T20:48:24.614252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:24.614282] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:24.614306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:24.614359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:24.670015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:24.670850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:24.670928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:24.670958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:24.794525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:24.794690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:24.794729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:24.794756] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:24.798061] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=72.05%)
[2025-12-03T20:48:24.798332] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-03T20:48:24.798451] [INFO ] [sig       ] RACE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:24.938903] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RACE.txt
[2025-12-03T20:48:24.939063] [INFO ] [sig       ] [2601/3516] Completed RACE in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:24.939103] [INFO ] [sig       ] [2602/3516] Forecasting RAIL...
[2025-12-03T20:48:24.939138] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-03T20:48:24.939171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-03T20:48:24.951117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-03T20:48:24.951487] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-03T20:48:24.952239] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-03T20:48:24.952288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:24.952320] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:24.952345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:24.952399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:25.011934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:25.012847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:25.012940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:25.012973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:25.137066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:25.137186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:25.137226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:25.137253] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:25.140674] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-12-03T20:48:25.140945] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-03T20:48:25.141067] [INFO ] [sig       ] RAIL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:25.281644] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RAIL.txt
[2025-12-03T20:48:25.281782] [INFO ] [sig       ] [2602/3516] Completed RAIL in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:25.281819] [INFO ] [sig       ] [2603/3516] Forecasting RAMP...
[2025-12-03T20:48:25.281846] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-03T20:48:25.281876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-03T20:48:25.292822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-03T20:48:25.293104] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-03T20:48:25.293870] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-03T20:48:25.293928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:25.293968] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:25.293996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:25.294068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:25.351464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:25.352319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:25.352401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:25.352434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:25.470292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:25.470451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:25.470488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:25.470548] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:25.473838] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-03T20:48:25.474105] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-03T20:48:25.474231] [INFO ] [sig       ] RAMP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:25.610102] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RAMP.txt
[2025-12-03T20:48:25.610247] [INFO ] [sig       ] [2603/3516] Completed RAMP in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:25.610292] [INFO ] [sig       ] [2604/3516] Forecasting RAPP...
[2025-12-03T20:48:25.610326] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-03T20:48:25.610358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-03T20:48:25.621500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-03T20:48:25.621844] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-03T20:48:25.622602] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-03T20:48:25.622651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:25.622682] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:25.622707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:25.622761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:25.678948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:25.679639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:25.679718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:25.679751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:25.795386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:25.795532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:25.795584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:25.795631] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:25.798876] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-03T20:48:25.799145] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-03T20:48:25.799273] [INFO ] [sig       ] RAPP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:25.943718] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RAPP.txt
[2025-12-03T20:48:25.943859] [INFO ] [sig       ] [2604/3516] Completed RAPP in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:25.943896] [INFO ] [sig       ] [2605/3516] Forecasting RARE...
[2025-12-03T20:48:25.943925] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-03T20:48:25.943952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-03T20:48:25.954858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-03T20:48:25.955143] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-03T20:48:25.955897] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-03T20:48:25.955945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:25.955976] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:25.956001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:25.956056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:26.010260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:26.010927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:26.011003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:26.011035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:26.130042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:26.130191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:26.130233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:26.130260] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:26.133480] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-03T20:48:26.133755] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-03T20:48:26.133872] [INFO ] [sig       ] RARE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:26.269530] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RARE.txt
[2025-12-03T20:48:26.269675] [INFO ] [sig       ] [2605/3516] Completed RARE in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:26.269713] [INFO ] [sig       ] [2606/3516] Forecasting RAVE...
[2025-12-03T20:48:26.269740] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-03T20:48:26.269769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-03T20:48:26.280302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-03T20:48:26.280603] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-03T20:48:26.281330] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-03T20:48:26.281379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:26.281409] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:26.281435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:26.281489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:26.336922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:26.337561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:26.337664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:26.337696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:26.445669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:26.445842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:26.445882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:26.445909] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:26.449290] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2025-12-03T20:48:26.449584] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-03T20:48:26.449712] [INFO ] [sig       ] RAVE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:26.585528] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RAVE.txt
[2025-12-03T20:48:26.585668] [INFO ] [sig       ] [2606/3516] Completed RAVE in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:26.585706] [INFO ] [sig       ] [2607/3516] Forecasting RAY...
[2025-12-03T20:48:26.585733] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-03T20:48:26.585761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-03T20:48:26.596899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-03T20:48:26.597177] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-03T20:48:26.597918] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-03T20:48:26.597966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:26.598016] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:26.598046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:26.598107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:26.652964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:26.653626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:26.653701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:26.653731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:26.767443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:26.767613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:26.767652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:26.767679] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:26.770912] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2025-12-03T20:48:26.771171] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-03T20:48:26.771288] [INFO ] [sig       ] RAY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:26.906116] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RAY.txt
[2025-12-03T20:48:26.906234] [INFO ] [sig       ] [2607/3516] Completed RAY in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:26.906269] [INFO ] [sig       ] [2608/3516] Forecasting RBA...
[2025-12-03T20:48:26.906297] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-03T20:48:26.906325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-03T20:48:26.917718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-03T20:48:26.917989] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-03T20:48:26.918767] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-03T20:48:26.918815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:26.918844] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:26.918879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:26.918934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:26.973696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:26.974419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:26.974495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:26.974527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:27.092472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:27.092633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:27.092673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:27.092699] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:27.095918] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=57.38%)
[2025-12-03T20:48:27.096177] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-03T20:48:27.096297] [INFO ] [sig       ] RBA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:27.231234] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RBA.txt
[2025-12-03T20:48:27.231366] [INFO ] [sig       ] [2608/3516] Completed RBA in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:27.231403] [INFO ] [sig       ] [2609/3516] Forecasting RBB...
[2025-12-03T20:48:27.231431] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-03T20:48:27.231459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-03T20:48:27.243101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-03T20:48:27.243362] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-03T20:48:27.244104] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-03T20:48:27.244152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:27.244182] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:27.244207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:27.244263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:27.299562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:27.300193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:27.300271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:27.300303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:27.423270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:27.423415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:27.423451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:27.423478] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:27.426703] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=22.75%)
[2025-12-03T20:48:27.426957] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-03T20:48:27.427073] [INFO ] [sig       ] RBB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:27.562625] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RBB.txt
[2025-12-03T20:48:27.562747] [INFO ] [sig       ] [2609/3516] Completed RBB in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:27.562783] [INFO ] [sig       ] [2610/3516] Forecasting RBBN...
[2025-12-03T20:48:27.562810] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-03T20:48:27.562837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-03T20:48:27.573733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-03T20:48:27.574009] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-03T20:48:27.574754] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-03T20:48:27.574801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:27.574830] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:27.574856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:27.574909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:27.629340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:27.629957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:27.630056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:27.630087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:27.753897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:27.754060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:27.754102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:27.754130] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:27.757479] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-12-03T20:48:27.757756] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-03T20:48:27.757881] [INFO ] [sig       ] RBBN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:27.895415] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RBBN.txt
[2025-12-03T20:48:27.895543] [INFO ] [sig       ] [2610/3516] Completed RBBN in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:27.895596] [INFO ] [sig       ] [2611/3516] Forecasting RBC...
[2025-12-03T20:48:27.895628] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-03T20:48:27.895656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-03T20:48:27.906122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-03T20:48:27.906405] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-03T20:48:27.907147] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-03T20:48:27.907196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:27.907225] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:27.907251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:27.907304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:27.961509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:27.962110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:27.962184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:27.962215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:28.079480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:28.079638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:28.079675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:28.079703] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:28.082910] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-03T20:48:28.083169] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-03T20:48:28.083292] [INFO ] [sig       ] RBC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:28.232630] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RBC.txt
[2025-12-03T20:48:28.232756] [INFO ] [sig       ] [2611/3516] Completed RBC in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:28.232792] [INFO ] [sig       ] [2612/3516] Forecasting RBCAA...
[2025-12-03T20:48:28.232820] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-03T20:48:28.232854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-03T20:48:28.243339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-03T20:48:28.243667] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-03T20:48:28.244442] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-03T20:48:28.244492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:28.244522] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:28.244548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:28.244632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:28.301248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:28.302023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:28.302101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:28.302133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:28.418523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:28.418693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:28.418731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:28.418757] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:28.421988] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-03T20:48:28.422247] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-03T20:48:28.422363] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:28.566886] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RBCAA.txt
[2025-12-03T20:48:28.567040] [INFO ] [sig       ] [2612/3516] Completed RBCAA in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.1m
[2025-12-03T20:48:28.567078] [INFO ] [sig       ] [2613/3516] Forecasting RBLX...
[2025-12-03T20:48:28.567105] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-03T20:48:28.567134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-03T20:48:28.578701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-03T20:48:28.578998] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-03T20:48:28.579797] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-03T20:48:28.579846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:28.579877] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:28.579904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:28.579959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:28.636328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:28.636965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:28.637043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:28.637075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:28.757978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:28.758151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:28.758190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:28.758222] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:28.761693] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2025-12-03T20:48:28.762004] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-03T20:48:28.762129] [INFO ] [sig       ] RBLX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:28.902857] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RBLX.txt
[2025-12-03T20:48:28.903010] [INFO ] [sig       ] [2613/3516] Completed RBLX in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.1m
[2025-12-03T20:48:28.903051] [INFO ] [sig       ] [2614/3516] Forecasting RC...
[2025-12-03T20:48:28.903080] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-03T20:48:28.903109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-03T20:48:28.914384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-03T20:48:28.914708] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-03T20:48:28.915443] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-03T20:48:28.915493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:28.915524] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:28.915550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:28.915635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:28.970700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:28.971340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:28.971413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:28.971443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:29.091939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:29.092080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:29.092117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:29.092144] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:29.095332] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=7.51%)
[2025-12-03T20:48:29.095603] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-03T20:48:29.095719] [INFO ] [sig       ] RC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:29.230877] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RC.txt
[2025-12-03T20:48:29.231011] [INFO ] [sig       ] [2614/3516] Completed RC in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.1m
[2025-12-03T20:48:29.231047] [INFO ] [sig       ] [2615/3516] Forecasting RCEL...
[2025-12-03T20:48:29.231075] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-03T20:48:29.231103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-03T20:48:29.241732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-03T20:48:29.242002] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-03T20:48:29.242767] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-03T20:48:29.242815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:29.242844] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:29.242869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:29.242923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:29.297616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:29.298402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:29.298480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:29.298510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:29.419921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:29.420084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:29.420130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:29.420158] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:29.423530] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=35.94%)
[2025-12-03T20:48:29.423837] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-03T20:48:29.423956] [INFO ] [sig       ] RCEL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:29.561074] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RCEL.txt
[2025-12-03T20:48:29.561199] [INFO ] [sig       ] [2615/3516] Completed RCEL in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.1m
[2025-12-03T20:48:29.561235] [INFO ] [sig       ] [2616/3516] Forecasting RCI...
[2025-12-03T20:48:29.561262] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-03T20:48:29.561291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-03T20:48:29.572113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-03T20:48:29.572428] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-03T20:48:29.573255] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-03T20:48:29.573305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:29.573338] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:29.573365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:29.573421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:29.628857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:29.629597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:29.629671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:29.629702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:29.745723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:29.745872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:29.745909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:29.745937] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:29.749160] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=71.20%)
[2025-12-03T20:48:29.749451] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-03T20:48:29.749566] [INFO ] [sig       ] RCI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:29.885692] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RCI.txt
[2025-12-03T20:48:29.885822] [INFO ] [sig       ] [2616/3516] Completed RCI in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:29.885859] [INFO ] [sig       ] [2617/3516] Forecasting RCKY...
[2025-12-03T20:48:29.885886] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-03T20:48:29.885914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-03T20:48:29.897115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-03T20:48:29.897409] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-03T20:48:29.898184] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-03T20:48:29.898236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:29.898299] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:29.898336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:29.898415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:29.955296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:29.956061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:29.956138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:29.956172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:30.076435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:30.076602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:30.076641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:30.076668] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:30.079927] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-12-03T20:48:30.080187] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-03T20:48:30.080304] [INFO ] [sig       ] RCKY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:30.220308] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RCKY.txt
[2025-12-03T20:48:30.220435] [INFO ] [sig       ] [2617/3516] Completed RCKY in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:30.220473] [INFO ] [sig       ] [2618/3516] Forecasting RCL...
[2025-12-03T20:48:30.220501] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-03T20:48:30.220530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-03T20:48:30.231563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-03T20:48:30.231859] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-03T20:48:30.232603] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-03T20:48:30.232652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:30.232682] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:30.232708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:30.232763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:30.287728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:30.288386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:30.288461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:30.288492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:30.404489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:30.404646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:30.404685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:30.404712] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:30.407912] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=95.78%)
[2025-12-03T20:48:30.408194] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-03T20:48:30.408314] [INFO ] [sig       ] RCL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:30.588044] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RCL.txt
[2025-12-03T20:48:30.588189] [INFO ] [sig       ] [2618/3516] Completed RCL in 0.4s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:30.588226] [INFO ] [sig       ] [2619/3516] Forecasting RCS...
[2025-12-03T20:48:30.588254] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-03T20:48:30.588282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-03T20:48:30.599160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-03T20:48:30.599458] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-03T20:48:30.600206] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-03T20:48:30.600255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:30.600286] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:30.600314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:30.600371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:30.656390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:30.657038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:30.657118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:30.657151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:30.773476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:30.773631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:30.773670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:30.773697] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:30.776895] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-03T20:48:30.777178] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-03T20:48:30.777312] [INFO ] [sig       ] RCS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:30.922722] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RCS.txt
[2025-12-03T20:48:30.922851] [INFO ] [sig       ] [2619/3516] Completed RCS in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:30.922888] [INFO ] [sig       ] [2620/3516] Forecasting RCUS...
[2025-12-03T20:48:30.922916] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-03T20:48:30.922944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-03T20:48:30.933501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-03T20:48:30.933817] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-03T20:48:30.934545] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-03T20:48:30.934617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:30.934649] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:30.934674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:30.934727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:30.991225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:30.991891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:30.991966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:30.991997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:31.109142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:31.109287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:31.109325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:31.109391] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:31.112814] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-12-03T20:48:31.113082] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-03T20:48:31.113202] [INFO ] [sig       ] RCUS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:31.253016] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RCUS.txt
[2025-12-03T20:48:31.253139] [INFO ] [sig       ] [2620/3516] Completed RCUS in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:31.253176] [INFO ] [sig       ] [2621/3516] Forecasting RDCM...
[2025-12-03T20:48:31.253204] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-03T20:48:31.253232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-03T20:48:31.264002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-03T20:48:31.264302] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-03T20:48:31.265062] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-03T20:48:31.265133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:31.265165] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:31.265191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:31.265246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:31.320555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:31.321159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:31.321233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:31.321263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:31.436382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:31.436520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:31.436558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:31.436606] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:31.439987] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2025-12-03T20:48:31.440254] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-03T20:48:31.440376] [INFO ] [sig       ] RDCM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:31.577257] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RDCM.txt
[2025-12-03T20:48:31.577394] [INFO ] [sig       ] [2621/3516] Completed RDCM in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:31.577431] [INFO ] [sig       ] [2622/3516] Forecasting RDHL...
[2025-12-03T20:48:31.577459] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-03T20:48:31.577485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-03T20:48:31.588061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-03T20:48:31.588351] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-03T20:48:31.589101] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-03T20:48:31.589149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:31.589180] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:31.589205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:31.589260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:31.644713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:31.645309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:31.645387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:31.645417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:31.758154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:31.758294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:31.758332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:31.758362] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:31.761544] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=26.13%)
[2025-12-03T20:48:31.761820] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-03T20:48:31.761935] [INFO ] [sig       ] RDHL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:31.899538] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RDHL.txt
[2025-12-03T20:48:31.899675] [INFO ] [sig       ] [2622/3516] Completed RDHL in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:31.899712] [INFO ] [sig       ] [2623/3516] Forecasting RDN...
[2025-12-03T20:48:31.899739] [INFO ] [sig       ] Generating forecast for: RDN
[2025-12-03T20:48:31.899769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-12-03T20:48:31.910699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDN'.
[2025-12-03T20:48:31.910978] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-12-03T20:48:31.911755] [DEBUG] [LOCAL     ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt
[2025-12-03T20:48:31.911805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:31.911836] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:31.911863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:31.911918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:31.967511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:31.968160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:31.968236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:31.968268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:32.085124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:32.085271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:32.085310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:32.085342] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:32.088668] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=21.13%)
[2025-12-03T20:48:32.088934] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-12-03T20:48:32.089054] [INFO ] [sig       ] RDN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:32.224625] [INFO ] [LOCAL     ] Saved forecast: RDN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RDN.txt
[2025-12-03T20:48:32.224745] [INFO ] [sig       ] [2623/3516] Completed RDN in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:32.224781] [INFO ] [sig       ] [2624/3516] Forecasting RDVY...
[2025-12-03T20:48:32.224808] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-03T20:48:32.224836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-03T20:48:32.235724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-03T20:48:32.236002] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-03T20:48:32.236750] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-03T20:48:32.236798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:32.236829] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:32.236855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:32.236909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:32.291449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:32.292106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:32.292183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:32.292216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:32.415109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:32.415275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:32.415315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:32.415343] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:32.418623] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-03T20:48:32.418883] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-03T20:48:32.419002] [INFO ] [sig       ] RDVY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:32.557088] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RDVY.txt
[2025-12-03T20:48:32.557235] [INFO ] [sig       ] [2624/3516] Completed RDVY in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:32.557280] [INFO ] [sig       ] [2625/3516] Forecasting RDY...
[2025-12-03T20:48:32.557309] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-03T20:48:32.557337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-03T20:48:32.568971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-03T20:48:32.569251] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-03T20:48:32.569999] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-03T20:48:32.570046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:32.570077] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:32.570103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:32.570156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:32.625925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:32.626604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:32.626678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:32.626710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:32.746566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:32.746722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:32.746757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:32.746784] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:32.750002] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2025-12-03T20:48:32.750263] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-03T20:48:32.750382] [INFO ] [sig       ] RDY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:32.888046] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RDY.txt
[2025-12-03T20:48:32.888174] [INFO ] [sig       ] [2625/3516] Completed RDY in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:32.888211] [INFO ] [sig       ] [2626/3516] Forecasting REAL...
[2025-12-03T20:48:32.888239] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-03T20:48:32.888267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-03T20:48:32.899221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-03T20:48:32.899513] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-03T20:48:32.900259] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-03T20:48:32.900307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:32.900337] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:32.900363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:32.900416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:32.955968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:32.956557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:32.956647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:32.956679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:33.074743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:33.074886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:33.074923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:33.074950] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:33.078204] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-03T20:48:33.078506] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-03T20:48:33.078649] [INFO ] [sig       ] REAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:33.216231] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/REAL.txt
[2025-12-03T20:48:33.216377] [INFO ] [sig       ] [2626/3516] Completed REAL in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:33.216415] [INFO ] [sig       ] [2627/3516] Forecasting REAX...
[2025-12-03T20:48:33.216444] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-03T20:48:33.216472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-03T20:48:33.227907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-03T20:48:33.228316] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-03T20:48:33.229147] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-03T20:48:33.229198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:33.229228] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:33.229256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:33.229310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:33.284914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:33.285741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:33.285864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:33.285910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:33.405402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:33.405551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:33.405609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:33.405638] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:33.409030] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=40.25%)
[2025-12-03T20:48:33.409312] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-03T20:48:33.409441] [INFO ] [sig       ] REAX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:33.551707] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/REAX.txt
[2025-12-03T20:48:33.551863] [INFO ] [sig       ] [2627/3516] Completed REAX in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:33.551900] [INFO ] [sig       ] [2628/3516] Forecasting REBN...
[2025-12-03T20:48:33.551931] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-03T20:48:33.551959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-03T20:48:33.563397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-03T20:48:33.563800] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-03T20:48:33.564598] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-03T20:48:33.564646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:33.564677] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:33.564702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:33.564756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:33.622025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:33.622932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:33.623012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:33.623045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:33.739768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:33.739916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:33.739970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:33.739999] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:33.743284] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-03T20:48:33.743609] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-03T20:48:33.743736] [INFO ] [sig       ] REBN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:33.884861] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/REBN.txt
[2025-12-03T20:48:33.885010] [INFO ] [sig       ] [2628/3516] Completed REBN in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:33.885046] [INFO ] [sig       ] [2629/3516] Forecasting REFI...
[2025-12-03T20:48:33.885075] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-03T20:48:33.885103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-03T20:48:33.897117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-03T20:48:33.897481] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-03T20:48:33.898359] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-03T20:48:33.898434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:33.898484] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:33.898527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:33.898624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:33.956677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:33.957532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:33.957633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:33.957667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:34.078216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:34.078367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:34.078405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:34.078436] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:34.081766] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-12-03T20:48:34.082020] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-03T20:48:34.082136] [INFO ] [sig       ] REFI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:34.227463] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/REFI.txt
[2025-12-03T20:48:34.227634] [INFO ] [sig       ] [2629/3516] Completed REFI in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:34.227675] [INFO ] [sig       ] [2630/3516] Forecasting REG...
[2025-12-03T20:48:34.227704] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-03T20:48:34.227732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-03T20:48:34.239473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-03T20:48:34.239875] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-03T20:48:34.240709] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-03T20:48:34.240760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:34.240791] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:34.240818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:34.240873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:34.298285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:34.299118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:34.299202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:34.299234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:34.417732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:34.417881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:34.417918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:34.417947] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:34.421529] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-12-03T20:48:34.421841] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-03T20:48:34.421966] [INFO ] [sig       ] REG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:34.567485] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/REG.txt
[2025-12-03T20:48:34.567693] [INFO ] [sig       ] [2630/3516] Completed REG in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.0m
[2025-12-03T20:48:34.567735] [INFO ] [sig       ] [2631/3516] Forecasting REGN...
[2025-12-03T20:48:34.567764] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-03T20:48:34.567792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-03T20:48:34.579138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-03T20:48:34.579444] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-03T20:48:34.580202] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-03T20:48:34.580251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:34.580281] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:34.580307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:34.580360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:34.635853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:34.636421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:34.636507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:34.636540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:34.754235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:34.754385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:34.754422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:34.754449] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:34.757680] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-12-03T20:48:34.757936] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-03T20:48:34.758074] [INFO ] [sig       ] REGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:34.894859] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/REGN.txt
[2025-12-03T20:48:34.894973] [INFO ] [sig       ] [2631/3516] Completed REGN in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.0m
[2025-12-03T20:48:34.895009] [INFO ] [sig       ] [2632/3516] Forecasting RELL...
[2025-12-03T20:48:34.895039] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-03T20:48:34.895067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-03T20:48:34.906422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-03T20:48:34.906773] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-03T20:48:34.907496] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-03T20:48:34.907544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:34.907606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:34.907636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:34.907690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:34.964792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:34.965812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:34.965909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:34.965952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:35.096698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:35.096839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:35.096877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:35.096904] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:35.100215] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-03T20:48:35.100476] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-03T20:48:35.100608] [INFO ] [sig       ] RELL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:35.237039] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RELL.txt
[2025-12-03T20:48:35.237161] [INFO ] [sig       ] [2632/3516] Completed RELL in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.0m
[2025-12-03T20:48:35.237197] [INFO ] [sig       ] [2633/3516] Forecasting RELX...
[2025-12-03T20:48:35.237224] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-03T20:48:35.237253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-03T20:48:35.248428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-03T20:48:35.248758] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-03T20:48:35.249515] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-03T20:48:35.249564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:35.249614] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:35.249641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:35.249696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:35.304073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:35.304790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:35.304867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:35.304898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:35.425396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:35.425542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:35.425605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:35.425635] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:35.428911] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-03T20:48:35.429170] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-03T20:48:35.429285] [INFO ] [sig       ] RELX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:35.564889] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RELX.txt
[2025-12-03T20:48:35.565011] [INFO ] [sig       ] [2633/3516] Completed RELX in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.0m
[2025-12-03T20:48:35.565048] [INFO ] [sig       ] [2634/3516] Forecasting RELY...
[2025-12-03T20:48:35.565075] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-03T20:48:35.565103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-03T20:48:35.576743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-03T20:48:35.577042] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-03T20:48:35.577781] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-03T20:48:35.577830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:35.577884] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:35.577912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:35.577967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:35.632932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:35.633679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:35.633755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:35.633788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:35.752029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:35.752178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:35.752217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:35.752244] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:35.755493] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-03T20:48:35.755776] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-03T20:48:35.755899] [INFO ] [sig       ] RELY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:35.892162] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RELY.txt
[2025-12-03T20:48:35.892292] [INFO ] [sig       ] [2634/3516] Completed RELY in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:35.892328] [INFO ] [sig       ] [2635/3516] Forecasting REPL...
[2025-12-03T20:48:35.892357] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-03T20:48:35.892385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-03T20:48:35.903939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-03T20:48:35.904259] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-03T20:48:35.905019] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-03T20:48:35.905067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:35.905098] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:35.905124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:35.905179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:35.960383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:35.961206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:35.961283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:35.961314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:36.077837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:36.077987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:36.078048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:36.078076] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:36.081355] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=70.29%)
[2025-12-03T20:48:36.081654] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-03T20:48:36.081782] [INFO ] [sig       ] REPL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:36.218850] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/REPL.txt
[2025-12-03T20:48:36.219000] [INFO ] [sig       ] [2635/3516] Completed REPL in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:36.219044] [INFO ] [sig       ] [2636/3516] Forecasting RERE...
[2025-12-03T20:48:36.219073] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-03T20:48:36.219100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-03T20:48:36.230347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-03T20:48:36.230731] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-03T20:48:36.231563] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-03T20:48:36.231632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:36.231665] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:36.231691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:36.231747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:36.287515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:36.288374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:36.288462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:36.288500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:36.405151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:36.405276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:36.405312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:36.405339] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:36.408563] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-03T20:48:36.408836] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-03T20:48:36.408954] [INFO ] [sig       ] RERE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:36.545778] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RERE.txt
[2025-12-03T20:48:36.545891] [INFO ] [sig       ] [2636/3516] Completed RERE in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:36.545929] [INFO ] [sig       ] [2637/3516] Forecasting RES...
[2025-12-03T20:48:36.545958] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-03T20:48:36.545987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-03T20:48:36.557772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-03T20:48:36.558104] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-03T20:48:36.558957] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-03T20:48:36.559012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:36.559044] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:36.559072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:36.559130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:36.616098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:36.616977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:36.617061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:36.617095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:36.738435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:36.738611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:36.738653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:36.738715] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:36.742077] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=77.62%)
[2025-12-03T20:48:36.742353] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-03T20:48:36.742493] [INFO ] [sig       ] RES: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:36.881909] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RES.txt
[2025-12-03T20:48:36.882084] [INFO ] [sig       ] [2637/3516] Completed RES in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:36.882123] [INFO ] [sig       ] [2638/3516] Forecasting REVG...
[2025-12-03T20:48:36.882153] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-03T20:48:36.882184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-03T20:48:36.894341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-03T20:48:36.894740] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-03T20:48:36.895526] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-03T20:48:36.895594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:36.895628] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:36.895654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:36.895709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:36.950833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:36.951666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:36.951763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:36.951795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:37.077784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:37.077941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:37.077980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:37.078026] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:37.081310] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=24.10%)
[2025-12-03T20:48:37.081593] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-03T20:48:37.081719] [INFO ] [sig       ] REVG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:37.221172] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/REVG.txt
[2025-12-03T20:48:37.221322] [INFO ] [sig       ] [2638/3516] Completed REVG in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:37.221359] [INFO ] [sig       ] [2639/3516] Forecasting REX...
[2025-12-03T20:48:37.221391] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-03T20:48:37.221435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-03T20:48:37.232777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-03T20:48:37.233164] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-03T20:48:37.233933] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-03T20:48:37.233981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:37.234012] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:37.234037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:37.234092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:37.288779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:37.289338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:37.289410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:37.289440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:37.403265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:37.403376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:37.403409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:37.403458] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:37.406562] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-03T20:48:37.406832] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-03T20:48:37.406947] [INFO ] [sig       ] REX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:37.542987] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/REX.txt
[2025-12-03T20:48:37.543100] [INFO ] [sig       ] [2639/3516] Completed REX in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:37.543135] [INFO ] [sig       ] [2640/3516] Forecasting REYN...
[2025-12-03T20:48:37.543164] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-03T20:48:37.543192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-03T20:48:37.555153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-03T20:48:37.555534] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-03T20:48:37.556333] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-03T20:48:37.556382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:37.556412] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:37.556438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:37.556494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:37.613312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:37.614241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:37.614327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:37.614359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:37.732376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:37.732543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:37.732602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:37.732632] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:37.735999] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-12-03T20:48:37.736265] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-03T20:48:37.736386] [INFO ] [sig       ] REYN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:37.884543] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/REYN.txt
[2025-12-03T20:48:37.884736] [INFO ] [sig       ] [2640/3516] Completed REYN in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:37.884777] [INFO ] [sig       ] [2641/3516] Forecasting REZI...
[2025-12-03T20:48:37.884806] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-03T20:48:37.884834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-03T20:48:37.897399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-03T20:48:37.897851] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-03T20:48:37.899303] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-03T20:48:37.899428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:37.899461] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:37.899487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:37.899542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:37.954431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:37.955099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:37.955194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:37.955226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:38.069243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:38.069372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:38.069407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:38.069435] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:38.072583] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-03T20:48:38.072845] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-03T20:48:38.072964] [INFO ] [sig       ] REZI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:38.206631] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/REZI.txt
[2025-12-03T20:48:38.206745] [INFO ] [sig       ] [2641/3516] Completed REZI in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:38.206780] [INFO ] [sig       ] [2642/3516] Forecasting RF...
[2025-12-03T20:48:38.206807] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-03T20:48:38.206834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-03T20:48:38.217962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-03T20:48:38.218244] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-03T20:48:38.219005] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-03T20:48:38.219053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:38.219083] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:38.219109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:38.219164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:38.274614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:38.275190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:38.275264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:38.275294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:38.394252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:38.394389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:38.394425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:38.394451] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:38.397746] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=79.17%)
[2025-12-03T20:48:38.398022] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-03T20:48:38.398152] [INFO ] [sig       ] RF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:38.537707] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RF.txt
[2025-12-03T20:48:38.537828] [INFO ] [sig       ] [2642/3516] Completed RF in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:38.537864] [INFO ] [sig       ] [2643/3516] Forecasting RFI...
[2025-12-03T20:48:38.537892] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-03T20:48:38.537919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-03T20:48:38.549458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-03T20:48:38.549935] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-03T20:48:38.550685] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-03T20:48:38.550735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:38.550765] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:38.550802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:38.550856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:38.606833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:38.607416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:38.607489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:38.607521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:38.717088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:38.717205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:38.717240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:38.717266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:38.720490] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-03T20:48:38.720773] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-03T20:48:38.720889] [INFO ] [sig       ] RFI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:38.860492] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RFI.txt
[2025-12-03T20:48:38.860636] [INFO ] [sig       ] [2643/3516] Completed RFI in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:38.860676] [INFO ] [sig       ] [2644/3516] Forecasting RFL...
[2025-12-03T20:48:38.860705] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-03T20:48:38.860733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-03T20:48:38.874953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-03T20:48:38.875251] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-03T20:48:38.876025] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-03T20:48:38.876075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:38.876105] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:38.876132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:38.876186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:38.933081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:38.933799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:38.933873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:38.933931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:39.050697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:39.050834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:39.050870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:39.050897] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:39.054193] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-03T20:48:39.054458] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-03T20:48:39.054601] [INFO ] [sig       ] RFL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:39.194693] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RFL.txt
[2025-12-03T20:48:39.194807] [INFO ] [sig       ] [2644/3516] Completed RFL in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:39.194842] [INFO ] [sig       ] [2645/3516] Forecasting RFM...
[2025-12-03T20:48:39.194870] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-03T20:48:39.194899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-03T20:48:39.206750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-03T20:48:39.207172] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-03T20:48:39.208047] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-03T20:48:39.208099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:39.208130] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:39.208156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:39.208214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:39.263438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:39.264325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:39.264407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:39.264439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:39.370499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:39.370671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:39.370709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:39.370736] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:39.374044] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=85.12%)
[2025-12-03T20:48:39.374307] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-03T20:48:39.374427] [INFO ] [sig       ] RFM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:39.509707] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RFM.txt
[2025-12-03T20:48:39.509835] [INFO ] [sig       ] [2645/3516] Completed RFM in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:39.509873] [INFO ] [sig       ] [2646/3516] Forecasting RFMZ...
[2025-12-03T20:48:39.509900] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-03T20:48:39.509928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-03T20:48:39.521212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-03T20:48:39.521503] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-03T20:48:39.522287] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-03T20:48:39.522337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:39.522370] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:39.522397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:39.522453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:39.577558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:39.578205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:39.578280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:39.578312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:39.697249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:39.697411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:39.697453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:39.697482] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:39.700891] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-03T20:48:39.701174] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-03T20:48:39.701297] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:39.839308] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RFMZ.txt
[2025-12-03T20:48:39.839456] [INFO ] [sig       ] [2646/3516] Completed RFMZ in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:39.839492] [INFO ] [sig       ] [2647/3516] Forecasting RGA...
[2025-12-03T20:48:39.839521] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-03T20:48:39.839556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-03T20:48:39.851025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-03T20:48:39.851319] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-03T20:48:39.852070] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-03T20:48:39.852118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:39.852148] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:39.852174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:39.852228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:39.907165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:39.907821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:39.907894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:39.907924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:40.026507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:40.026681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:40.026722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:40.026750] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:40.030026] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-03T20:48:40.030289] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-03T20:48:40.030405] [INFO ] [sig       ] RGA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:40.167734] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RGA.txt
[2025-12-03T20:48:40.167914] [INFO ] [sig       ] [2647/3516] Completed RGA in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:40.167968] [INFO ] [sig       ] [2648/3516] Forecasting RGCO...
[2025-12-03T20:48:40.168028] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-03T20:48:40.168071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-03T20:48:40.179164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-03T20:48:40.179497] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-03T20:48:40.180411] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-03T20:48:40.180461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:40.180493] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:40.180519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:40.180598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:40.241739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:40.242562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:40.242674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:40.242708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:40.342975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:40.343122] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:48:40.343158] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:40.343186] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:40.346364] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-12-03T20:48:40.346645] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-03T20:48:40.346762] [INFO ] [sig       ] RGCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:40.483279] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RGCO.txt
[2025-12-03T20:48:40.483432] [INFO ] [sig       ] [2648/3516] Completed RGCO in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 4.9m
[2025-12-03T20:48:40.483470] [INFO ] [sig       ] [2649/3516] Forecasting RGEN...
[2025-12-03T20:48:40.483497] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-03T20:48:40.483526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-03T20:48:40.495270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-03T20:48:40.495616] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-03T20:48:40.496363] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-03T20:48:40.496412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:40.496442] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:40.496468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:40.496522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:40.553095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:40.553779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:40.553854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:40.553885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:40.677118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:40.677279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:40.677318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:40.677344] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:40.680667] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-03T20:48:40.680944] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-03T20:48:40.681067] [INFO ] [sig       ] RGEN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:40.820789] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RGEN.txt
[2025-12-03T20:48:40.820948] [INFO ] [sig       ] [2649/3516] Completed RGEN in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.9m
[2025-12-03T20:48:40.820989] [INFO ] [sig       ] [2650/3516] Forecasting RGLD...
[2025-12-03T20:48:40.821017] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-03T20:48:40.821047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-03T20:48:40.832444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-03T20:48:40.832738] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-03T20:48:40.833502] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-03T20:48:40.833552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:40.833605] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:40.833640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:40.833696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:40.889800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:40.890399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:40.890471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:40.890502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:41.009599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:41.009752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:41.009791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:41.009819] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:41.013110] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-12-03T20:48:41.013374] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-03T20:48:41.013505] [INFO ] [sig       ] RGLD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:41.152082] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RGLD.txt
[2025-12-03T20:48:41.152208] [INFO ] [sig       ] [2650/3516] Completed RGLD in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.9m
[2025-12-03T20:48:41.152244] [INFO ] [sig       ] [2651/3516] Forecasting RGNX...
[2025-12-03T20:48:41.152275] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-03T20:48:41.152304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-03T20:48:41.163868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-03T20:48:41.164173] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-03T20:48:41.164937] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-03T20:48:41.164987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:41.165043] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:41.165071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:41.165126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:41.220845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:41.221432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:41.221503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:41.221534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:41.338474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:41.338638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:41.338679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:41.338705] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:41.341922] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=21.38%)
[2025-12-03T20:48:41.342182] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-03T20:48:41.342297] [INFO ] [sig       ] RGNX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:41.478025] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RGNX.txt
[2025-12-03T20:48:41.478154] [INFO ] [sig       ] [2651/3516] Completed RGNX in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:41.478191] [INFO ] [sig       ] [2652/3516] Forecasting RGP...
[2025-12-03T20:48:41.478219] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-03T20:48:41.478247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-03T20:48:41.488890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-03T20:48:41.489171] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-03T20:48:41.489907] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-03T20:48:41.489956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:41.489986] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:41.490012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:41.490071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:41.544965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:41.545546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:41.545635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:41.545668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:41.663819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:41.663991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:41.664030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:41.664058] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:41.667277] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=73.69%)
[2025-12-03T20:48:41.667535] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-03T20:48:41.667672] [INFO ] [sig       ] RGP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:41.803788] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RGP.txt
[2025-12-03T20:48:41.803903] [INFO ] [sig       ] [2652/3516] Completed RGP in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:41.803939] [INFO ] [sig       ] [2653/3516] Forecasting RGS...
[2025-12-03T20:48:41.803967] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-03T20:48:41.803995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-03T20:48:41.816589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-03T20:48:41.817202] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-03T20:48:41.818059] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-03T20:48:41.818110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:41.818143] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:41.818169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:41.818224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:41.875431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:41.876339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:41.876424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:41.876457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:41.985764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:41.985915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:41.985952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:41.985979] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:41.989254] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-03T20:48:41.989514] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-03T20:48:41.989647] [INFO ] [sig       ] RGS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:42.123513] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RGS.txt
[2025-12-03T20:48:42.123684] [INFO ] [sig       ] [2653/3516] Completed RGS in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:42.123723] [INFO ] [sig       ] [2654/3516] Forecasting RGTI...
[2025-12-03T20:48:42.123751] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-03T20:48:42.123781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-03T20:48:42.134994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-03T20:48:42.135338] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-03T20:48:42.136174] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-03T20:48:42.136225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:42.136256] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:42.136281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:42.136336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:42.193032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:42.193856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:42.193936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:42.193969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:42.313008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:42.313170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:42.313209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:42.313280] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:42.317660] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-12-03T20:48:42.317969] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-03T20:48:42.318125] [INFO ] [sig       ] RGTI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:42.459348] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RGTI.txt
[2025-12-03T20:48:42.459502] [INFO ] [sig       ] [2654/3516] Completed RGTI in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:42.459542] [INFO ] [sig       ] [2655/3516] Forecasting RH...
[2025-12-03T20:48:42.459590] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-03T20:48:42.459625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-03T20:48:42.472098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-03T20:48:42.472466] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-03T20:48:42.473260] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-03T20:48:42.473333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:42.473372] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:42.473399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:42.473465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:42.530546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:42.531286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:42.531363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:42.531395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:42.652510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:42.652680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:42.652719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:42.652747] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:42.656076] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=42.48%)
[2025-12-03T20:48:42.656347] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-03T20:48:42.656470] [INFO ] [sig       ] RH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:42.795641] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RH.txt
[2025-12-03T20:48:42.795767] [INFO ] [sig       ] [2655/3516] Completed RH in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:42.795804] [INFO ] [sig       ] [2656/3516] Forecasting RHI...
[2025-12-03T20:48:42.795832] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-03T20:48:42.795859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-03T20:48:42.809937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-03T20:48:42.810420] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-03T20:48:42.811377] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-03T20:48:42.811430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:42.811489] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:42.811516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:42.811590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:42.868109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:42.869295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:42.869393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:42.869425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:42.999609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:42.999848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:42.999897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:42.999939] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:43.003911] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=31.38%)
[2025-12-03T20:48:43.004218] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-03T20:48:43.004357] [INFO ] [sig       ] RHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:43.144817] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RHI.txt
[2025-12-03T20:48:43.145036] [INFO ] [sig       ] [2656/3516] Completed RHI in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:43.145085] [INFO ] [sig       ] [2657/3516] Forecasting RHP...
[2025-12-03T20:48:43.145115] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-03T20:48:43.145147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-03T20:48:43.158510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-03T20:48:43.159015] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-03T20:48:43.159841] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-03T20:48:43.159892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:43.159924] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:43.159949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:43.160003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:43.215689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:43.216557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:43.216661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:43.216693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:43.337105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:43.337253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:43.337292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:43.337319] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:43.340725] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-12-03T20:48:43.340990] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-03T20:48:43.341111] [INFO ] [sig       ] RHP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:43.476418] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RHP.txt
[2025-12-03T20:48:43.476545] [INFO ] [sig       ] [2657/3516] Completed RHP in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:43.476602] [INFO ] [sig       ] [2658/3516] Forecasting RICK...
[2025-12-03T20:48:43.476635] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-03T20:48:43.476665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-03T20:48:43.487636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-03T20:48:43.487948] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-03T20:48:43.488771] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-03T20:48:43.488819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:43.488850] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:43.488876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:43.488930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:43.544787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:43.545464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:43.545540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:43.545590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:43.664642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:43.664799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:43.664837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:43.664864] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:43.668127] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-03T20:48:43.668397] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-03T20:48:43.668522] [INFO ] [sig       ] RICK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:43.805801] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RICK.txt
[2025-12-03T20:48:43.805938] [INFO ] [sig       ] [2658/3516] Completed RICK in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:43.805977] [INFO ] [sig       ] [2659/3516] Forecasting RIG...
[2025-12-03T20:48:43.806005] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-03T20:48:43.806033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-03T20:48:43.817170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-03T20:48:43.817490] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-03T20:48:43.818322] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-03T20:48:43.818373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:43.818404] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:43.818430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:43.818485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:43.877902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:43.878616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:43.878714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:43.878752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:44.003160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:44.003323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:44.003362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:44.003392] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:44.007015] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=56.52%)
[2025-12-03T20:48:44.007289] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-03T20:48:44.007411] [INFO ] [sig       ] RIG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:44.151895] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RIG.txt
[2025-12-03T20:48:44.152066] [INFO ] [sig       ] [2659/3516] Completed RIG in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:44.152112] [INFO ] [sig       ] [2660/3516] Forecasting RIGL...
[2025-12-03T20:48:44.152142] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-03T20:48:44.152170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-03T20:48:44.164136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-03T20:48:44.164476] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-03T20:48:44.165253] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-03T20:48:44.165303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:44.165332] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:44.165357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:44.165411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:44.220663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:44.221353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:44.221431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:44.221463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:44.341811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:44.341960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:44.341997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:44.342023] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:44.345243] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2025-12-03T20:48:44.345501] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-03T20:48:44.345658] [INFO ] [sig       ] RIGL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:44.481693] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RIGL.txt
[2025-12-03T20:48:44.481818] [INFO ] [sig       ] [2660/3516] Completed RIGL in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:44.481855] [INFO ] [sig       ] [2661/3516] Forecasting RILY...
[2025-12-03T20:48:44.481883] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-03T20:48:44.481910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-03T20:48:44.493006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-03T20:48:44.493308] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-03T20:48:44.494107] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-03T20:48:44.494155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:44.494185] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:44.494211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:44.494265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:44.550419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:44.551136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:44.551244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:44.551276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:44.671983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:44.672138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:44.672176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:44.672206] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:44.675602] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2025-12-03T20:48:44.675869] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-03T20:48:44.676007] [INFO ] [sig       ] RILY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:44.813182] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RILY.txt
[2025-12-03T20:48:44.813302] [INFO ] [sig       ] [2661/3516] Completed RILY in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:44.813338] [INFO ] [sig       ] [2662/3516] Forecasting RILYN...
[2025-12-03T20:48:44.813366] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-03T20:48:44.813394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-03T20:48:44.824347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-03T20:48:44.824646] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-03T20:48:44.825378] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-03T20:48:44.825426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:44.825457] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:44.825482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:44.825537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:44.881768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:44.882361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:44.882434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:44.882465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:44.996870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:44.997006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:44.997042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:44.997072] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:45.000438] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=81.61%)
[2025-12-03T20:48:45.000728] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-03T20:48:45.000856] [INFO ] [sig       ] RILYN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:45.136065] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RILYN.txt
[2025-12-03T20:48:45.136179] [INFO ] [sig       ] [2662/3516] Completed RILYN in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:45.136215] [INFO ] [sig       ] [2663/3516] Forecasting RILYZ...
[2025-12-03T20:48:45.136243] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-03T20:48:45.136272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-03T20:48:45.146931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-03T20:48:45.147201] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-03T20:48:45.147936] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-03T20:48:45.147985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:45.148048] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:45.148076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:45.148132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:45.204508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:45.205135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:45.205212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:45.205245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:45.324357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:45.324487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:45.324540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:45.324569] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:45.327867] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-03T20:48:45.328163] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-03T20:48:45.328288] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:45.465552] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RILYZ.txt
[2025-12-03T20:48:45.465687] [INFO ] [sig       ] [2663/3516] Completed RILYZ in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:45.465724] [INFO ] [sig       ] [2664/3516] Forecasting RIME...
[2025-12-03T20:48:45.465752] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-03T20:48:45.465780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-03T20:48:45.476496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-03T20:48:45.476814] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-03T20:48:45.477566] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-03T20:48:45.477637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:45.477669] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:45.477696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:45.477751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:45.535429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:45.536079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:45.536152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:45.536184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:45.654837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:45.654981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:45.655016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:45.655044] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:45.658263] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-03T20:48:45.658520] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-03T20:48:45.658653] [INFO ] [sig       ] RIME: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:45.797807] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RIME.txt
[2025-12-03T20:48:45.797924] [INFO ] [sig       ] [2664/3516] Completed RIME in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:45.797959] [INFO ] [sig       ] [2665/3516] Forecasting RING...
[2025-12-03T20:48:45.797988] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-03T20:48:45.798037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-03T20:48:45.809002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-03T20:48:45.809306] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-03T20:48:45.810144] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-03T20:48:45.810195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:45.810227] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:45.810254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:45.810309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:45.866395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:45.867031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:45.867107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:45.867139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:45.989938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:45.990061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:45.990121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:45.990169] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:45.994663] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-12-03T20:48:45.995070] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-03T20:48:45.995257] [INFO ] [sig       ] RING: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:46.134357] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RING.txt
[2025-12-03T20:48:46.134478] [INFO ] [sig       ] [2665/3516] Completed RING in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:46.134514] [INFO ] [sig       ] [2666/3516] Forecasting RIO...
[2025-12-03T20:48:46.134542] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-03T20:48:46.134585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-03T20:48:46.145515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-03T20:48:46.145843] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-03T20:48:46.146662] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-03T20:48:46.146717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:46.146749] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:46.146775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:46.146830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:46.204275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:46.204928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:46.205003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:46.205036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:46.335535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:46.335660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:46.335698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:46.335725] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:46.338978] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-03T20:48:46.339240] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-03T20:48:46.339356] [INFO ] [sig       ] RIO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:46.477838] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RIO.txt
[2025-12-03T20:48:46.477991] [INFO ] [sig       ] [2666/3516] Completed RIO in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 4.8m
[2025-12-03T20:48:46.478050] [INFO ] [sig       ] [2667/3516] Forecasting RITM...
[2025-12-03T20:48:46.478080] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-03T20:48:46.478108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-03T20:48:46.489600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-03T20:48:46.489981] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-03T20:48:46.490778] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-03T20:48:46.490835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:46.490880] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:46.490907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:46.490961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:46.545441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:46.546303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:46.546385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:46.546417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:46.663032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:46.663189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:46.663226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:46.663253] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:46.666487] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=20.21%)
[2025-12-03T20:48:46.666761] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-03T20:48:46.666878] [INFO ] [sig       ] RITM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:46.807924] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RITM.txt
[2025-12-03T20:48:46.808061] [INFO ] [sig       ] [2667/3516] Completed RITM in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.8m
[2025-12-03T20:48:46.808100] [INFO ] [sig       ] [2668/3516] Forecasting RIVN...
[2025-12-03T20:48:46.808127] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-03T20:48:46.808153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-03T20:48:46.819187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-03T20:48:46.819462] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-03T20:48:46.820199] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-03T20:48:46.820272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:46.820303] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:46.820329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:46.820383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:46.875086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:46.875714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:46.875786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:46.875817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:46.992880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:46.993021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:46.993058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:46.993085] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:46.996263] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2025-12-03T20:48:46.996524] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-03T20:48:46.996657] [INFO ] [sig       ] RIVN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:47.133266] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RIVN.txt
[2025-12-03T20:48:47.133387] [INFO ] [sig       ] [2668/3516] Completed RIVN in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.8m
[2025-12-03T20:48:47.133423] [INFO ] [sig       ] [2669/3516] Forecasting RKLB...
[2025-12-03T20:48:47.133451] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-03T20:48:47.133479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-03T20:48:47.144787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-03T20:48:47.145075] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-03T20:48:47.145846] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-03T20:48:47.145895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:47.145927] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:47.145954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:47.146009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:47.204410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:47.205061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:47.205137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:47.205170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:47.327731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:47.327861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:47.327896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:47.327922] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:47.331169] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2025-12-03T20:48:47.331424] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-03T20:48:47.331539] [INFO ] [sig       ] RKLB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:47.467744] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RKLB.txt
[2025-12-03T20:48:47.467872] [INFO ] [sig       ] [2669/3516] Completed RKLB in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:47.467908] [INFO ] [sig       ] [2670/3516] Forecasting RL...
[2025-12-03T20:48:47.467936] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-03T20:48:47.467963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-03T20:48:47.479101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-03T20:48:47.479440] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-03T20:48:47.480224] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-03T20:48:47.480273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:47.480303] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:47.480329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:47.480383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:47.535697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:47.536280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:47.536352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:47.536382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:47.655856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:47.655998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:47.656034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:47.656061] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:47.659349] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=74.93%)
[2025-12-03T20:48:47.659630] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-03T20:48:47.659771] [INFO ] [sig       ] RL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:47.798711] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RL.txt
[2025-12-03T20:48:47.798831] [INFO ] [sig       ] [2670/3516] Completed RL in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:47.798867] [INFO ] [sig       ] [2671/3516] Forecasting RLAY...
[2025-12-03T20:48:47.798901] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-03T20:48:47.798930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-03T20:48:47.810259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-03T20:48:47.810567] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-03T20:48:47.811306] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-03T20:48:47.811354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:47.811384] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:47.811409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:47.811462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:47.866675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:47.867502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:47.867600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:47.867633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:47.989984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:47.990150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:47.990231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:47.990259] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:47.993836] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-03T20:48:47.994197] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-03T20:48:47.994337] [INFO ] [sig       ] RLAY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:48.130688] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RLAY.txt
[2025-12-03T20:48:48.130815] [INFO ] [sig       ] [2671/3516] Completed RLAY in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:48.130852] [INFO ] [sig       ] [2672/3516] Forecasting RLI...
[2025-12-03T20:48:48.130880] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-03T20:48:48.130908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-03T20:48:48.141637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-03T20:48:48.141935] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-03T20:48:48.142740] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-03T20:48:48.142790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:48.142821] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:48.142849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:48.142905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:48.200546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:48.201315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:48.201393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:48.201426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:48.324461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:48.324652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:48.324692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:48.324720] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:48.328022] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-03T20:48:48.328288] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-03T20:48:48.328409] [INFO ] [sig       ] RLI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:48.464906] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RLI.txt
[2025-12-03T20:48:48.465032] [INFO ] [sig       ] [2672/3516] Completed RLI in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:48.465068] [INFO ] [sig       ] [2673/3516] Forecasting RLJ...
[2025-12-03T20:48:48.465094] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-03T20:48:48.465123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-03T20:48:48.475557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-03T20:48:48.475885] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-03T20:48:48.476629] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-03T20:48:48.476677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:48.476707] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:48.476733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:48.476787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:48.531592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:48.532332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:48.532408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:48.532440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:48.649500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:48.649663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:48.649701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:48.649728] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:48.652975] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=53.26%)
[2025-12-03T20:48:48.653230] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-03T20:48:48.653345] [INFO ] [sig       ] RLJ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:48.789698] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RLJ.txt
[2025-12-03T20:48:48.789888] [INFO ] [sig       ] [2673/3516] Completed RLJ in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:48.789929] [INFO ] [sig       ] [2674/3516] Forecasting RLMD...
[2025-12-03T20:48:48.789958] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-03T20:48:48.789986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-03T20:48:48.802489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-03T20:48:48.802913] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-03T20:48:48.803732] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-03T20:48:48.803781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:48.803810] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:48.803835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:48.803888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:48.859316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:48.860196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:48.860280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:48.860311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:48.980265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:48.980424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:48.980461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:48.980505] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:48.983781] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-03T20:48:48.984046] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-03T20:48:48.984164] [INFO ] [sig       ] RLMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:49.126811] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RLMD.txt
[2025-12-03T20:48:49.126974] [INFO ] [sig       ] [2674/3516] Completed RLMD in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:49.127021] [INFO ] [sig       ] [2675/3516] Forecasting RLTY...
[2025-12-03T20:48:49.127060] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-03T20:48:49.127121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-03T20:48:49.138858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-03T20:48:49.139177] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-03T20:48:49.139933] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-03T20:48:49.139983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:49.140014] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:49.140040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:49.140095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:49.195897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:49.196610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:49.196688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:49.196721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:49.310570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:49.310693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:49.310732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:49.310764] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:49.314219] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-12-03T20:48:49.314509] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-03T20:48:49.314661] [INFO ] [sig       ] RLTY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:49.456372] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RLTY.txt
[2025-12-03T20:48:49.456493] [INFO ] [sig       ] [2675/3516] Completed RLTY in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:49.456529] [INFO ] [sig       ] [2676/3516] Forecasting RLX...
[2025-12-03T20:48:49.456558] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-03T20:48:49.456606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-03T20:48:49.468315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-03T20:48:49.468736] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-03T20:48:49.469519] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-03T20:48:49.469568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:49.469622] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:49.469648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:49.469702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:49.524932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:49.525812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:49.525912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:49.525960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:49.642038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:49.642205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:49.642243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:49.642270] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:49.645561] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=29.45%)
[2025-12-03T20:48:49.645849] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-03T20:48:49.645977] [INFO ] [sig       ] RLX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:49.784615] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RLX.txt
[2025-12-03T20:48:49.784776] [INFO ] [sig       ] [2676/3516] Completed RLX in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:49.784814] [INFO ] [sig       ] [2677/3516] Forecasting RM...
[2025-12-03T20:48:49.784842] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-03T20:48:49.784871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-03T20:48:49.795714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-03T20:48:49.796065] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-03T20:48:49.796818] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-03T20:48:49.796867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:49.796897] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:49.796923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:49.796977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:49.852178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:49.853019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:49.853099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:49.853130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:49.967612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:49.967773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:49.967811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:49.967838] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:49.971092] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-03T20:48:49.971351] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-03T20:48:49.971468] [INFO ] [sig       ] RM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:50.107663] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RM.txt
[2025-12-03T20:48:50.107817] [INFO ] [sig       ] [2677/3516] Completed RM in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:50.107854] [INFO ] [sig       ] [2678/3516] Forecasting RMAX...
[2025-12-03T20:48:50.107883] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-03T20:48:50.107911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-03T20:48:50.120046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-03T20:48:50.120431] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-03T20:48:50.121223] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-03T20:48:50.121273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:50.121306] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:50.121332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:50.121416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:50.182314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:50.183243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:50.183327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:50.183359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:50.297970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:50.298154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:50.298197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:50.298225] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:50.301740] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=70.85%)
[2025-12-03T20:48:50.302073] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-03T20:48:50.302210] [INFO ] [sig       ] RMAX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:50.439739] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RMAX.txt
[2025-12-03T20:48:50.439892] [INFO ] [sig       ] [2678/3516] Completed RMAX in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:50.439928] [INFO ] [sig       ] [2679/3516] Forecasting RMBI...
[2025-12-03T20:48:50.439958] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-03T20:48:50.439985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-03T20:48:50.451793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-03T20:48:50.452168] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-03T20:48:50.453047] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-03T20:48:50.453095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:50.453126] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:50.453152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:50.453206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:50.508536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:50.509387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:50.509468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:50.509501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:50.616857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:50.617011] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:48:50.617047] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:50.617074] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:50.620650] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-03T20:48:50.620993] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-03T20:48:50.621130] [INFO ] [sig       ] RMBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:50.769744] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RMBI.txt
[2025-12-03T20:48:50.769901] [INFO ] [sig       ] [2679/3516] Completed RMBI in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:50.769937] [INFO ] [sig       ] [2680/3516] Forecasting RMBS...
[2025-12-03T20:48:50.769965] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-03T20:48:50.769994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-03T20:48:50.781743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-03T20:48:50.782098] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-03T20:48:50.782864] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-03T20:48:50.782912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:50.782943] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:50.782969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:50.783023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:50.839429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:50.840291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:50.840375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:50.840408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:50.955979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:50.956127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:50.956163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:50.956191] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:50.959418] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-03T20:48:50.959707] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-03T20:48:50.959833] [INFO ] [sig       ] RMBS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:51.093923] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RMBS.txt
[2025-12-03T20:48:51.094050] [INFO ] [sig       ] [2680/3516] Completed RMBS in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:51.094085] [INFO ] [sig       ] [2681/3516] Forecasting RMD...
[2025-12-03T20:48:51.094113] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-03T20:48:51.094142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-03T20:48:51.105125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-03T20:48:51.105410] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-03T20:48:51.106151] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-03T20:48:51.106199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:51.106229] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:51.106255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:51.106309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:51.160764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:51.161390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:51.161464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:51.161495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:51.283207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:51.283362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:51.283400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:51.283426] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:51.286698] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-03T20:48:51.286969] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-03T20:48:51.287115] [INFO ] [sig       ] RMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:51.421931] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RMD.txt
[2025-12-03T20:48:51.422067] [INFO ] [sig       ] [2681/3516] Completed RMD in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:51.422103] [INFO ] [sig       ] [2682/3516] Forecasting RMI...
[2025-12-03T20:48:51.422131] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-03T20:48:51.422160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-03T20:48:51.433742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-03T20:48:51.434093] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-03T20:48:51.434866] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-03T20:48:51.434915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:51.434946] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:51.434972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:51.435027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:51.490245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:51.491076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:51.491153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:51.491185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:51.599285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:51.599435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:51.599473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:51.599500] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:51.602718] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-03T20:48:51.602977] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-03T20:48:51.603093] [INFO ] [sig       ] RMI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:51.742207] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RMI.txt
[2025-12-03T20:48:51.742362] [INFO ] [sig       ] [2682/3516] Completed RMI in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:51.742399] [INFO ] [sig       ] [2683/3516] Forecasting RMM...
[2025-12-03T20:48:51.742427] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-03T20:48:51.742455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-03T20:48:51.756448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-03T20:48:51.756771] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-03T20:48:51.757517] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-03T20:48:51.757567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:51.757615] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:51.757641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:51.757694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:51.813144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:51.813862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:51.813941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:51.813974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:51.935631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:51.935779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:51.935817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:51.935843] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:51.939109] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-12-03T20:48:51.939370] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-03T20:48:51.939486] [INFO ] [sig       ] RMM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:52.074545] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RMM.txt
[2025-12-03T20:48:52.074698] [INFO ] [sig       ] [2683/3516] Completed RMM in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:52.074735] [INFO ] [sig       ] [2684/3516] Forecasting RMMZ...
[2025-12-03T20:48:52.074764] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-03T20:48:52.074791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-03T20:48:52.085797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-03T20:48:52.086086] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-03T20:48:52.086822] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-03T20:48:52.086870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:52.086900] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:52.086925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:52.086979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:52.141016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:52.141617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:52.141688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:52.141719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:52.252153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:52.252301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:52.252337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:52.252363] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:52.255543] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2025-12-03T20:48:52.255830] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-03T20:48:52.255948] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:52.395519] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RMMZ.txt
[2025-12-03T20:48:52.395664] [INFO ] [sig       ] [2684/3516] Completed RMMZ in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:52.395701] [INFO ] [sig       ] [2685/3516] Forecasting RMNI...
[2025-12-03T20:48:52.395729] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-03T20:48:52.395758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-03T20:48:52.408678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-03T20:48:52.409071] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-03T20:48:52.409894] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-03T20:48:52.409943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:52.409974] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:52.410000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:52.410054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:52.464624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:52.465422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:52.465502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:52.465534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:52.582250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:52.582379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:52.582414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:52.582440] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:52.585583] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=79.00%)
[2025-12-03T20:48:52.585860] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-03T20:48:52.585979] [INFO ] [sig       ] RMNI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:52.721215] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RMNI.txt
[2025-12-03T20:48:52.721319] [INFO ] [sig       ] [2685/3516] Completed RMNI in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 4.7m
[2025-12-03T20:48:52.721354] [INFO ] [sig       ] [2686/3516] Forecasting RNA...
[2025-12-03T20:48:52.721382] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-03T20:48:52.721411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-03T20:48:52.733068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-03T20:48:52.733345] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-03T20:48:52.734118] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-03T20:48:52.734167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:52.734196] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:52.734221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:52.734274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:52.789377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:52.789987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:52.790061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:52.790091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:52.907737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:52.907834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:52.907867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:52.907897] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:52.910899] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-03T20:48:52.911159] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-03T20:48:52.911272] [INFO ] [sig       ] RNA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:53.045861] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RNA.txt
[2025-12-03T20:48:53.045963] [INFO ] [sig       ] [2686/3516] Completed RNA in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.7m
[2025-12-03T20:48:53.045998] [INFO ] [sig       ] [2687/3516] Forecasting RNAC...
[2025-12-03T20:48:53.046025] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-03T20:48:53.046052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-03T20:48:53.057146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-03T20:48:53.057410] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-03T20:48:53.058180] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-03T20:48:53.058227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:53.058257] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:53.058282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:53.058335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:53.112324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:53.112915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:53.112985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:53.113016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:53.227175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:53.227313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:53.227348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:53.227375] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:53.230395] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-12-03T20:48:53.230664] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-03T20:48:53.230779] [INFO ] [sig       ] RNAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:53.369309] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RNAC.txt
[2025-12-03T20:48:53.369420] [INFO ] [sig       ] [2687/3516] Completed RNAC in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:53.369457] [INFO ] [sig       ] [2688/3516] Forecasting RNG...
[2025-12-03T20:48:53.369484] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-03T20:48:53.369511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-03T20:48:53.380890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-03T20:48:53.381168] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-03T20:48:53.381928] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-03T20:48:53.381984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:53.382014] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:53.382039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:53.382092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:53.436180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:53.436748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:53.436819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:53.436850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:53.553937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:53.554053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:53.554087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:53.554113] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:53.557104] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-12-03T20:48:53.557354] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-03T20:48:53.557467] [INFO ] [sig       ] RNG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:53.692484] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RNG.txt
[2025-12-03T20:48:53.692600] [INFO ] [sig       ] [2688/3516] Completed RNG in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:53.692637] [INFO ] [sig       ] [2689/3516] Forecasting RNP...
[2025-12-03T20:48:53.692665] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-03T20:48:53.692693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-03T20:48:53.703644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-03T20:48:53.703910] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-03T20:48:53.704648] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-03T20:48:53.704696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:53.704726] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:53.704751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:53.704806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:53.759308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:53.759920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:53.759998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:53.760028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:53.875389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:53.875525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:53.875560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:53.875603] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:53.878821] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2025-12-03T20:48:53.879093] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-03T20:48:53.879217] [INFO ] [sig       ] RNP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:54.015144] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RNP.txt
[2025-12-03T20:48:54.015296] [INFO ] [sig       ] [2689/3516] Completed RNP in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:54.015334] [INFO ] [sig       ] [2690/3516] Forecasting ROAD...
[2025-12-03T20:48:54.015362] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-03T20:48:54.015390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-03T20:48:54.026342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-03T20:48:54.026680] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-03T20:48:54.027414] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-03T20:48:54.027463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:54.027493] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:54.027518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:54.027598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:54.085258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:54.086156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:54.086255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:54.086289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:54.205903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:54.206061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:54.206100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:54.206127] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:54.209435] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=20.37%)
[2025-12-03T20:48:54.209741] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-03T20:48:54.209867] [INFO ] [sig       ] ROAD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:54.350064] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ROAD.txt
[2025-12-03T20:48:54.350215] [INFO ] [sig       ] [2690/3516] Completed ROAD in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:54.350262] [INFO ] [sig       ] [2691/3516] Forecasting ROCK...
[2025-12-03T20:48:54.350304] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-03T20:48:54.350337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-03T20:48:54.361866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-03T20:48:54.362236] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-03T20:48:54.363005] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-03T20:48:54.363055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:54.363098] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:54.363124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:54.363178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:54.421197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:54.422076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:54.422163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:54.422195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:54.541918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:54.542069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:54.542106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:54.542132] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:54.545440] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: DOWN (p=38.24%)
[2025-12-03T20:48:54.545756] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-03T20:48:54.545888] [INFO ] [sig       ] ROCK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:54.693531] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ROCK.txt
[2025-12-03T20:48:54.693700] [INFO ] [sig       ] [2691/3516] Completed ROCK in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:54.693765] [INFO ] [sig       ] [2692/3516] Forecasting ROE...
[2025-12-03T20:48:54.693795] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-03T20:48:54.693824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-03T20:48:54.704518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-03T20:48:54.704860] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-03T20:48:54.705611] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-03T20:48:54.705663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:54.705694] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:54.705719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:54.705773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:54.762594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:54.763426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:54.763509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:54.763542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:54.881955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:54.882123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:54.882166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:54.882195] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:54.885589] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=51.81%)
[2025-12-03T20:48:54.885856] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-03T20:48:54.885975] [INFO ] [sig       ] ROE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:55.030889] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ROE.txt
[2025-12-03T20:48:55.031037] [INFO ] [sig       ] [2692/3516] Completed ROE in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:55.031072] [INFO ] [sig       ] [2693/3516] Forecasting ROP...
[2025-12-03T20:48:55.031102] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-03T20:48:55.031130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-03T20:48:55.042094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-03T20:48:55.042440] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-03T20:48:55.043204] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-03T20:48:55.043253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:55.043283] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:55.043308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:55.043363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:55.100023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:55.100809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:55.100888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:55.100920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:55.219759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:55.219910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:55.219955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:55.219989] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:55.223348] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-03T20:48:55.223642] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-03T20:48:55.223769] [INFO ] [sig       ] ROP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:55.370557] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ROP.txt
[2025-12-03T20:48:55.370760] [INFO ] [sig       ] [2693/3516] Completed ROP in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:55.370797] [INFO ] [sig       ] [2694/3516] Forecasting RPAY...
[2025-12-03T20:48:55.370826] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-03T20:48:55.370854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-03T20:48:55.382484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-03T20:48:55.382817] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-03T20:48:55.383637] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-03T20:48:55.383689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:55.383719] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:55.383746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:55.383802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:55.441725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:55.442599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:55.442687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:55.442720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:55.567290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:55.567444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:55.567483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:55.567511] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:55.570919] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=28.10%)
[2025-12-03T20:48:55.571185] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-03T20:48:55.571307] [INFO ] [sig       ] RPAY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:55.707263] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RPAY.txt
[2025-12-03T20:48:55.707368] [INFO ] [sig       ] [2694/3516] Completed RPAY in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:55.707410] [INFO ] [sig       ] [2695/3516] Forecasting RPD...
[2025-12-03T20:48:55.707439] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-03T20:48:55.707467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-03T20:48:55.729982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-03T20:48:55.730741] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-03T20:48:55.732115] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-03T20:48:55.732180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:55.732249] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:55.732333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:55.732416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:55.801482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:55.802645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:55.802747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:55.802782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:55.931351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:55.931615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:55.931671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:55.931700] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:55.936016] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-03T20:48:55.936346] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-03T20:48:55.936499] [INFO ] [sig       ] RPD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:56.084411] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RPD.txt
[2025-12-03T20:48:56.084645] [INFO ] [sig       ] [2695/3516] Completed RPD in 0.4s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:56.084692] [INFO ] [sig       ] [2696/3516] Forecasting RPID...
[2025-12-03T20:48:56.084722] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-03T20:48:56.084753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-03T20:48:56.097603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-03T20:48:56.097960] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-03T20:48:56.098768] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-03T20:48:56.098818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:56.098849] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:56.098874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:56.098930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:56.153192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:56.153811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:56.153903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:56.153938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:56.267992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:56.268165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:56.268203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:56.268230] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:56.271491] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-03T20:48:56.271768] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-03T20:48:56.271934] [INFO ] [sig       ] RPID: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:56.406235] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RPID.txt
[2025-12-03T20:48:56.406357] [INFO ] [sig       ] [2696/3516] Completed RPID in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:56.406394] [INFO ] [sig       ] [2697/3516] Forecasting RPRX...
[2025-12-03T20:48:56.406422] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-03T20:48:56.406449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-03T20:48:56.420554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-03T20:48:56.421131] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-03T20:48:56.422088] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-03T20:48:56.422145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:56.422180] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:56.422207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:56.422264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:56.480843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:56.482021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:56.482127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:56.482159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:56.611931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:56.612158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:56.612205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:56.612241] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:56.616264] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=87.42%)
[2025-12-03T20:48:56.616662] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-03T20:48:56.616811] [INFO ] [sig       ] RPRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:56.765861] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RPRX.txt
[2025-12-03T20:48:56.766073] [INFO ] [sig       ] [2697/3516] Completed RPRX in 0.4s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:56.766116] [INFO ] [sig       ] [2698/3516] Forecasting RPTX...
[2025-12-03T20:48:56.766145] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-03T20:48:56.766212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-03T20:48:56.780500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-03T20:48:56.781094] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-03T20:48:56.782069] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-03T20:48:56.782122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:56.782153] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:56.782183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:56.782239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:56.840233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:56.841376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:56.841475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:56.841508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:56.966370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:56.966649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:56.966727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:56.966760] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:56.970869] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-03T20:48:56.971222] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-03T20:48:56.971378] [INFO ] [sig       ] RPTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:57.110801] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RPTX.txt
[2025-12-03T20:48:57.111020] [INFO ] [sig       ] [2698/3516] Completed RPTX in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:57.111062] [INFO ] [sig       ] [2699/3516] Forecasting RQI...
[2025-12-03T20:48:57.111090] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-03T20:48:57.111119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-03T20:48:57.134673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-03T20:48:57.135408] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-03T20:48:57.136459] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-03T20:48:57.136512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:57.136549] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:57.136615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:57.136688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:57.194726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:57.195905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:57.196009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:57.196043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:57.321181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:57.321410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:57.321453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:57.321482] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:57.325405] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-12-03T20:48:57.325745] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-03T20:48:57.325886] [INFO ] [sig       ] RQI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:57.476284] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RQI.txt
[2025-12-03T20:48:57.476528] [INFO ] [sig       ] [2699/3516] Completed RQI in 0.4s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:57.476587] [INFO ] [sig       ] [2700/3516] Forecasting RRBI...
[2025-12-03T20:48:57.476620] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-03T20:48:57.476652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-03T20:48:57.489971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-03T20:48:57.490464] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-03T20:48:57.491440] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-03T20:48:57.491495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:57.491525] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:57.491551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:57.491627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:57.549651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:57.550647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:57.550768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:57.550802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:57.652186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:57.652349] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:48:57.652387] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:57.652414] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:57.655874] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-03T20:48:57.656225] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-03T20:48:57.656365] [INFO ] [sig       ] RRBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:57.802399] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RRBI.txt
[2025-12-03T20:48:57.802552] [INFO ] [sig       ] [2700/3516] Completed RRBI in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:57.802611] [INFO ] [sig       ] [2701/3516] Forecasting RRC...
[2025-12-03T20:48:57.802643] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-03T20:48:57.802671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-03T20:48:57.820040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-03T20:48:57.820766] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-03T20:48:57.821969] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-03T20:48:57.822036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:57.822085] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:57.822126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:57.822214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:57.887257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:57.888367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:57.888471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:57.888505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:58.011208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:58.011445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:58.011489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:58.011519] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:58.015357] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-03T20:48:58.015695] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-03T20:48:58.015840] [INFO ] [sig       ] RRC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:58.156372] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RRC.txt
[2025-12-03T20:48:58.156655] [INFO ] [sig       ] [2701/3516] Completed RRC in 0.4s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:58.156713] [INFO ] [sig       ] [2702/3516] Forecasting RRGB...
[2025-12-03T20:48:58.156744] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-03T20:48:58.156774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-03T20:48:58.170980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-03T20:48:58.171446] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-03T20:48:58.172401] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-03T20:48:58.172455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:58.172507] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:58.172536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:58.172624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:58.228875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:58.229944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:58.230037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:58.230070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:58.354755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:58.354990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:58.355034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:58.355063] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:58.359209] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-03T20:48:58.359710] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-03T20:48:58.359881] [INFO ] [sig       ] RRGB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:58.508238] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RRGB.txt
[2025-12-03T20:48:58.508539] [INFO ] [sig       ] [2702/3516] Completed RRGB in 0.4s | 2.97 sym/s | Total: 15.1m | ETA: 4.6m
[2025-12-03T20:48:58.508622] [INFO ] [sig       ] [2703/3516] Forecasting RRX...
[2025-12-03T20:48:58.508656] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-03T20:48:58.508689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-03T20:48:58.521848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-03T20:48:58.522258] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-03T20:48:58.523060] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-03T20:48:58.523111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:58.523141] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:58.523166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:58.523220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:58.578859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:58.579814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:58.579934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:58.579966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:58.700520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:58.700707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:58.700745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:58.700772] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:58.704078] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=65.16%)
[2025-12-03T20:48:58.704376] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-03T20:48:58.704503] [INFO ] [sig       ] RRX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:48:58.846181] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RRX.txt
[2025-12-03T20:48:58.846332] [INFO ] [sig       ] [2703/3516] Completed RRX in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.6m
[2025-12-03T20:48:58.846371] [INFO ] [sig       ] [2704/3516] Forecasting RS...
[2025-12-03T20:48:58.846400] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-03T20:48:58.846428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-03T20:48:58.861910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-03T20:48:58.862307] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-03T20:48:58.863121] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-03T20:48:58.863172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:58.863202] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:58.863227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:58.863281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:58.918262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:58.919155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:58.919253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:58.919285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:59.042752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:59.042946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:59.042991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:59.043019] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:59.046595] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-03T20:48:59.046954] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-03T20:48:59.047105] [INFO ] [sig       ] RS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:59.185076] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RS.txt
[2025-12-03T20:48:59.185204] [INFO ] [sig       ] [2704/3516] Completed RS in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.6m
[2025-12-03T20:48:59.185241] [INFO ] [sig       ] [2705/3516] Forecasting RSG...
[2025-12-03T20:48:59.185268] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-03T20:48:59.185296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-03T20:48:59.197477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-03T20:48:59.197867] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-03T20:48:59.198650] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-03T20:48:59.198700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:59.198730] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:59.198757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:59.198812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:59.253917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:59.254754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:59.254855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:59.254925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:59.377084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:59.377241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:59.377278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:59.377306] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:59.380615] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-03T20:48:59.380896] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-03T20:48:59.381018] [INFO ] [sig       ] RSG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:59.517787] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RSG.txt
[2025-12-03T20:48:59.517926] [INFO ] [sig       ] [2705/3516] Completed RSG in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:48:59.517962] [INFO ] [sig       ] [2706/3516] Forecasting RSI...
[2025-12-03T20:48:59.517990] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-03T20:48:59.518046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-03T20:48:59.531327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-03T20:48:59.531967] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-03T20:48:59.532947] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-03T20:48:59.533000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:59.533034] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:59.533061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:59.533119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:59.590621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:59.591685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:59.591781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:59.591814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:48:59.715585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:48:59.715810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:48:59.715856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:48:59.715884] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:48:59.719570] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-03T20:48:59.719882] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-03T20:48:59.720014] [INFO ] [sig       ] RSI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:48:59.863269] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RSI.txt
[2025-12-03T20:48:59.863501] [INFO ] [sig       ] [2706/3516] Completed RSI in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:48:59.863545] [INFO ] [sig       ] [2707/3516] Forecasting RSKD...
[2025-12-03T20:48:59.863594] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-03T20:48:59.863628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-03T20:48:59.876899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-03T20:48:59.877247] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-03T20:48:59.878052] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-03T20:48:59.878102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:48:59.878132] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:48:59.878156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:48:59.878210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:48:59.932967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:48:59.933840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:48:59.933918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:48:59.933950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:00.047654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:00.047815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:00.047854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:00.047880] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:00.051214] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=56.23%)
[2025-12-03T20:49:00.051488] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-03T20:49:00.051629] [INFO ] [sig       ] RSKD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:00.188977] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RSKD.txt
[2025-12-03T20:49:00.189144] [INFO ] [sig       ] [2707/3516] Completed RSKD in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:00.189184] [INFO ] [sig       ] [2708/3516] Forecasting RSSS...
[2025-12-03T20:49:00.189211] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-03T20:49:00.189238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-03T20:49:00.202107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-03T20:49:00.202729] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-03T20:49:00.203633] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-03T20:49:00.203683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:00.203714] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:00.203740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:00.203796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:00.260142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:00.261312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:00.261411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:00.261444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:00.379724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:00.379977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:00.380027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:00.380057] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:00.383852] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=95.36%)
[2025-12-03T20:49:00.384167] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-03T20:49:00.384308] [INFO ] [sig       ] RSSS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:00.521762] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RSSS.txt
[2025-12-03T20:49:00.521993] [INFO ] [sig       ] [2708/3516] Completed RSSS in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:00.522036] [INFO ] [sig       ] [2709/3516] Forecasting RTO...
[2025-12-03T20:49:00.522064] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-03T20:49:00.522094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-03T20:49:00.535393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-03T20:49:00.535787] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-03T20:49:00.536547] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-03T20:49:00.536615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:00.536648] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:00.536673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:00.536727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:00.592438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:00.593345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:00.593429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:00.593460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:00.714526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:00.714706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:00.714744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:00.714771] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:00.718037] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-03T20:49:00.718302] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-03T20:49:00.718421] [INFO ] [sig       ] RTO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:00.859448] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RTO.txt
[2025-12-03T20:49:00.859626] [INFO ] [sig       ] [2709/3516] Completed RTO in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:00.859666] [INFO ] [sig       ] [2710/3516] Forecasting RUM...
[2025-12-03T20:49:00.859696] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-03T20:49:00.859725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-03T20:49:00.871916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-03T20:49:00.872209] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-03T20:49:00.872954] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-03T20:49:00.873003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:00.873033] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:00.873058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:00.873113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:00.929049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:00.929913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:00.930024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:00.930066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:01.051344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:01.051508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:01.051546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:01.051594] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:01.054860] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-12-03T20:49:01.055124] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-03T20:49:01.055241] [INFO ] [sig       ] RUM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:01.195997] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RUM.txt
[2025-12-03T20:49:01.196153] [INFO ] [sig       ] [2710/3516] Completed RUM in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:01.196189] [INFO ] [sig       ] [2711/3516] Forecasting RUN...
[2025-12-03T20:49:01.196218] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-03T20:49:01.196247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-03T20:49:01.207876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-03T20:49:01.208261] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-03T20:49:01.209028] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-03T20:49:01.209079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:01.209110] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:01.209136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:01.209195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:01.264857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:01.265652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:01.265728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:01.265758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:01.381738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:01.381900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:01.381938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:01.381965] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:01.385219] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-03T20:49:01.385495] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-03T20:49:01.385634] [INFO ] [sig       ] RUN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:01.535188] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RUN.txt
[2025-12-03T20:49:01.535419] [INFO ] [sig       ] [2711/3516] Completed RUN in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:01.535478] [INFO ] [sig       ] [2712/3516] Forecasting RUNN...
[2025-12-03T20:49:01.535521] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-03T20:49:01.535559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-03T20:49:01.551509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-03T20:49:01.552072] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-03T20:49:01.553169] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-03T20:49:01.553240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:01.553327] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:01.553368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:01.553447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:01.610519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:01.611405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:01.611484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:01.611516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:01.731704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:01.731861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:01.731899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:01.731928] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:01.735316] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-03T20:49:01.735661] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-03T20:49:01.735796] [INFO ] [sig       ] RUNN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:01.889442] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RUNN.txt
[2025-12-03T20:49:01.889614] [INFO ] [sig       ] [2712/3516] Completed RUNN in 0.4s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:01.889654] [INFO ] [sig       ] [2713/3516] Forecasting RUSHA...
[2025-12-03T20:49:01.889683] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-03T20:49:01.889713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-03T20:49:01.901744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-03T20:49:01.902120] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-03T20:49:01.902904] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-03T20:49:01.902953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:01.902983] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:01.903008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:01.903061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:01.961145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:01.962259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:01.962343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:01.962375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:02.082541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:02.082713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:02.082751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:02.082777] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:02.086061] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-03T20:49:02.086327] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-03T20:49:02.086447] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:02.224518] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RUSHA.txt
[2025-12-03T20:49:02.224696] [INFO ] [sig       ] [2713/3516] Completed RUSHA in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:02.224737] [INFO ] [sig       ] [2714/3516] Forecasting RUSHB...
[2025-12-03T20:49:02.224765] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-03T20:49:02.224794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-03T20:49:02.237706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-03T20:49:02.238018] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-03T20:49:02.238893] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-03T20:49:02.238942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:02.238973] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:02.238998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:02.239053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:02.293810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:02.294652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:02.294735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:02.294766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:02.395790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:02.395942] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:49:02.395979] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:02.396007] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:02.399230] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2025-12-03T20:49:02.399488] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-03T20:49:02.399620] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:02.534409] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RUSHB.txt
[2025-12-03T20:49:02.534513] [INFO ] [sig       ] [2714/3516] Completed RUSHB in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:02.534548] [INFO ] [sig       ] [2715/3516] Forecasting RVMD...
[2025-12-03T20:49:02.534592] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-03T20:49:02.534624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-03T20:49:02.545982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-03T20:49:02.546234] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-03T20:49:02.546966] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-03T20:49:02.547025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:02.547056] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:02.547081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:02.547134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:02.601972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:02.602633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:02.602707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:02.602738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:02.726728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:02.726853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:02.726888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:02.726947] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:02.730284] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=71.17%)
[2025-12-03T20:49:02.730740] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-03T20:49:02.730862] [INFO ] [sig       ] RVMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:02.868747] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RVMD.txt
[2025-12-03T20:49:02.868886] [INFO ] [sig       ] [2715/3516] Completed RVMD in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:02.868923] [INFO ] [sig       ] [2716/3516] Forecasting RVSB...
[2025-12-03T20:49:02.868951] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-03T20:49:02.868980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-03T20:49:02.880609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-03T20:49:02.880878] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-03T20:49:02.881615] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-03T20:49:02.881664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:02.881694] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:02.881720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:02.881774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:02.937347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:02.938203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:02.938289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:02.938321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:03.065076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:03.065245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:03.065289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:03.065318] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:03.068749] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-03T20:49:03.069046] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-03T20:49:03.069178] [INFO ] [sig       ] RVSB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:03.206006] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RVSB.txt
[2025-12-03T20:49:03.206134] [INFO ] [sig       ] [2716/3516] Completed RVSB in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:03.206170] [INFO ] [sig       ] [2717/3516] Forecasting RVTY...
[2025-12-03T20:49:03.206199] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-03T20:49:03.206226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-03T20:49:03.220847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-03T20:49:03.221526] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-03T20:49:03.222661] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-03T20:49:03.222721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:03.222761] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:03.222793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:03.222875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:03.283546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:03.284641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:03.284743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:03.284776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:03.407510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:03.407791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:03.407834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:03.407865] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:03.411491] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2025-12-03T20:49:03.411808] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-03T20:49:03.411936] [INFO ] [sig       ] RVTY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:03.551524] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RVTY.txt
[2025-12-03T20:49:03.551741] [INFO ] [sig       ] [2717/3516] Completed RVTY in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:03.551780] [INFO ] [sig       ] [2718/3516] Forecasting RWAY...
[2025-12-03T20:49:03.551808] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-03T20:49:03.551842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-03T20:49:03.565024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-03T20:49:03.565530] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-03T20:49:03.566519] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-03T20:49:03.566592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:03.566626] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:03.566652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:03.566707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:03.622700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:03.623664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:03.623749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:03.623779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:03.744908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:03.745065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:03.745103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:03.745130] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:03.748401] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-12-03T20:49:03.748683] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-03T20:49:03.748802] [INFO ] [sig       ] RWAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:03.889050] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RWAY.txt
[2025-12-03T20:49:03.889254] [INFO ] [sig       ] [2718/3516] Completed RWAY in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:03.889301] [INFO ] [sig       ] [2719/3516] Forecasting RXO...
[2025-12-03T20:49:03.889331] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-03T20:49:03.889361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-03T20:49:03.903990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-03T20:49:03.904555] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-03T20:49:03.905502] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-03T20:49:03.905556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:03.905618] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:03.905646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:03.905705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:03.963056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:03.964169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:03.964263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:03.964296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:04.086463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:04.086696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:04.086738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:04.086767] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:04.090611] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=59.15%)
[2025-12-03T20:49:04.090916] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-03T20:49:04.091050] [INFO ] [sig       ] RXO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:04.233145] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RXO.txt
[2025-12-03T20:49:04.233344] [INFO ] [sig       ] [2719/3516] Completed RXO in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:04.233385] [INFO ] [sig       ] [2720/3516] Forecasting RXRX...
[2025-12-03T20:49:04.233415] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-03T20:49:04.233445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-03T20:49:04.245875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-03T20:49:04.246276] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-03T20:49:04.247055] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-03T20:49:04.247104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:04.247134] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:04.247159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:04.247212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:04.302413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:04.303157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:04.303240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:04.303283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:04.422302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:04.422455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:04.422492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:04.422520] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:04.425754] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-03T20:49:04.426028] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-03T20:49:04.426147] [INFO ] [sig       ] RXRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:04.563389] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RXRX.txt
[2025-12-03T20:49:04.563540] [INFO ] [sig       ] [2720/3516] Completed RXRX in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 4.5m
[2025-12-03T20:49:04.563597] [INFO ] [sig       ] [2721/3516] Forecasting RY...
[2025-12-03T20:49:04.563628] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-03T20:49:04.563657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-03T20:49:04.577323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-03T20:49:04.577841] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-03T20:49:04.578750] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-03T20:49:04.578801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:04.578833] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:04.578858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:04.578914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:04.636962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:04.638068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:04.638163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:04.638198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:04.767887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:04.768163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:04.768210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:04.768236] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:04.772239] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-03T20:49:04.772599] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-03T20:49:04.772752] [INFO ] [sig       ] RY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:04.913874] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RY.txt
[2025-12-03T20:49:04.914088] [INFO ] [sig       ] [2721/3516] Completed RY in 0.4s | 2.97 sym/s | Total: 15.3m | ETA: 4.5m
[2025-12-03T20:49:04.914129] [INFO ] [sig       ] [2722/3516] Forecasting RYAAY...
[2025-12-03T20:49:04.914158] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-03T20:49:04.914188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-03T20:49:04.928292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-03T20:49:04.928891] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-03T20:49:04.929804] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-03T20:49:04.929854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:04.929885] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:04.929911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:04.929967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:04.986867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:04.988027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:04.988168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:04.988200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:05.111994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:05.112217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:05.112289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:05.112319] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:05.116090] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-12-03T20:49:05.116443] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-03T20:49:05.116620] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:05.256345] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RYAAY.txt
[2025-12-03T20:49:05.256527] [INFO ] [sig       ] [2722/3516] Completed RYAAY in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.5m
[2025-12-03T20:49:05.256566] [INFO ] [sig       ] [2723/3516] Forecasting RYAM...
[2025-12-03T20:49:05.256616] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-03T20:49:05.256647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-03T20:49:05.270024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-03T20:49:05.270496] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-03T20:49:05.271390] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-03T20:49:05.271440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:05.271472] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:05.271498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:05.271553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:05.328413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:05.329505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:05.329645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:05.329685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:05.461315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:05.461584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:05.461635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:05.461666] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:05.465570] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-03T20:49:05.465902] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-03T20:49:05.466044] [INFO ] [sig       ] RYAM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:05.611126] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RYAM.txt
[2025-12-03T20:49:05.611336] [INFO ] [sig       ] [2723/3516] Completed RYAM in 0.4s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:05.611375] [INFO ] [sig       ] [2724/3516] Forecasting RYAN...
[2025-12-03T20:49:05.611405] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-03T20:49:05.611435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-03T20:49:05.624652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-03T20:49:05.625132] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-03T20:49:05.626004] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-03T20:49:05.626055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:05.626088] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:05.626114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:05.626171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:05.683754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:05.684859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:05.684954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:05.684987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:05.805931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:05.806161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:05.806205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:05.806234] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:05.810093] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2025-12-03T20:49:05.810387] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-03T20:49:05.810522] [INFO ] [sig       ] RYAN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:05.953803] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RYAN.txt
[2025-12-03T20:49:05.953987] [INFO ] [sig       ] [2724/3516] Completed RYAN in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:05.954026] [INFO ] [sig       ] [2725/3516] Forecasting RYI...
[2025-12-03T20:49:05.954056] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-03T20:49:05.954090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-03T20:49:05.966915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-03T20:49:05.967354] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-03T20:49:05.968309] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-03T20:49:05.968360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:05.968392] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:05.968418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:05.968475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:06.027160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:06.028211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:06.028322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:06.028355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:06.149000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:06.149219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:06.149261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:06.149291] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:06.153029] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=0.78%)
[2025-12-03T20:49:06.153320] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-03T20:49:06.153450] [INFO ] [sig       ] RYI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:06.298507] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RYI.txt
[2025-12-03T20:49:06.298756] [INFO ] [sig       ] [2725/3516] Completed RYI in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:06.298797] [INFO ] [sig       ] [2726/3516] Forecasting RYN...
[2025-12-03T20:49:06.298826] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-03T20:49:06.298856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-03T20:49:06.312567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-03T20:49:06.313093] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-03T20:49:06.313962] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-03T20:49:06.314013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:06.314066] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:06.314092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:06.314156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:06.371858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:06.373022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:06.373119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:06.373151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:06.495335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:06.495596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:06.495652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:06.495692] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:06.500922] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=87.73%)
[2025-12-03T20:49:06.501407] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-03T20:49:06.501622] [INFO ] [sig       ] RYN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:06.665405] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RYN.txt
[2025-12-03T20:49:06.665643] [INFO ] [sig       ] [2726/3516] Completed RYN in 0.4s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:06.665689] [INFO ] [sig       ] [2727/3516] Forecasting RYTM...
[2025-12-03T20:49:06.665721] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-03T20:49:06.665752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-03T20:49:06.679200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-03T20:49:06.679689] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-03T20:49:06.680528] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-03T20:49:06.680597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:06.680630] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:06.680656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:06.680712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:06.738563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:06.739686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:06.739777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:06.739810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:06.868531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:06.868776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:06.868818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:06.868852] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:06.872835] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=22.53%)
[2025-12-03T20:49:06.873156] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-03T20:49:06.873306] [INFO ] [sig       ] RYTM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:07.021302] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/RYTM.txt
[2025-12-03T20:49:07.021530] [INFO ] [sig       ] [2727/3516] Completed RYTM in 0.4s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:07.021591] [INFO ] [sig       ] [2728/3516] Forecasting RZB...
[2025-12-03T20:49:07.021633] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-03T20:49:07.021664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-03T20:49:07.034615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-03T20:49:07.034956] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-03T20:49:07.035829] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-03T20:49:07.035879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:07.035911] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:07.035937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:07.035994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:07.094076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:07.095125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:07.095213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:07.095246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:07.216367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:07.216640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:07.216691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:07.216720] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:07.220617] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=65.00%)
[2025-12-03T20:49:07.220916] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-03T20:49:07.221047] [INFO ] [sig       ] RZB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:07.363135] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RZB.txt
[2025-12-03T20:49:07.363305] [INFO ] [sig       ] [2728/3516] Completed RZB in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:07.363344] [INFO ] [sig       ] [2729/3516] Forecasting RZC...
[2025-12-03T20:49:07.363375] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-03T20:49:07.363405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-03T20:49:07.376657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-03T20:49:07.377205] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-03T20:49:07.378180] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-03T20:49:07.378254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:07.378336] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:07.378374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:07.378453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:07.434748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:07.435622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:07.435713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:07.435747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:07.555741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:07.555875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:07.555914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:07.555942] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:07.559321] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-03T20:49:07.559606] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-03T20:49:07.559730] [INFO ] [sig       ] RZC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:07.702821] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/RZC.txt
[2025-12-03T20:49:07.702959] [INFO ] [sig       ] [2729/3516] Completed RZC in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:07.703004] [INFO ] [sig       ] [2730/3516] Forecasting S...
[2025-12-03T20:49:07.703034] [INFO ] [sig       ] Generating forecast for: S
[2025-12-03T20:49:07.703063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-03T20:49:07.716743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-03T20:49:07.717267] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-03T20:49:07.718158] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-03T20:49:07.718210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:07.718241] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:07.718267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:07.718327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:07.775921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:07.777037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:07.777129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:07.777162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:07.908636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:07.908894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:07.908942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:07.908978] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:07.913052] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=44.55%)
[2025-12-03T20:49:07.913454] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-03T20:49:07.913632] [INFO ] [sig       ] S: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:08.063509] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/S.txt
[2025-12-03T20:49:08.063740] [INFO ] [sig       ] [2730/3516] Completed S in 0.4s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:08.063782] [INFO ] [sig       ] [2731/3516] Forecasting SA...
[2025-12-03T20:49:08.063813] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-03T20:49:08.063843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-03T20:49:08.077262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-03T20:49:08.077699] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-03T20:49:08.078485] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-03T20:49:08.078534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:08.078565] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:08.078618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:08.078673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:08.134565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:08.135374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:08.135456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:08.135488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:08.258143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:08.258309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:08.258347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:08.258374] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:08.261701] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=34.27%)
[2025-12-03T20:49:08.261968] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-03T20:49:08.262089] [INFO ] [sig       ] SA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:08.401551] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SA.txt
[2025-12-03T20:49:08.401696] [INFO ] [sig       ] [2731/3516] Completed SA in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:08.401731] [INFO ] [sig       ] [2732/3516] Forecasting SAFE...
[2025-12-03T20:49:08.401759] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-03T20:49:08.401789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-03T20:49:08.413324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-03T20:49:08.413640] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-03T20:49:08.414394] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-03T20:49:08.414444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:08.414475] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:08.414502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:08.414558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:08.472034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:08.472713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:08.472789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:08.472822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:08.590487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:08.590653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:08.590691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:08.590718] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:08.594117] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-03T20:49:08.594428] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-03T20:49:08.594553] [INFO ] [sig       ] SAFE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:08.733225] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SAFE.txt
[2025-12-03T20:49:08.733379] [INFO ] [sig       ] [2732/3516] Completed SAFE in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:08.733416] [INFO ] [sig       ] [2733/3516] Forecasting SAH...
[2025-12-03T20:49:08.733444] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-03T20:49:08.733473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-03T20:49:08.744303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-03T20:49:08.744681] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-03T20:49:08.745428] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-03T20:49:08.745477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:08.745508] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:08.745534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:08.745609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:08.801720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:08.802520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:08.802626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:08.802661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:08.922026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:08.922179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:08.922218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:08.922263] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:08.925629] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=82.23%)
[2025-12-03T20:49:08.925897] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-03T20:49:08.926022] [INFO ] [sig       ] SAH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:09.066558] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SAH.txt
[2025-12-03T20:49:09.066729] [INFO ] [sig       ] [2733/3516] Completed SAH in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:09.066766] [INFO ] [sig       ] [2734/3516] Forecasting SAIA...
[2025-12-03T20:49:09.066795] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-03T20:49:09.066822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-03T20:49:09.081074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-03T20:49:09.081519] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-03T20:49:09.082402] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-03T20:49:09.082451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:09.082481] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:09.082507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:09.082562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:09.140033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:09.140920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:09.141007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:09.141039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:09.264363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:09.264523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:09.264562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:09.264610] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:09.267961] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-03T20:49:09.268253] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-03T20:49:09.268379] [INFO ] [sig       ] SAIA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:09.411480] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SAIA.txt
[2025-12-03T20:49:09.411631] [INFO ] [sig       ] [2734/3516] Completed SAIA in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:09.411669] [INFO ] [sig       ] [2735/3516] Forecasting SAIC...
[2025-12-03T20:49:09.411706] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-03T20:49:09.411734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-03T20:49:09.422588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-03T20:49:09.422892] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-03T20:49:09.423646] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-03T20:49:09.423695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:09.423726] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:09.423752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:09.423805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:09.480026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:09.480773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:09.480851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:09.480919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:09.603094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:09.603248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:09.603287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:09.603315] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:09.606698] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-03T20:49:09.607002] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-03T20:49:09.607130] [INFO ] [sig       ] SAIC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:09.762432] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SAIC.txt
[2025-12-03T20:49:09.762598] [INFO ] [sig       ] [2735/3516] Completed SAIC in 0.4s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:09.762638] [INFO ] [sig       ] [2736/3516] Forecasting SAM...
[2025-12-03T20:49:09.762666] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-03T20:49:09.762695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-03T20:49:09.774149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-03T20:49:09.774486] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-03T20:49:09.775269] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-03T20:49:09.775319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:09.775351] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:09.775377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:09.775433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:09.831423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:09.832233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:09.832312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:09.832343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:09.954094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:09.954269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:09.954308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:09.954335] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:09.957717] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=49.11%)
[2025-12-03T20:49:09.957984] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-03T20:49:09.958127] [INFO ] [sig       ] SAM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:10.097195] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SAM.txt
[2025-12-03T20:49:10.097351] [INFO ] [sig       ] [2736/3516] Completed SAM in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:10.097389] [INFO ] [sig       ] [2737/3516] Forecasting SAMG...
[2025-12-03T20:49:10.097418] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-03T20:49:10.097445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-03T20:49:10.108929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-03T20:49:10.109275] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-03T20:49:10.110089] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-03T20:49:10.110140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:10.110170] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:10.110197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:10.110269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:10.166809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:10.167639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:10.167718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:10.167750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:10.299157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:10.299327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:10.299376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:10.299413] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:10.303762] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2025-12-03T20:49:10.304116] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-03T20:49:10.304274] [INFO ] [sig       ] SAMG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:10.445372] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SAMG.txt
[2025-12-03T20:49:10.445529] [INFO ] [sig       ] [2737/3516] Completed SAMG in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 4.4m
[2025-12-03T20:49:10.445567] [INFO ] [sig       ] [2738/3516] Forecasting SAN...
[2025-12-03T20:49:10.445616] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-03T20:49:10.445645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-03T20:49:10.456980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-03T20:49:10.457310] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-03T20:49:10.458102] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-03T20:49:10.458152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:10.458183] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:10.458208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:10.458264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:10.515704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:10.516485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:10.516569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:10.516625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:10.638619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:10.638799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:10.638840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:10.638868] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:10.642220] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=59.48%)
[2025-12-03T20:49:10.642491] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-03T20:49:10.642634] [INFO ] [sig       ] SAN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:10.786586] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SAN.txt
[2025-12-03T20:49:10.786745] [INFO ] [sig       ] [2738/3516] Completed SAN in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.4m
[2025-12-03T20:49:10.786783] [INFO ] [sig       ] [2739/3516] Forecasting SANA...
[2025-12-03T20:49:10.786812] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-03T20:49:10.786841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-03T20:49:10.799108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-03T20:49:10.799444] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-03T20:49:10.800194] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-03T20:49:10.800258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:10.800290] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:10.800317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:10.800371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:10.855074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:10.855901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:10.856035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:10.856069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:10.973294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:10.973454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:10.973491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:10.973518] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:10.976796] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=22.42%)
[2025-12-03T20:49:10.977061] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-03T20:49:10.977176] [INFO ] [sig       ] SANA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:11.113182] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SANA.txt
[2025-12-03T20:49:11.113334] [INFO ] [sig       ] [2739/3516] Completed SANA in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.4m
[2025-12-03T20:49:11.113369] [INFO ] [sig       ] [2740/3516] Forecasting SANM...
[2025-12-03T20:49:11.113398] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-03T20:49:11.113425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-03T20:49:11.125601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-03T20:49:11.125973] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-03T20:49:11.126794] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-03T20:49:11.126856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:11.126900] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:11.126934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:11.127013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:11.189981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:11.190948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:11.191054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:11.191103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:11.312975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:11.313126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:11.313165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:11.313193] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:11.316556] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-03T20:49:11.316844] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-03T20:49:11.316971] [INFO ] [sig       ] SANM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:11.459696] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SANM.txt
[2025-12-03T20:49:11.459858] [INFO ] [sig       ] [2740/3516] Completed SANM in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.4m
[2025-12-03T20:49:11.459903] [INFO ] [sig       ] [2741/3516] Forecasting SAP...
[2025-12-03T20:49:11.459933] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-03T20:49:11.459962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-03T20:49:11.472249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-03T20:49:11.472654] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-03T20:49:11.473430] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-03T20:49:11.473481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:11.473513] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:11.473538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:11.473636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:11.533873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:11.534694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:11.534775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:11.534809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:11.656945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:11.657099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:11.657135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:11.657161] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:11.660457] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-03T20:49:11.660735] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-03T20:49:11.660851] [INFO ] [sig       ] SAP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:11.797325] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SAP.txt
[2025-12-03T20:49:11.797479] [INFO ] [sig       ] [2741/3516] Completed SAP in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:11.797519] [INFO ] [sig       ] [2742/3516] Forecasting SARK...
[2025-12-03T20:49:11.797548] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-03T20:49:11.797600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-03T20:49:11.808674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-03T20:49:11.808960] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-03T20:49:11.809719] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-03T20:49:11.809767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:11.809798] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:11.809823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:11.809877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:11.865135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:11.865862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:11.865937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:11.865971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:11.982641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:11.982797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:11.982835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:11.982864] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:11.986168] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-03T20:49:11.986451] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-03T20:49:11.986595] [INFO ] [sig       ] SARK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:12.123536] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SARK.txt
[2025-12-03T20:49:12.123716] [INFO ] [sig       ] [2742/3516] Completed SARK in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:12.123754] [INFO ] [sig       ] [2743/3516] Forecasting SATL...
[2025-12-03T20:49:12.123783] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-03T20:49:12.123812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-03T20:49:12.134675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-03T20:49:12.134982] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-03T20:49:12.135721] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-03T20:49:12.135769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:12.135800] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:12.135825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:12.135880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:12.191676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:12.192336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:12.192409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:12.192439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:12.305050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:12.305198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:12.305234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:12.305261] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:12.308515] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-03T20:49:12.308792] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-03T20:49:12.308914] [INFO ] [sig       ] SATL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:12.450713] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SATL.txt
[2025-12-03T20:49:12.450847] [INFO ] [sig       ] [2743/3516] Completed SATL in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:12.450883] [INFO ] [sig       ] [2744/3516] Forecasting SATS...
[2025-12-03T20:49:12.450912] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-03T20:49:12.450941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-03T20:49:12.461694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-03T20:49:12.461960] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-03T20:49:12.462742] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-03T20:49:12.462794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:12.462825] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:12.462850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:12.462919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:12.519918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:12.520643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:12.520721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:12.520753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:12.644232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:12.644379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:12.644417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:12.644445] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:12.647952] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-12-03T20:49:12.648250] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-03T20:49:12.648378] [INFO ] [sig       ] SATS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:12.792359] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SATS.txt
[2025-12-03T20:49:12.792488] [INFO ] [sig       ] [2744/3516] Completed SATS in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:12.792524] [INFO ] [sig       ] [2745/3516] Forecasting SAVA...
[2025-12-03T20:49:12.792553] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-03T20:49:12.792599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-03T20:49:12.805996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-03T20:49:12.806520] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-03T20:49:12.807429] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-03T20:49:12.807483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:12.807519] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:12.807547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:12.807800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:12.864846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:12.866176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:12.866273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:12.866305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:12.988665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:12.988904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:12.988950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:12.988979] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:12.992826] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-12-03T20:49:12.993180] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-03T20:49:12.993330] [INFO ] [sig       ] SAVA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:13.133620] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SAVA.txt
[2025-12-03T20:49:13.133802] [INFO ] [sig       ] [2745/3516] Completed SAVA in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:13.133841] [INFO ] [sig       ] [2746/3516] Forecasting SB...
[2025-12-03T20:49:13.133870] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-03T20:49:13.133899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-03T20:49:13.147467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-03T20:49:13.148025] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-03T20:49:13.148947] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-03T20:49:13.149026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:13.149112] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:13.149145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:13.149205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:13.212104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:13.213303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:13.213402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:13.213435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:13.334093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:13.334347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:13.334390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:13.334417] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:13.338208] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=5.91%)
[2025-12-03T20:49:13.338498] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-03T20:49:13.338644] [INFO ] [sig       ] SB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:13.484885] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SB.txt
[2025-12-03T20:49:13.485063] [INFO ] [sig       ] [2746/3516] Completed SB in 0.4s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:13.485104] [INFO ] [sig       ] [2747/3516] Forecasting SBAC...
[2025-12-03T20:49:13.485134] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-03T20:49:13.485165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-03T20:49:13.497870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-03T20:49:13.498336] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-03T20:49:13.499238] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-03T20:49:13.499297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:13.499331] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:13.499357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:13.499415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:13.557541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:13.558632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:13.558738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:13.558784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:13.680449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:13.680684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:13.680731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:13.680761] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:13.684551] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-03T20:49:13.684870] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-03T20:49:13.685005] [INFO ] [sig       ] SBAC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:13.825255] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SBAC.txt
[2025-12-03T20:49:13.825449] [INFO ] [sig       ] [2747/3516] Completed SBAC in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:13.825490] [INFO ] [sig       ] [2748/3516] Forecasting SBCF...
[2025-12-03T20:49:13.825520] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-03T20:49:13.825550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-03T20:49:13.839015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-03T20:49:13.839653] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-03T20:49:13.840607] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-03T20:49:13.840662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:13.840697] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:13.840725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:13.840785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:13.899534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:13.900677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:13.900772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:13.900804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:14.021221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:14.021451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:14.021497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:14.021527] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:14.025406] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-03T20:49:14.025725] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-03T20:49:14.025865] [INFO ] [sig       ] SBCF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:14.167671] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SBCF.txt
[2025-12-03T20:49:14.167883] [INFO ] [sig       ] [2748/3516] Completed SBCF in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:14.167923] [INFO ] [sig       ] [2749/3516] Forecasting SBFM...
[2025-12-03T20:49:14.167953] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-03T20:49:14.168015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-03T20:49:14.181305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-03T20:49:14.181800] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-03T20:49:14.182655] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-03T20:49:14.182703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:14.182734] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:14.182758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:14.182814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:14.240730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:14.241848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:14.241952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:14.241986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:14.371132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:14.371364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:14.371409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:14.371490] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:14.375522] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2025-12-03T20:49:14.375929] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-03T20:49:14.376093] [INFO ] [sig       ] SBFM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:14.588785] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SBFM.txt
[2025-12-03T20:49:14.588952] [INFO ] [sig       ] [2749/3516] Completed SBFM in 0.4s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:14.588992] [INFO ] [sig       ] [2750/3516] Forecasting SBGI...
[2025-12-03T20:49:14.589020] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-03T20:49:14.589049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-03T20:49:14.601248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-03T20:49:14.601684] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-03T20:49:14.602495] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-03T20:49:14.602562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:14.602626] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:14.602658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:14.602716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:14.659155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:14.660029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:14.660125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:14.660156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:14.783855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:14.784025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:14.784068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:14.784097] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:14.787910] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2025-12-03T20:49:14.788273] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-03T20:49:14.788426] [INFO ] [sig       ] SBGI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:14.950021] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SBGI.txt
[2025-12-03T20:49:14.950190] [INFO ] [sig       ] [2750/3516] Completed SBGI in 0.4s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:14.950243] [INFO ] [sig       ] [2751/3516] Forecasting SBH...
[2025-12-03T20:49:14.950281] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-03T20:49:14.950313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-03T20:49:14.962176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-03T20:49:14.962599] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-03T20:49:14.963446] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-03T20:49:14.963499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:14.963532] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:14.963559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:14.963660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:15.028293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:15.029226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:15.029314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:15.029348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:15.155126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:15.155270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:15.155310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:15.155338] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:15.158612] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2025-12-03T20:49:15.158872] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-03T20:49:15.158990] [INFO ] [sig       ] SBH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:15.293516] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SBH.txt
[2025-12-03T20:49:15.293648] [INFO ] [sig       ] [2751/3516] Completed SBH in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:15.293686] [INFO ] [sig       ] [2752/3516] Forecasting SBI...
[2025-12-03T20:49:15.293714] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-03T20:49:15.293744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-03T20:49:15.305148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-03T20:49:15.305475] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-03T20:49:15.306232] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-03T20:49:15.306281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:15.306311] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:15.306335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:15.306394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:15.361561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:15.362214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:15.362292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:15.362324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:15.478627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:15.478779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:15.478816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:15.478849] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:15.482257] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=36.15%)
[2025-12-03T20:49:15.482532] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-03T20:49:15.482672] [INFO ] [sig       ] SBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:15.625415] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SBI.txt
[2025-12-03T20:49:15.625595] [INFO ] [sig       ] [2752/3516] Completed SBI in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:15.625637] [INFO ] [sig       ] [2753/3516] Forecasting SBLK...
[2025-12-03T20:49:15.625665] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-03T20:49:15.625695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-03T20:49:15.637621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-03T20:49:15.637941] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-03T20:49:15.638740] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-03T20:49:15.638791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:15.638822] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:15.638848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:15.638904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:15.694128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:15.694747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:15.694819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:15.694850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:15.813553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:15.813721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:15.813759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:15.813786] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:15.816998] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-03T20:49:15.817255] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-03T20:49:15.817371] [INFO ] [sig       ] SBLK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:15.953763] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SBLK.txt
[2025-12-03T20:49:15.953893] [INFO ] [sig       ] [2753/3516] Completed SBLK in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:15.953936] [INFO ] [sig       ] [2754/3516] Forecasting SBRA...
[2025-12-03T20:49:15.953972] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-03T20:49:15.954002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-03T20:49:15.965923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-03T20:49:15.966198] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-03T20:49:15.966934] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-03T20:49:15.966983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:15.967013] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:15.967038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:15.967093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:16.022148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:16.022751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:16.022823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:16.022853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:16.137562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:16.137702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:16.137736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:16.137762] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:16.140904] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=10.24%)
[2025-12-03T20:49:16.141164] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-03T20:49:16.141279] [INFO ] [sig       ] SBRA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:16.278163] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SBRA.txt
[2025-12-03T20:49:16.278316] [INFO ] [sig       ] [2754/3516] Completed SBRA in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:16.278353] [INFO ] [sig       ] [2755/3516] Forecasting SBS...
[2025-12-03T20:49:16.278380] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-03T20:49:16.278410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-03T20:49:16.290132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-03T20:49:16.290387] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-03T20:49:16.291123] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-03T20:49:16.291172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:16.291202] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:16.291227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:16.291282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:16.346227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:16.346803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:16.346873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:16.346903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:16.475323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:16.475448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:16.475482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:16.475508] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:16.481420] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-12-03T20:49:16.481703] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-03T20:49:16.481840] [INFO ] [sig       ] SBS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:16.616610] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SBS.txt
[2025-12-03T20:49:16.616719] [INFO ] [sig       ] [2755/3516] Completed SBS in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.3m
[2025-12-03T20:49:16.616753] [INFO ] [sig       ] [2756/3516] Forecasting SBSI...
[2025-12-03T20:49:16.616787] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-03T20:49:16.616816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-03T20:49:16.627487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-03T20:49:16.627763] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-03T20:49:16.628509] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-03T20:49:16.628557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:16.628606] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:16.628634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:16.628689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:16.684067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:16.684664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:16.684762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:16.684794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:16.799269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:16.799409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:16.799447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:16.799477] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:16.802678] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=48.50%)
[2025-12-03T20:49:16.802933] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-03T20:49:16.803048] [INFO ] [sig       ] SBSI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:16.940102] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SBSI.txt
[2025-12-03T20:49:16.940231] [INFO ] [sig       ] [2756/3516] Completed SBSI in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.3m
[2025-12-03T20:49:16.940268] [INFO ] [sig       ] [2757/3516] Forecasting SBUX...
[2025-12-03T20:49:16.940296] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-03T20:49:16.940325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-03T20:49:16.951990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-03T20:49:16.952252] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-03T20:49:16.952989] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-03T20:49:16.953038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:16.953068] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:16.953093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:16.953147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:17.007893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:17.008507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:17.008598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:17.008632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:17.130984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:17.131110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:17.131162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:17.131190] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:17.134349] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-03T20:49:17.134631] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-03T20:49:17.134750] [INFO ] [sig       ] SBUX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:17.273735] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SBUX.txt
[2025-12-03T20:49:17.273853] [INFO ] [sig       ] [2757/3516] Completed SBUX in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.3m
[2025-12-03T20:49:17.273889] [INFO ] [sig       ] [2758/3516] Forecasting SCD...
[2025-12-03T20:49:17.273916] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-03T20:49:17.273945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-03T20:49:17.285650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-03T20:49:17.285914] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-03T20:49:17.286652] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-03T20:49:17.286701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:17.286731] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:17.286756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:17.286810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:17.342018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:17.342610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:17.342684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:17.342715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:17.457807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:17.457980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:17.458061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:17.458101] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:17.462605] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=27.48%)
[2025-12-03T20:49:17.462989] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-03T20:49:17.463142] [INFO ] [sig       ] SCD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:17.605931] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SCD.txt
[2025-12-03T20:49:17.606081] [INFO ] [sig       ] [2758/3516] Completed SCD in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.3m
[2025-12-03T20:49:17.606118] [INFO ] [sig       ] [2759/3516] Forecasting SCHL...
[2025-12-03T20:49:17.606147] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-03T20:49:17.606175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-03T20:49:17.617528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-03T20:49:17.617872] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-03T20:49:17.618652] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-03T20:49:17.618702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:17.618732] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:17.618757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:17.618811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:17.673863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:17.674710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:17.674790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:17.674821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:17.795414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:17.795591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:17.795630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:17.795658] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:17.799057] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-03T20:49:17.799349] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-03T20:49:17.799495] [INFO ] [sig       ] SCHL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:17.939198] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SCHL.txt
[2025-12-03T20:49:17.939371] [INFO ] [sig       ] [2759/3516] Completed SCHL in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:17.939410] [INFO ] [sig       ] [2760/3516] Forecasting SCI...
[2025-12-03T20:49:17.939439] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-03T20:49:17.939468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-03T20:49:17.950869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-03T20:49:17.951170] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-03T20:49:17.951914] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-03T20:49:17.951962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:17.951993] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:17.952018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:17.952072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:18.010190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:18.011032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:18.011114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:18.011147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:18.127230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:18.127395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:18.127440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:18.127473] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:18.130821] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-03T20:49:18.131093] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-03T20:49:18.131214] [INFO ] [sig       ] SCI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:18.266934] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SCI.txt
[2025-12-03T20:49:18.267065] [INFO ] [sig       ] [2760/3516] Completed SCI in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:18.267102] [INFO ] [sig       ] [2761/3516] Forecasting SCL...
[2025-12-03T20:49:18.267128] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-03T20:49:18.267157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-03T20:49:18.278456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-03T20:49:18.278743] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-03T20:49:18.279463] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-03T20:49:18.279511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:18.279552] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:18.279603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:18.279660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:18.334949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:18.335593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:18.335667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:18.335698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:18.449833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:18.449983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:18.450020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:18.450046] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:18.453247] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-03T20:49:18.453508] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-03T20:49:18.453642] [INFO ] [sig       ] SCL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:18.589621] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SCL.txt
[2025-12-03T20:49:18.589751] [INFO ] [sig       ] [2761/3516] Completed SCL in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:18.589787] [INFO ] [sig       ] [2762/3516] Forecasting SCLX...
[2025-12-03T20:49:18.589815] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-03T20:49:18.589843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-03T20:49:18.600973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-03T20:49:18.601242] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-03T20:49:18.601996] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-03T20:49:18.602046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:18.602076] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:18.602101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:18.602155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:18.657306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:18.657929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:18.658011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:18.658045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:18.777682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:18.777811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:18.777847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:18.777875] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:18.781085] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=78.46%)
[2025-12-03T20:49:18.781343] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-03T20:49:18.781473] [INFO ] [sig       ] SCLX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:18.918789] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SCLX.txt
[2025-12-03T20:49:18.918931] [INFO ] [sig       ] [2762/3516] Completed SCLX in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:18.918972] [INFO ] [sig       ] [2763/3516] Forecasting SCM...
[2025-12-03T20:49:18.919001] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-03T20:49:18.919031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-03T20:49:18.931821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-03T20:49:18.932248] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-03T20:49:18.933078] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-03T20:49:18.933140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:18.933205] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:18.933233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:18.933302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:18.998749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:18.999667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:18.999753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:18.999787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:19.116763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:19.116906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:19.116945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:19.116971] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:19.120187] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-03T20:49:19.120450] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-03T20:49:19.120567] [INFO ] [sig       ] SCM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:19.256202] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SCM.txt
[2025-12-03T20:49:19.256325] [INFO ] [sig       ] [2763/3516] Completed SCM in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:19.256362] [INFO ] [sig       ] [2764/3516] Forecasting SCS...
[2025-12-03T20:49:19.256389] [INFO ] [sig       ] Generating forecast for: SCS
[2025-12-03T20:49:19.256418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-12-03T20:49:19.268141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCS'.
[2025-12-03T20:49:19.268524] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-12-03T20:49:19.269285] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-12-03T20:49:19.269334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:19.269364] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:19.269389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:19.269443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:19.324997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:19.325808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:19.325892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:19.325924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:19.443778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:19.443936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:19.443975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:19.444002] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:19.447396] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-03T20:49:19.447758] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-12-03T20:49:19.447893] [INFO ] [sig       ] SCS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:19.588757] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SCS.txt
[2025-12-03T20:49:19.588911] [INFO ] [sig       ] [2764/3516] Completed SCS in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:19.588948] [INFO ] [sig       ] [2765/3516] Forecasting SCSC...
[2025-12-03T20:49:19.588983] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-03T20:49:19.589014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-03T20:49:19.599640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-03T20:49:19.599922] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-03T20:49:19.600705] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-03T20:49:19.600755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:19.600786] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:19.600811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:19.600865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:19.657853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:19.658762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:19.658855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:19.658889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:19.779218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:19.779374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:19.779412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:19.779439] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:19.782914] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-03T20:49:19.783255] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-03T20:49:19.783392] [INFO ] [sig       ] SCSC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:19.925722] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SCSC.txt
[2025-12-03T20:49:19.925877] [INFO ] [sig       ] [2765/3516] Completed SCSC in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:19.925913] [INFO ] [sig       ] [2766/3516] Forecasting SCVL...
[2025-12-03T20:49:19.925941] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-03T20:49:19.925970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-03T20:49:19.937434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-03T20:49:19.937833] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-03T20:49:19.938677] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-03T20:49:19.938728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:19.938758] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:19.938783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:19.938836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:19.995165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:19.996024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:19.996109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:19.996141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:20.113966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:20.114114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:20.114156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:20.114223] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:20.117624] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=13.98%)
[2025-12-03T20:49:20.117952] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-03T20:49:20.118101] [INFO ] [sig       ] SCVL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:20.268697] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SCVL.txt
[2025-12-03T20:49:20.268845] [INFO ] [sig       ] [2766/3516] Completed SCVL in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:20.268883] [INFO ] [sig       ] [2767/3516] Forecasting SCZ...
[2025-12-03T20:49:20.268911] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-03T20:49:20.268941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-03T20:49:20.280260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-03T20:49:20.280648] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-03T20:49:20.281399] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-03T20:49:20.281450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:20.281484] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:20.281512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:20.281566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:20.337119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:20.337970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:20.338085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:20.338117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:20.456397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:20.456560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:20.456625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:20.456654] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:20.460000] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-03T20:49:20.460328] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-03T20:49:20.460463] [INFO ] [sig       ] SCZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:20.603871] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SCZ.txt
[2025-12-03T20:49:20.603993] [INFO ] [sig       ] [2767/3516] Completed SCZ in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:20.604028] [INFO ] [sig       ] [2768/3516] Forecasting SD...
[2025-12-03T20:49:20.604055] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-03T20:49:20.604084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-03T20:49:20.615401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-03T20:49:20.615695] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-03T20:49:20.616438] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-03T20:49:20.616487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:20.616518] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:20.616544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:20.616621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:20.674798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:20.675400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:20.675474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:20.675507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:20.790967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:20.791098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:20.791132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:20.791177] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:20.794331] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=47.85%)
[2025-12-03T20:49:20.794611] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-03T20:49:20.794728] [INFO ] [sig       ] SD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:20.933396] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SD.txt
[2025-12-03T20:49:20.933518] [INFO ] [sig       ] [2768/3516] Completed SD in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:20.933554] [INFO ] [sig       ] [2769/3516] Forecasting SDA...
[2025-12-03T20:49:20.933598] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-03T20:49:20.933630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-03T20:49:20.944805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-03T20:49:20.945086] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-03T20:49:20.945834] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-03T20:49:20.945883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:20.945913] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:20.945939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:20.945992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:21.003783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:21.004366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:21.004440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:21.004472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:21.122299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:21.122437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:21.122473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:21.122500] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:21.125725] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=59.38%)
[2025-12-03T20:49:21.125985] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-03T20:49:21.126102] [INFO ] [sig       ] SDA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:21.263846] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SDA.txt
[2025-12-03T20:49:21.264001] [INFO ] [sig       ] [2769/3516] Completed SDA in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:21.264039] [INFO ] [sig       ] [2770/3516] Forecasting SDHY...
[2025-12-03T20:49:21.264070] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-03T20:49:21.264101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-03T20:49:21.275203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-03T20:49:21.275525] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-03T20:49:21.276269] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-03T20:49:21.276319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:21.276349] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:21.276374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:21.276427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:21.331485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:21.332289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:21.332363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:21.332394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:21.448295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:21.448427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:21.448462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:21.448488] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:21.451670] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-03T20:49:21.451926] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-03T20:49:21.452042] [INFO ] [sig       ] SDHY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:21.587200] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SDHY.txt
[2025-12-03T20:49:21.587341] [INFO ] [sig       ] [2770/3516] Completed SDHY in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:21.587378] [INFO ] [sig       ] [2771/3516] Forecasting SDRL...
[2025-12-03T20:49:21.587406] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-03T20:49:21.587434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-03T20:49:21.598425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-03T20:49:21.598775] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-03T20:49:21.599501] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-03T20:49:21.599552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:21.599602] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:21.599629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:21.599683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:21.654604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:21.655179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:21.655251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:21.655282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:21.770161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:21.770284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:21.770317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:21.770343] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:21.773470] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-03T20:49:21.773750] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-03T20:49:21.773868] [INFO ] [sig       ] SDRL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:21.914913] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SDRL.txt
[2025-12-03T20:49:21.915039] [INFO ] [sig       ] [2771/3516] Completed SDRL in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:21.915075] [INFO ] [sig       ] [2772/3516] Forecasting SDVY...
[2025-12-03T20:49:21.915103] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-03T20:49:21.915132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-03T20:49:21.925962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-03T20:49:21.926238] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-03T20:49:21.926975] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-03T20:49:21.927023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:21.927053] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:21.927079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:21.927143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:21.985340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:21.985991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:21.986068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:21.986099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:22.101136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:22.101260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:22.101293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:22.101321] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:22.104482] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-03T20:49:22.104757] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-03T20:49:22.104874] [INFO ] [sig       ] SDVY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:22.243769] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SDVY.txt
[2025-12-03T20:49:22.243881] [INFO ] [sig       ] [2772/3516] Completed SDVY in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:22.243918] [INFO ] [sig       ] [2773/3516] Forecasting SE...
[2025-12-03T20:49:22.243945] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-03T20:49:22.243973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-03T20:49:22.255625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-03T20:49:22.255913] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-03T20:49:22.256653] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-03T20:49:22.256701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:22.256732] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:22.256758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:22.256813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:22.313601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:22.314233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:22.314333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:22.314367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:22.434427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:22.434556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:22.434610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:22.434640] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:22.437823] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-12-03T20:49:22.438105] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-03T20:49:22.438225] [INFO ] [sig       ] SE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:22.573506] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SE.txt
[2025-12-03T20:49:22.573645] [INFO ] [sig       ] [2773/3516] Completed SE in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.2m
[2025-12-03T20:49:22.573682] [INFO ] [sig       ] [2774/3516] Forecasting SEDG...
[2025-12-03T20:49:22.573711] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-03T20:49:22.573739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-03T20:49:22.584600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-03T20:49:22.584882] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-03T20:49:22.585627] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-03T20:49:22.585687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:22.585719] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:22.585745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:22.585801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:22.642763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:22.643439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:22.643516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:22.643550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:22.763832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:22.763978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:22.764015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:22.764042] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:22.767324] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-03T20:49:22.767596] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-03T20:49:22.767714] [INFO ] [sig       ] SEDG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:22.904602] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SEDG.txt
[2025-12-03T20:49:22.904727] [INFO ] [sig       ] [2774/3516] Completed SEDG in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.2m
[2025-12-03T20:49:22.904763] [INFO ] [sig       ] [2775/3516] Forecasting SEE...
[2025-12-03T20:49:22.904791] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-03T20:49:22.904818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-03T20:49:22.919484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-03T20:49:22.919809] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-03T20:49:22.920525] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-03T20:49:22.920593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:22.920629] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:22.920655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:22.920709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:22.975773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:22.976362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:22.976435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:22.976465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:23.098873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:23.099022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:23.099060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:23.099086] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:23.102299] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=43.32%)
[2025-12-03T20:49:23.102556] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-03T20:49:23.102693] [INFO ] [sig       ] SEE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:23.237782] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SEE.txt
[2025-12-03T20:49:23.237927] [INFO ] [sig       ] [2775/3516] Completed SEE in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.2m
[2025-12-03T20:49:23.237965] [INFO ] [sig       ] [2776/3516] Forecasting SEIC...
[2025-12-03T20:49:23.237993] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-03T20:49:23.238048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-03T20:49:23.249147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-03T20:49:23.249492] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-03T20:49:23.250256] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-03T20:49:23.250305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:23.250335] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:23.250361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:23.250414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:23.306365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:23.307193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:23.307273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:23.307306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:23.427196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:23.427363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:23.427407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:23.427438] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:23.430722] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=47.40%)
[2025-12-03T20:49:23.430987] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-03T20:49:23.431107] [INFO ] [sig       ] SEIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:23.570928] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SEIC.txt
[2025-12-03T20:49:23.571081] [INFO ] [sig       ] [2776/3516] Completed SEIC in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:23.571119] [INFO ] [sig       ] [2777/3516] Forecasting SELF...
[2025-12-03T20:49:23.571149] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-03T20:49:23.571179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-03T20:49:23.581719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-03T20:49:23.582002] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-03T20:49:23.582783] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-03T20:49:23.582832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:23.582863] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:23.582889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:23.582944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:23.642494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:23.643168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:23.643245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:23.643279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:23.753379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:23.753537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:23.753608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:23.753645] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:23.757009] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=71.92%)
[2025-12-03T20:49:23.757295] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-03T20:49:23.757421] [INFO ] [sig       ] SELF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:23.903203] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SELF.txt
[2025-12-03T20:49:23.903336] [INFO ] [sig       ] [2777/3516] Completed SELF in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:23.903373] [INFO ] [sig       ] [2778/3516] Forecasting SEM...
[2025-12-03T20:49:23.903401] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-03T20:49:23.903428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-03T20:49:23.914251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-03T20:49:23.914518] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-03T20:49:23.915258] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-03T20:49:23.915306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:23.915337] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:23.915363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:23.915417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:23.971514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:23.972140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:23.972212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:23.972242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:24.092307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:24.092450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:24.092487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:24.092516] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:24.095844] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-03T20:49:24.096102] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-03T20:49:24.096216] [INFO ] [sig       ] SEM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:24.236865] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SEM.txt
[2025-12-03T20:49:24.236989] [INFO ] [sig       ] [2778/3516] Completed SEM in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:24.237026] [INFO ] [sig       ] [2779/3516] Forecasting SENEA...
[2025-12-03T20:49:24.237053] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-03T20:49:24.237081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-03T20:49:24.247941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-03T20:49:24.248260] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-03T20:49:24.249064] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-03T20:49:24.249114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:24.249146] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:24.249173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:24.249229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:24.306606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:24.307352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:24.307437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:24.307473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:24.419278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:24.419403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:24.419436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:24.419464] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:24.422645] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-12-03T20:49:24.422915] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-03T20:49:24.423031] [INFO ] [sig       ] SENEA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:24.559775] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SENEA.txt
[2025-12-03T20:49:24.559916] [INFO ] [sig       ] [2779/3516] Completed SENEA in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:24.559955] [INFO ] [sig       ] [2780/3516] Forecasting SENS...
[2025-12-03T20:49:24.559982] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-03T20:49:24.560009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-03T20:49:24.571727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-03T20:49:24.572089] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-03T20:49:24.572914] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-03T20:49:24.572964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:24.573021] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:24.573048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:24.573102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:24.630197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:24.631072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:24.631153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:24.631184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:24.752779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:24.752933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:24.752971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:24.752998] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:24.756266] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=30.21%)
[2025-12-03T20:49:24.756539] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-03T20:49:24.756677] [INFO ] [sig       ] SENS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:24.901776] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SENS.txt
[2025-12-03T20:49:24.901902] [INFO ] [sig       ] [2780/3516] Completed SENS in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:24.901940] [INFO ] [sig       ] [2781/3516] Forecasting SERA...
[2025-12-03T20:49:24.901968] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-03T20:49:24.901997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-03T20:49:24.912545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-03T20:49:24.912852] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-03T20:49:24.913616] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-03T20:49:24.913667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:24.913698] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:24.913723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:24.913777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:24.968983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:24.969625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:24.969713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:24.969745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:25.088512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:25.088671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:25.088709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:25.088736] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:25.091896] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=81.75%)
[2025-12-03T20:49:25.092153] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-03T20:49:25.092274] [INFO ] [sig       ] SERA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:25.230877] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SERA.txt
[2025-12-03T20:49:25.231004] [INFO ] [sig       ] [2781/3516] Completed SERA in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:25.231043] [INFO ] [sig       ] [2782/3516] Forecasting SES...
[2025-12-03T20:49:25.231071] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-03T20:49:25.231099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-03T20:49:25.242357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-03T20:49:25.242675] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-03T20:49:25.243458] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-03T20:49:25.243508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:25.243540] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:25.243584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:25.243650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:25.301110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:25.301784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:25.301859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:25.301890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:25.423193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:25.423293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:25.423330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:25.423356] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:25.426653] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-12-03T20:49:25.426909] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-03T20:49:25.427025] [INFO ] [sig       ] SES: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:25.563775] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SES.txt
[2025-12-03T20:49:25.563893] [INFO ] [sig       ] [2782/3516] Completed SES in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:25.563930] [INFO ] [sig       ] [2783/3516] Forecasting SEVN...
[2025-12-03T20:49:25.563959] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-03T20:49:25.563989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-03T20:49:25.575285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-03T20:49:25.575559] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-03T20:49:25.576303] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-03T20:49:25.576351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:25.576382] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:25.576407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:25.576461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:25.631988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:25.632727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:25.632807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:25.632838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:25.749072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:25.749196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:25.749233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:25.749290] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:25.752545] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-03T20:49:25.752827] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-03T20:49:25.752946] [INFO ] [sig       ] SEVN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:25.890617] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SEVN.txt
[2025-12-03T20:49:25.890742] [INFO ] [sig       ] [2783/3516] Completed SEVN in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:25.890779] [INFO ] [sig       ] [2784/3516] Forecasting SEZL...
[2025-12-03T20:49:25.890808] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-03T20:49:25.890837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-03T20:49:25.902085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-03T20:49:25.902357] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-03T20:49:25.903139] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-03T20:49:25.903188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:25.903218] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:25.903243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:25.903298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:25.960823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:25.961469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:25.961546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:25.961594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:26.080256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:26.080437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:26.080492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:26.080531] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:26.085459] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-12-03T20:49:26.085946] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-03T20:49:26.086141] [INFO ] [sig       ] SEZL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:26.225617] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SEZL.txt
[2025-12-03T20:49:26.225749] [INFO ] [sig       ] [2784/3516] Completed SEZL in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:26.225788] [INFO ] [sig       ] [2785/3516] Forecasting SF...
[2025-12-03T20:49:26.225817] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-03T20:49:26.225845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-03T20:49:26.237320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-03T20:49:26.237610] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-03T20:49:26.238370] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-03T20:49:26.238419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:26.238461] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:26.238488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:26.238543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:26.293713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:26.294315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:26.294388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:26.294419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:26.417670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:26.417837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:26.417880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:26.417910] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:26.421306] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-03T20:49:26.421565] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-03T20:49:26.421704] [INFO ] [sig       ] SF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:26.557510] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SF.txt
[2025-12-03T20:49:26.557661] [INFO ] [sig       ] [2785/3516] Completed SF in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:26.557702] [INFO ] [sig       ] [2786/3516] Forecasting SFB...
[2025-12-03T20:49:26.557730] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-03T20:49:26.557760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-03T20:49:26.569111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-03T20:49:26.569428] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-03T20:49:26.570189] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-03T20:49:26.570239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:26.570270] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:26.570295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:26.570349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:26.625652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:26.626313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:26.626389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:26.626421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:26.737680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:26.737829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:26.737867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:26.737895] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:26.741234] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-03T20:49:26.741504] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-03T20:49:26.741643] [INFO ] [sig       ] SFB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:26.881728] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SFB.txt
[2025-12-03T20:49:26.881874] [INFO ] [sig       ] [2786/3516] Completed SFB in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:26.881911] [INFO ] [sig       ] [2787/3516] Forecasting SFBS...
[2025-12-03T20:49:26.881939] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-03T20:49:26.881968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-03T20:49:26.893036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-03T20:49:26.893364] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-03T20:49:26.894155] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-03T20:49:26.894204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:26.894234] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:26.894259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:26.894313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:26.949870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:26.950697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:26.950787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:26.950819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:27.076848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:27.077020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:27.077064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:27.077095] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:27.080534] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=51.90%)
[2025-12-03T20:49:27.080824] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-03T20:49:27.080948] [INFO ] [sig       ] SFBS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:27.220797] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SFBS.txt
[2025-12-03T20:49:27.220936] [INFO ] [sig       ] [2787/3516] Completed SFBS in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:27.220973] [INFO ] [sig       ] [2788/3516] Forecasting SFIX...
[2025-12-03T20:49:27.221003] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-03T20:49:27.221033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-03T20:49:27.232894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-03T20:49:27.233214] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-03T20:49:27.233988] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-03T20:49:27.234037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:27.234067] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:27.234091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:27.234144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:27.289453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:27.290071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:27.290145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:27.290176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:27.406253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:27.406382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:27.406417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:27.406443] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:27.409701] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2025-12-03T20:49:27.409959] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-03T20:49:27.410077] [INFO ] [sig       ] SFIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:27.545689] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SFIX.txt
[2025-12-03T20:49:27.545797] [INFO ] [sig       ] [2788/3516] Completed SFIX in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:27.545840] [INFO ] [sig       ] [2789/3516] Forecasting SFL...
[2025-12-03T20:49:27.545869] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-03T20:49:27.545897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-03T20:49:27.557800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-03T20:49:27.558202] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-03T20:49:27.558998] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-03T20:49:27.559048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:27.559078] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:27.559104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:27.559159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:27.614135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:27.615029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:27.615111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:27.615142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:27.734504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:27.734679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:27.734719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:27.734748] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:27.738052] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=23.66%)
[2025-12-03T20:49:27.738320] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-03T20:49:27.738438] [INFO ] [sig       ] SFL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:27.873471] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SFL.txt
[2025-12-03T20:49:27.873646] [INFO ] [sig       ] [2789/3516] Completed SFL in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:27.873689] [INFO ] [sig       ] [2790/3516] Forecasting SFLO...
[2025-12-03T20:49:27.873717] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-03T20:49:27.873745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-03T20:49:27.897291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-03T20:49:27.897602] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-03T20:49:27.898387] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-03T20:49:27.898437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:27.898467] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:27.898492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:27.898545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:27.953567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:27.954180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:27.954278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:27.954310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:28.076425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:28.076558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:28.076612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:28.076641] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:28.079870] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=93.96%)
[2025-12-03T20:49:28.080128] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-03T20:49:28.080268] [INFO ] [sig       ] SFLO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:28.221373] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SFLO.txt
[2025-12-03T20:49:28.221519] [INFO ] [sig       ] [2790/3516] Completed SFLO in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:28.221557] [INFO ] [sig       ] [2791/3516] Forecasting SFM...
[2025-12-03T20:49:28.221605] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-03T20:49:28.221635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-03T20:49:28.235151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-03T20:49:28.235460] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-03T20:49:28.236394] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-03T20:49:28.236444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:28.236474] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:28.236498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:28.236552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:28.291657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:28.292226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:28.292308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:28.292340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:28.412160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:28.412259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:28.412296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:28.412323] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:28.415618] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-03T20:49:28.415876] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-03T20:49:28.415993] [INFO ] [sig       ] SFM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:28.557024] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SFM.txt
[2025-12-03T20:49:28.557129] [INFO ] [sig       ] [2791/3516] Completed SFM in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.1m
[2025-12-03T20:49:28.557164] [INFO ] [sig       ] [2792/3516] Forecasting SFNC...
[2025-12-03T20:49:28.557192] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-03T20:49:28.557219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-03T20:49:28.568348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-03T20:49:28.568653] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-03T20:49:28.569402] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-03T20:49:28.569451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:28.569481] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:28.569506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:28.569560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:28.624798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:28.625359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:28.625431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:28.625462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:28.745471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:28.745606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:28.745644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:28.745684] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:28.748905] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=53.15%)
[2025-12-03T20:49:28.749161] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-03T20:49:28.749275] [INFO ] [sig       ] SFNC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:28.885259] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SFNC.txt
[2025-12-03T20:49:28.885367] [INFO ] [sig       ] [2792/3516] Completed SFNC in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.1m
[2025-12-03T20:49:28.885401] [INFO ] [sig       ] [2793/3516] Forecasting SG...
[2025-12-03T20:49:28.885428] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-03T20:49:28.885457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-03T20:49:28.896224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-03T20:49:28.896500] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-03T20:49:28.897259] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-03T20:49:28.897307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:28.897338] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:28.897362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:28.897415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:28.955679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:28.956279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:28.956352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:28.956383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:29.080738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:29.080866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:29.080907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:29.080935] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:29.084167] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-03T20:49:29.084420] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-03T20:49:29.084534] [INFO ] [sig       ] SG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:29.226564] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SG.txt
[2025-12-03T20:49:29.226723] [INFO ] [sig       ] [2793/3516] Completed SG in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.1m
[2025-12-03T20:49:29.226761] [INFO ] [sig       ] [2794/3516] Forecasting SGBX...
[2025-12-03T20:49:29.226789] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-03T20:49:29.226818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-03T20:49:29.238424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-03T20:49:29.238753] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-03T20:49:29.239497] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-03T20:49:29.239545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:29.239592] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:29.239621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:29.239676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:29.294249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:29.294868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:29.294955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:29.294986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:29.418050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:29.418201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:29.418236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:29.418261] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:29.421430] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-03T20:49:29.421709] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-03T20:49:29.421828] [INFO ] [sig       ] SGBX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:29.557170] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SGBX.txt
[2025-12-03T20:49:29.557289] [INFO ] [sig       ] [2794/3516] Completed SGBX in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:29.557326] [INFO ] [sig       ] [2795/3516] Forecasting SGC...
[2025-12-03T20:49:29.557352] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-03T20:49:29.557381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-03T20:49:29.569948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-03T20:49:29.570241] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-03T20:49:29.571161] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-03T20:49:29.571210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:29.571241] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:29.571266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:29.571320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:29.626999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:29.627599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:29.627672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:29.627703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:29.752091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:29.752239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:29.752276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:29.752303] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:29.755698] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-12-03T20:49:29.755967] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-03T20:49:29.756089] [INFO ] [sig       ] SGC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:29.898020] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SGC.txt
[2025-12-03T20:49:29.898140] [INFO ] [sig       ] [2795/3516] Completed SGC in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:29.898178] [INFO ] [sig       ] [2796/3516] Forecasting SGHC...
[2025-12-03T20:49:29.898206] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-03T20:49:29.898235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-03T20:49:29.910104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-03T20:49:29.910415] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-03T20:49:29.911173] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-03T20:49:29.911222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:29.911252] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:29.911289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:29.911344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:29.967283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:29.968231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:29.968312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:29.968343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:30.085488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:30.085660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:30.085700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:30.085730] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:30.089039] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-03T20:49:30.089307] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-03T20:49:30.089427] [INFO ] [sig       ] SGHC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:30.225870] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SGHC.txt
[2025-12-03T20:49:30.226003] [INFO ] [sig       ] [2796/3516] Completed SGHC in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:30.226046] [INFO ] [sig       ] [2797/3516] Forecasting SGRY...
[2025-12-03T20:49:30.226086] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-03T20:49:30.226125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-03T20:49:30.236842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-03T20:49:30.237116] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-03T20:49:30.237871] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-03T20:49:30.237920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:30.237975] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:30.238029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:30.238086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:30.292959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:30.293647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:30.293724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:30.293756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:30.412629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:30.412781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:30.412818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:30.412845] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:30.416129] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-03T20:49:30.416393] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-03T20:49:30.416513] [INFO ] [sig       ] SGRY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:30.557781] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SGRY.txt
[2025-12-03T20:49:30.557908] [INFO ] [sig       ] [2797/3516] Completed SGRY in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:30.557944] [INFO ] [sig       ] [2798/3516] Forecasting SHAK...
[2025-12-03T20:49:30.557971] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-03T20:49:30.558036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-03T20:49:30.570081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-03T20:49:30.570413] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-03T20:49:30.571188] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-03T20:49:30.571237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:30.571268] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:30.571293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:30.571347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:30.625740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:30.626343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:30.626422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:30.626452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:30.750309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:30.750466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:30.750512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:30.750540] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:30.753859] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-03T20:49:30.754115] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-03T20:49:30.754230] [INFO ] [sig       ] SHAK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:30.889934] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SHAK.txt
[2025-12-03T20:49:30.890066] [INFO ] [sig       ] [2798/3516] Completed SHAK in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:30.890102] [INFO ] [sig       ] [2799/3516] Forecasting SHBI...
[2025-12-03T20:49:30.890130] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-03T20:49:30.890158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-03T20:49:30.901265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-03T20:49:30.901599] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-03T20:49:30.902348] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-03T20:49:30.902396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:30.902427] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:30.902453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:30.902507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:30.956776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:30.957392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:30.957482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:30.957513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:31.075611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:31.075754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:31.075789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:31.075816] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:31.079043] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-03T20:49:31.079340] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-03T20:49:31.079467] [INFO ] [sig       ] SHBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:31.214980] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SHBI.txt
[2025-12-03T20:49:31.215107] [INFO ] [sig       ] [2799/3516] Completed SHBI in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:31.215144] [INFO ] [sig       ] [2800/3516] Forecasting SHC...
[2025-12-03T20:49:31.215172] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-03T20:49:31.215227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-03T20:49:31.226770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-03T20:49:31.227060] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-03T20:49:31.227829] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-03T20:49:31.227880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:31.227912] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:31.227938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:31.227994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:31.285359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:31.285983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:31.286058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:31.286089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:31.402366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:31.402480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:31.402515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:31.402591] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:31.405923] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-03T20:49:31.406221] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-03T20:49:31.406354] [INFO ] [sig       ] SHC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:31.542041] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SHC.txt
[2025-12-03T20:49:31.542154] [INFO ] [sig       ] [2800/3516] Completed SHC in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:31.542190] [INFO ] [sig       ] [2801/3516] Forecasting SHCO...
[2025-12-03T20:49:31.542218] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-03T20:49:31.542246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-03T20:49:31.552815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-03T20:49:31.553082] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-03T20:49:31.553824] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-03T20:49:31.553873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:31.553903] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:31.553928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:31.553981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:31.608809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:31.609381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:31.609452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:31.609482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:31.727816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:31.727922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:31.727957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:31.727983] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:31.731196] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2025-12-03T20:49:31.731456] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-03T20:49:31.731586] [INFO ] [sig       ] SHCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:31.867334] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SHCO.txt
[2025-12-03T20:49:31.867457] [INFO ] [sig       ] [2801/3516] Completed SHCO in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:31.867494] [INFO ] [sig       ] [2802/3516] Forecasting SHEL...
[2025-12-03T20:49:31.867522] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-03T20:49:31.867549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-03T20:49:31.878562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-03T20:49:31.878872] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-03T20:49:31.879685] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-03T20:49:31.879737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:31.879769] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:31.879795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:31.879852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:31.934472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:31.935054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:31.935126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:31.935156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:32.052398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:32.052525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:32.052562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:32.052609] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:32.055797] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-12-03T20:49:32.056065] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-03T20:49:32.056188] [INFO ] [sig       ] SHEL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:32.193481] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SHEL.txt
[2025-12-03T20:49:32.193631] [INFO ] [sig       ] [2802/3516] Completed SHEL in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:32.193670] [INFO ] [sig       ] [2803/3516] Forecasting SHEN...
[2025-12-03T20:49:32.193698] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-03T20:49:32.193727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-03T20:49:32.204816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-03T20:49:32.205103] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-03T20:49:32.205924] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-03T20:49:32.205975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:32.206006] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:32.206033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:32.206090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:32.261240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:32.261845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:32.261921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:32.261953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:32.377497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:32.377635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:32.377672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:32.377714] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:32.380891] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-12-03T20:49:32.381145] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-03T20:49:32.381258] [INFO ] [sig       ] SHEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:32.516382] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SHEN.txt
[2025-12-03T20:49:32.516529] [INFO ] [sig       ] [2803/3516] Completed SHEN in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:32.516567] [INFO ] [sig       ] [2804/3516] Forecasting SHFS...
[2025-12-03T20:49:32.516617] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-03T20:49:32.516646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-03T20:49:32.527638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-03T20:49:32.527991] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-03T20:49:32.528797] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-03T20:49:32.528847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:32.528880] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:32.528906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:32.528963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:32.585645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:32.586480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:32.586563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:32.586618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:32.696991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:32.697148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:32.697187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:32.697215] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:32.700517] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=84.92%)
[2025-12-03T20:49:32.700813] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-03T20:49:32.700935] [INFO ] [sig       ] SHFS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:32.838216] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SHFS.txt
[2025-12-03T20:49:32.838365] [INFO ] [sig       ] [2804/3516] Completed SHFS in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:32.838402] [INFO ] [sig       ] [2805/3516] Forecasting SHG...
[2025-12-03T20:49:32.838431] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-03T20:49:32.838460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-03T20:49:32.849949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-03T20:49:32.850339] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-03T20:49:32.851153] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-03T20:49:32.851204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:32.851236] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:32.851263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:32.851319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:32.909462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:32.910356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:32.910451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:32.910485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:33.031260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:33.031408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:33.031446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:33.031473] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:33.034731] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=50.18%)
[2025-12-03T20:49:33.035008] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-03T20:49:33.035138] [INFO ] [sig       ] SHG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:33.172123] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SHG.txt
[2025-12-03T20:49:33.172269] [INFO ] [sig       ] [2805/3516] Completed SHG in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:33.172313] [INFO ] [sig       ] [2806/3516] Forecasting SHIP...
[2025-12-03T20:49:33.172345] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-03T20:49:33.172372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-03T20:49:33.183666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-03T20:49:33.184023] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-03T20:49:33.184820] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-03T20:49:33.184871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:33.184903] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:33.184931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:33.184986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:33.242193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:33.243029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:33.243109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:33.243141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:33.364415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:33.364563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:33.364617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:33.364645] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:33.367954] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-12-03T20:49:33.368242] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-03T20:49:33.368365] [INFO ] [sig       ] SHIP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:33.503927] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SHIP.txt
[2025-12-03T20:49:33.504045] [INFO ] [sig       ] [2806/3516] Completed SHIP in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:33.504081] [INFO ] [sig       ] [2807/3516] Forecasting SHLS...
[2025-12-03T20:49:33.504108] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-03T20:49:33.504136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-03T20:49:33.515153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-03T20:49:33.515430] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-03T20:49:33.516170] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-03T20:49:33.516219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:33.516248] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:33.516275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:33.516340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:33.572441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:33.573048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:33.573154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:33.573212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:33.696845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:33.697004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:33.697047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:33.697076] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:33.700500] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=65.04%)
[2025-12-03T20:49:33.700797] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-03T20:49:33.700928] [INFO ] [sig       ] SHLS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:33.843003] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SHLS.txt
[2025-12-03T20:49:33.843162] [INFO ] [sig       ] [2807/3516] Completed SHLS in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:33.843201] [INFO ] [sig       ] [2808/3516] Forecasting SHO...
[2025-12-03T20:49:33.843231] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-03T20:49:33.843259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-03T20:49:33.854755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-03T20:49:33.855112] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-03T20:49:33.855873] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-03T20:49:33.855922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:33.855952] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:33.855977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:33.856030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:33.910604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:33.911414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:33.911512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:33.911543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:34.036518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:34.036693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:34.036733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:34.036760] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:34.040093] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2025-12-03T20:49:34.040367] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-03T20:49:34.040490] [INFO ] [sig       ] SHO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:34.180265] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SHO.txt
[2025-12-03T20:49:34.180425] [INFO ] [sig       ] [2808/3516] Completed SHO in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:34.180464] [INFO ] [sig       ] [2809/3516] Forecasting SHOC...
[2025-12-03T20:49:34.180492] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-03T20:49:34.180520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-03T20:49:34.191814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-03T20:49:34.192247] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-03T20:49:34.193129] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-03T20:49:34.193195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:34.193227] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:34.193252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:34.193307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:34.258430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:34.259567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:34.259699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:34.259751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:34.398849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:34.399004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:34.399042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:34.399071] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:34.402547] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-03T20:49:34.402889] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-03T20:49:34.403029] [INFO ] [sig       ] SHOC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:34.569864] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SHOC.txt
[2025-12-03T20:49:34.570020] [INFO ] [sig       ] [2809/3516] Completed SHOC in 0.4s | 2.97 sym/s | Total: 15.7m | ETA: 4.0m
[2025-12-03T20:49:34.570058] [INFO ] [sig       ] [2810/3516] Forecasting SHOO...
[2025-12-03T20:49:34.570086] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-03T20:49:34.570116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-03T20:49:34.586383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-03T20:49:34.586855] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-03T20:49:34.588380] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-03T20:49:34.588447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:34.588498] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:34.588544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:34.588670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:34.674561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:34.675561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:34.675677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:34.675715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:34.825012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:34.825195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:34.825259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:34.825310] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:34.830653] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=20.63%)
[2025-12-03T20:49:34.831115] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-03T20:49:34.831313] [INFO ] [sig       ] SHOO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:34.988771] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SHOO.txt
[2025-12-03T20:49:34.988960] [INFO ] [sig       ] [2810/3516] Completed SHOO in 0.4s | 2.97 sym/s | Total: 15.8m | ETA: 4.0m
[2025-12-03T20:49:34.989000] [INFO ] [sig       ] [2811/3516] Forecasting SHOP...
[2025-12-03T20:49:34.989029] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-03T20:49:34.989058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-03T20:49:35.000466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-03T20:49:35.000865] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-03T20:49:35.001666] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-03T20:49:35.001716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:35.001747] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:35.001772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:35.001827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:35.058173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:35.059073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:35.059161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:35.059193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:35.187745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:35.187926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:35.187969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:35.187997] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:35.191978] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-12-03T20:49:35.192311] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-03T20:49:35.192443] [INFO ] [sig       ] SHOP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:35.338711] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SHOP.txt
[2025-12-03T20:49:35.338884] [INFO ] [sig       ] [2811/3516] Completed SHOP in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.0m
[2025-12-03T20:49:35.338925] [INFO ] [sig       ] [2812/3516] Forecasting SHPH...
[2025-12-03T20:49:35.338954] [INFO ] [sig       ] Generating forecast for: SHPH
[2025-12-03T20:49:35.338983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'.
[2025-12-03T20:49:35.352074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHPH'.
[2025-12-03T20:49:35.352463] [INFO ] [FORECASTER] Starting predict_future for SHPH
[2025-12-03T20:49:35.353367] [DEBUG] [LOCAL     ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt
[2025-12-03T20:49:35.353430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:35.353474] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:35.353505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:35.353562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:35.415803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:35.416709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:35.416794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:35.416826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:35.535693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:35.535862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:35.535901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:35.535929] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:35.539338] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: DOWN (p=33.43%)
[2025-12-03T20:49:35.539648] [INFO ] [FORECASTER] Completed predict_future for SHPH
[2025-12-03T20:49:35.539777] [INFO ] [sig       ] SHPH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:35.686241] [INFO ] [LOCAL     ] Saved forecast: SHPH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SHPH.txt
[2025-12-03T20:49:35.686395] [INFO ] [sig       ] [2812/3516] Completed SHPH in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:35.686434] [INFO ] [sig       ] [2813/3516] Forecasting SHY...
[2025-12-03T20:49:35.686461] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-03T20:49:35.686489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-03T20:49:35.697474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-03T20:49:35.697815] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-03T20:49:35.698611] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-03T20:49:35.698660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:35.698691] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:35.698715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:35.698769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:35.754031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:35.754796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:35.754874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:35.754907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:35.875535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:35.875706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:35.875754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:35.875785] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:35.879318] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-03T20:49:35.879628] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-03T20:49:35.879756] [INFO ] [sig       ] SHY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:36.015341] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SHY.txt
[2025-12-03T20:49:36.015470] [INFO ] [sig       ] [2813/3516] Completed SHY in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:36.015506] [INFO ] [sig       ] [2814/3516] Forecasting SIBN...
[2025-12-03T20:49:36.015535] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-03T20:49:36.015563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-03T20:49:36.026780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-03T20:49:36.027114] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-03T20:49:36.027899] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-03T20:49:36.027949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:36.028029] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:36.028059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:36.028114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:36.083052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:36.083803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:36.083897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:36.083930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:36.202604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:36.202759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:36.202796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:36.202824] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:36.206205] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2025-12-03T20:49:36.206534] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-03T20:49:36.206684] [INFO ] [sig       ] SIBN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:36.341765] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SIBN.txt
[2025-12-03T20:49:36.341936] [INFO ] [sig       ] [2814/3516] Completed SIBN in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:36.341975] [INFO ] [sig       ] [2815/3516] Forecasting SID...
[2025-12-03T20:49:36.342005] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-03T20:49:36.342033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-03T20:49:36.353397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-03T20:49:36.353673] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-03T20:49:36.354425] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-03T20:49:36.354474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:36.354504] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:36.354528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:36.354600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:36.409092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:36.409707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:36.409780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:36.409811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:36.526964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:36.527066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:36.527100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:36.527126] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:36.530198] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2025-12-03T20:49:36.530450] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-03T20:49:36.530565] [INFO ] [sig       ] SID: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:36.666650] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SID.txt
[2025-12-03T20:49:36.666803] [INFO ] [sig       ] [2815/3516] Completed SID in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:36.666839] [INFO ] [sig       ] [2816/3516] Forecasting SIEB...
[2025-12-03T20:49:36.666868] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-03T20:49:36.666896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-03T20:49:36.677831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-03T20:49:36.678194] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-03T20:49:36.678940] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-03T20:49:36.678989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:36.679021] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:36.679047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:36.679101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:36.734055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:36.734870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:36.734946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:36.734978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:36.846667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:36.846788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:36.846823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:36.846849] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:36.849943] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=30.65%)
[2025-12-03T20:49:36.850197] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-03T20:49:36.850310] [INFO ] [sig       ] SIEB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:36.986059] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SIEB.txt
[2025-12-03T20:49:36.986163] [INFO ] [sig       ] [2816/3516] Completed SIEB in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:36.986199] [INFO ] [sig       ] [2817/3516] Forecasting SIFY...
[2025-12-03T20:49:36.986226] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-03T20:49:36.986254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-03T20:49:36.997105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-03T20:49:36.997370] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-03T20:49:36.998164] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-03T20:49:36.998214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:36.998243] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:36.998268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:36.998321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:37.054834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:37.055630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:37.055708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:37.055740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:37.172769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:37.172874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:37.172907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:37.172964] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:37.176032] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=34.63%)
[2025-12-03T20:49:37.176288] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-03T20:49:37.176404] [INFO ] [sig       ] SIFY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:37.312255] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SIFY.txt
[2025-12-03T20:49:37.312357] [INFO ] [sig       ] [2817/3516] Completed SIFY in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:37.312393] [INFO ] [sig       ] [2818/3516] Forecasting SIG...
[2025-12-03T20:49:37.312420] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-03T20:49:37.312448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-03T20:49:37.323369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-03T20:49:37.323672] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-03T20:49:37.324449] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-03T20:49:37.324499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:37.324531] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:37.324558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:37.324638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:37.380450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:37.381052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:37.381123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:37.381154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:37.497004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:37.497106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:37.497142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:37.497169] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:37.500428] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-12-03T20:49:37.500702] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-03T20:49:37.500819] [INFO ] [sig       ] SIG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:37.641927] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SIG.txt
[2025-12-03T20:49:37.642045] [INFO ] [sig       ] [2818/3516] Completed SIG in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:37.642083] [INFO ] [sig       ] [2819/3516] Forecasting SIGA...
[2025-12-03T20:49:37.642110] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-03T20:49:37.642139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-03T20:49:37.653290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-03T20:49:37.653599] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-03T20:49:37.654366] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-03T20:49:37.654418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:37.654449] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:37.654475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:37.654530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:37.709641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:37.710391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:37.710469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:37.710500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:37.833515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:37.833678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:37.833716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:37.833744] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:37.836991] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=13.19%)
[2025-12-03T20:49:37.837251] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-03T20:49:37.837367] [INFO ] [sig       ] SIGA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:37.973556] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SIGA.txt
[2025-12-03T20:49:37.973684] [INFO ] [sig       ] [2819/3516] Completed SIGA in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:37.973720] [INFO ] [sig       ] [2820/3516] Forecasting SIGI...
[2025-12-03T20:49:37.973749] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-03T20:49:37.973779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-03T20:49:37.984304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-03T20:49:37.984604] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-03T20:49:37.985327] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-03T20:49:37.985388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:37.985419] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:37.985444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:37.985497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:38.040839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:38.041397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:38.041471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:38.041501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:38.156812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:38.156915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:38.156948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:38.156974] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:38.160143] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-12-03T20:49:38.160399] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-03T20:49:38.160513] [INFO ] [sig       ] SIGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:38.298443] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SIGI.txt
[2025-12-03T20:49:38.298545] [INFO ] [sig       ] [2820/3516] Completed SIGI in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:38.298599] [INFO ] [sig       ] [2821/3516] Forecasting SII...
[2025-12-03T20:49:38.298628] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-03T20:49:38.298656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-03T20:49:38.309387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-03T20:49:38.309695] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-03T20:49:38.310437] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-03T20:49:38.310488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:38.310519] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:38.310545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:38.310625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:38.366298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:38.366878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:38.366965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:38.367003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:38.479226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:38.479335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:38.479370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:38.479396] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:38.482589] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-03T20:49:38.482845] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-03T20:49:38.482971] [INFO ] [sig       ] SII: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:38.619991] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SII.txt
[2025-12-03T20:49:38.620120] [INFO ] [sig       ] [2821/3516] Completed SII in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:38.620156] [INFO ] [sig       ] [2822/3516] Forecasting SIMO...
[2025-12-03T20:49:38.620184] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-03T20:49:38.620212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-03T20:49:38.631424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-03T20:49:38.631710] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-03T20:49:38.632430] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-03T20:49:38.632478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:38.632508] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:38.632534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:38.632604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:38.688019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:38.688615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:38.688688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:38.688717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:38.805630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:38.805739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:38.805773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:38.805799] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:38.808931] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-03T20:49:38.809211] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-03T20:49:38.809325] [INFO ] [sig       ] SIMO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:38.976080] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SIMO.txt
[2025-12-03T20:49:38.976209] [INFO ] [sig       ] [2822/3516] Completed SIMO in 0.4s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:38.976246] [INFO ] [sig       ] [2823/3516] Forecasting SIRI...
[2025-12-03T20:49:38.976273] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-03T20:49:38.976302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-03T20:49:38.992496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-03T20:49:38.993180] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-03T20:49:38.994178] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-03T20:49:38.994231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:38.994277] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:38.994327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:38.994405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:39.051257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:39.052499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:39.052616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:39.052650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:39.185216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:39.185423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:39.185465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:39.185493] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:39.189194] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-03T20:49:39.189476] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-03T20:49:39.189626] [INFO ] [sig       ] SIRI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:39.331814] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SIRI.txt
[2025-12-03T20:49:39.331980] [INFO ] [sig       ] [2823/3516] Completed SIRI in 0.4s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:39.332026] [INFO ] [sig       ] [2824/3516] Forecasting SITC...
[2025-12-03T20:49:39.332054] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-03T20:49:39.332084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-03T20:49:39.343623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-03T20:49:39.343916] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-03T20:49:39.344707] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-03T20:49:39.344757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:39.344788] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:39.344814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:39.344870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:39.398694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:39.399265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:39.399371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:39.399403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:39.517040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:39.517202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:39.517240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:39.517269] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:39.520550] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2025-12-03T20:49:39.520828] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-03T20:49:39.520945] [INFO ] [sig       ] SITC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:39.657857] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SITC.txt
[2025-12-03T20:49:39.658025] [INFO ] [sig       ] [2824/3516] Completed SITC in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:39.658063] [INFO ] [sig       ] [2825/3516] Forecasting SITE...
[2025-12-03T20:49:39.658094] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-03T20:49:39.658122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-03T20:49:39.669427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-03T20:49:39.669779] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-03T20:49:39.670517] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-03T20:49:39.670565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:39.670617] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:39.670643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:39.670697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:39.726550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:39.727368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:39.727445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:39.727475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:39.843412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:39.843555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:39.843609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:39.843636] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:39.846809] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-12-03T20:49:39.847070] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-03T20:49:39.847204] [INFO ] [sig       ] SITE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:40.001479] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SITE.txt
[2025-12-03T20:49:40.001655] [INFO ] [sig       ] [2825/3516] Completed SITE in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:40.001695] [INFO ] [sig       ] [2826/3516] Forecasting SITM...
[2025-12-03T20:49:40.001724] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-03T20:49:40.001752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-03T20:49:40.013648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-03T20:49:40.014026] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-03T20:49:40.014792] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-03T20:49:40.014841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:40.014871] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:40.014897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:40.014951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:40.072706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:40.073546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:40.073648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:40.073682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:40.193737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:40.193883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:40.193923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:40.193957] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:40.197218] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=49.68%)
[2025-12-03T20:49:40.197482] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-03T20:49:40.197622] [INFO ] [sig       ] SITM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:40.335517] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SITM.txt
[2025-12-03T20:49:40.335657] [INFO ] [sig       ] [2826/3516] Completed SITM in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:40.335700] [INFO ] [sig       ] [2827/3516] Forecasting SIXG...
[2025-12-03T20:49:40.335728] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-03T20:49:40.335767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-03T20:49:40.346442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-03T20:49:40.346730] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-03T20:49:40.347463] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-03T20:49:40.347511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:40.347541] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:40.347565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:40.347640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:40.401757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:40.402335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:40.402407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:40.402437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:40.516870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:40.516974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:40.517027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:40.517058] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:40.520308] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=64.34%)
[2025-12-03T20:49:40.520565] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-03T20:49:40.520700] [INFO ] [sig       ] SIXG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:40.655937] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SIXG.txt
[2025-12-03T20:49:40.656073] [INFO ] [sig       ] [2827/3516] Completed SIXG in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 3.9m
[2025-12-03T20:49:40.656111] [INFO ] [sig       ] [2828/3516] Forecasting SJM...
[2025-12-03T20:49:40.656139] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-03T20:49:40.656167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-03T20:49:40.667281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-03T20:49:40.667554] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-03T20:49:40.668331] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-03T20:49:40.668380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:40.668410] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:40.668436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:40.668490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:40.723182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:40.723790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:40.723865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:40.723895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:40.839795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:40.839919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:40.839955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:40.839981] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:40.843092] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-03T20:49:40.843345] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-03T20:49:40.843459] [INFO ] [sig       ] SJM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:40.978450] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SJM.txt
[2025-12-03T20:49:40.978558] [INFO ] [sig       ] [2828/3516] Completed SJM in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.9m
[2025-12-03T20:49:40.978611] [INFO ] [sig       ] [2829/3516] Forecasting SKE...
[2025-12-03T20:49:40.978640] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-03T20:49:40.978668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-03T20:49:40.990883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-03T20:49:40.991311] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-03T20:49:40.992143] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-03T20:49:40.992196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:40.992227] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:40.992254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:40.992308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:41.051466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:41.052433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:41.052551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:41.052607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:41.171943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:41.172089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:41.172127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:41.172154] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:41.175337] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=52.13%)
[2025-12-03T20:49:41.175609] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-03T20:49:41.175752] [INFO ] [sig       ] SKE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:41.313275] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SKE.txt
[2025-12-03T20:49:41.313429] [INFO ] [sig       ] [2829/3516] Completed SKE in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.9m
[2025-12-03T20:49:41.313468] [INFO ] [sig       ] [2830/3516] Forecasting SKIL...
[2025-12-03T20:49:41.313499] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-03T20:49:41.313528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-03T20:49:41.325164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-03T20:49:41.325541] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-03T20:49:41.326301] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-03T20:49:41.326350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:41.326381] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:41.326409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:41.326465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:41.381663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:41.382486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:41.382567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:41.382621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:41.499475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:41.499652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:41.499691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:41.499719] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:41.503049] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=60.41%)
[2025-12-03T20:49:41.503366] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-03T20:49:41.503493] [INFO ] [sig       ] SKIL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:41.640545] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SKIL.txt
[2025-12-03T20:49:41.640690] [INFO ] [sig       ] [2830/3516] Completed SKIL in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:41.640726] [INFO ] [sig       ] [2831/3516] Forecasting SKIN...
[2025-12-03T20:49:41.640755] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-03T20:49:41.640783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-03T20:49:41.652869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-03T20:49:41.653273] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-03T20:49:41.654054] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-03T20:49:41.654106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:41.654180] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:41.654211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:41.654276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:41.711046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:41.711878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:41.711957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:41.711988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:41.836546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:41.836754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:41.836799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:41.836827] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:41.840204] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2025-12-03T20:49:41.840483] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-03T20:49:41.840626] [INFO ] [sig       ] SKIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:41.977966] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SKIN.txt
[2025-12-03T20:49:41.978119] [INFO ] [sig       ] [2831/3516] Completed SKIN in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:41.978156] [INFO ] [sig       ] [2832/3516] Forecasting SKLZ...
[2025-12-03T20:49:41.978184] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-03T20:49:41.978212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-03T20:49:41.989924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-03T20:49:41.990257] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-03T20:49:41.991024] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-03T20:49:41.991073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:41.991102] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:41.991127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:41.991180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:42.045954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:42.046531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:42.046623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:42.046655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:42.164766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:42.164924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:42.164963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:42.164991] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:42.168255] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-03T20:49:42.168531] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-03T20:49:42.168676] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:42.304605] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SKLZ.txt
[2025-12-03T20:49:42.304731] [INFO ] [sig       ] [2832/3516] Completed SKLZ in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:42.304767] [INFO ] [sig       ] [2833/3516] Forecasting SKM...
[2025-12-03T20:49:42.304794] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-03T20:49:42.304824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-03T20:49:42.315855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-03T20:49:42.316130] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-03T20:49:42.316884] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-03T20:49:42.316932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:42.316962] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:42.316988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:42.317046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:42.371164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:42.371756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:42.371833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:42.371863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:42.489259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:42.489362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:42.489396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:42.489422] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:42.492461] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=83.98%)
[2025-12-03T20:49:42.492733] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-03T20:49:42.492849] [INFO ] [sig       ] SKM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:42.629076] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SKM.txt
[2025-12-03T20:49:42.629191] [INFO ] [sig       ] [2833/3516] Completed SKM in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:42.629230] [INFO ] [sig       ] [2834/3516] Forecasting SKRE...
[2025-12-03T20:49:42.629258] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-03T20:49:42.629287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-03T20:49:42.640095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-03T20:49:42.640340] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-03T20:49:42.641087] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-03T20:49:42.641136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:42.641165] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:42.641191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:42.641245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:42.696170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:42.696770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:42.696846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:42.696876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:42.811208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:42.811305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:42.811338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:42.811392] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:42.814464] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-03T20:49:42.814741] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-03T20:49:42.814854] [INFO ] [sig       ] SKRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:42.950427] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SKRE.txt
[2025-12-03T20:49:42.950531] [INFO ] [sig       ] [2834/3516] Completed SKRE in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:42.950566] [INFO ] [sig       ] [2835/3516] Forecasting SKWD...
[2025-12-03T20:49:42.950620] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-03T20:49:42.950650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-03T20:49:42.962029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-03T20:49:42.962291] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-03T20:49:42.963037] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-03T20:49:42.963086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:42.963117] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:42.963142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:42.963196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:43.017489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:43.018388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:43.018466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:43.018496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:43.139517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:43.139685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:43.139723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:43.139750] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:43.143047] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=55.48%)
[2025-12-03T20:49:43.143303] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-03T20:49:43.143426] [INFO ] [sig       ] SKWD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:43.278075] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SKWD.txt
[2025-12-03T20:49:43.278183] [INFO ] [sig       ] [2835/3516] Completed SKWD in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:43.278218] [INFO ] [sig       ] [2836/3516] Forecasting SKY...
[2025-12-03T20:49:43.278245] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-03T20:49:43.278273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-03T20:49:43.289341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-03T20:49:43.289633] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-03T20:49:43.290494] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-03T20:49:43.290543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:43.290595] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:43.290624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:43.290678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:43.345424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:43.346017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:43.346093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:43.346124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:43.465691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:43.465780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:43.465815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:43.465842] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:43.468794] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-03T20:49:43.469042] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-03T20:49:43.469154] [INFO ] [sig       ] SKY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:43.603696] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SKY.txt
[2025-12-03T20:49:43.603810] [INFO ] [sig       ] [2836/3516] Completed SKY in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:43.603845] [INFO ] [sig       ] [2837/3516] Forecasting SKYE...
[2025-12-03T20:49:43.603872] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-03T20:49:43.603900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-03T20:49:43.615306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-03T20:49:43.615562] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-03T20:49:43.616291] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-03T20:49:43.616339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:43.616369] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:43.616394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:43.616453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:43.670901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:43.671447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:43.671519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:43.671549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:43.787720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:43.787811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:43.787845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:43.787870] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:43.790859] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-03T20:49:43.791106] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-03T20:49:43.791219] [INFO ] [sig       ] SKYE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:43.925703] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SKYE.txt
[2025-12-03T20:49:43.925819] [INFO ] [sig       ] [2837/3516] Completed SKYE in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:43.925855] [INFO ] [sig       ] [2838/3516] Forecasting SKYH...
[2025-12-03T20:49:43.925883] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-03T20:49:43.925909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-03T20:49:43.936466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-03T20:49:43.936742] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-03T20:49:43.937460] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-03T20:49:43.937508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:43.937538] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:43.937563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:43.937645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:43.993022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:43.993587] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:43.993658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:43.993688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:44.108977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:44.109067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:44.109106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:44.109156] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:44.112227] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-12-03T20:49:44.112477] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-03T20:49:44.112608] [INFO ] [sig       ] SKYH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:44.252245] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SKYH.txt
[2025-12-03T20:49:44.252358] [INFO ] [sig       ] [2838/3516] Completed SKYH in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:44.252394] [INFO ] [sig       ] [2839/3516] Forecasting SKYX...
[2025-12-03T20:49:44.252423] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-03T20:49:44.252450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-03T20:49:44.265085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-03T20:49:44.265502] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-03T20:49:44.266305] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-03T20:49:44.266354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:44.266384] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:44.266408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:44.266462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:44.320738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:44.321430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:44.321504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:44.321535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:44.434455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:44.434637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:44.434675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:44.434702] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:44.438110] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=80.08%)
[2025-12-03T20:49:44.438390] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-03T20:49:44.438511] [INFO ] [sig       ] SKYX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:44.576302] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SKYX.txt
[2025-12-03T20:49:44.576450] [INFO ] [sig       ] [2839/3516] Completed SKYX in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:44.576487] [INFO ] [sig       ] [2840/3516] Forecasting SKYY...
[2025-12-03T20:49:44.576516] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-03T20:49:44.576545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-03T20:49:44.588675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-03T20:49:44.589035] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-03T20:49:44.589801] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-03T20:49:44.589851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:44.589881] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:44.589906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:44.589959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:44.645022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:44.645851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:44.645931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:44.645979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:44.766317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:44.766470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:44.766507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:44.766534] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:44.769809] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=92.19%)
[2025-12-03T20:49:44.770094] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-03T20:49:44.770216] [INFO ] [sig       ] SKYY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:44.906064] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SKYY.txt
[2025-12-03T20:49:44.906205] [INFO ] [sig       ] [2840/3516] Completed SKYY in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:44.906241] [INFO ] [sig       ] [2841/3516] Forecasting SLAB...
[2025-12-03T20:49:44.906269] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-03T20:49:44.906296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-03T20:49:44.918373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-03T20:49:44.918785] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-03T20:49:44.919549] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-03T20:49:44.919614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:44.919644] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:44.919671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:44.919724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:44.975099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:44.975987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:44.976110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:44.976141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:45.094159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:45.094327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:45.094365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:45.094391] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:45.097727] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-12-03T20:49:45.098064] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-03T20:49:45.098191] [INFO ] [sig       ] SLAB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:45.232384] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLAB.txt
[2025-12-03T20:49:45.232523] [INFO ] [sig       ] [2841/3516] Completed SLAB in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:45.232560] [INFO ] [sig       ] [2842/3516] Forecasting SLB...
[2025-12-03T20:49:45.232609] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-03T20:49:45.232639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-03T20:49:45.244018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-03T20:49:45.244342] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-03T20:49:45.245119] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-03T20:49:45.245168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:45.245199] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:45.245260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:45.245318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:45.299691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:45.300491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:45.300591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:45.300625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:45.417268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:45.417436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:45.417474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:45.417502] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:45.420880] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=8.59%)
[2025-12-03T20:49:45.421159] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-03T20:49:45.421285] [INFO ] [sig       ] SLB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:45.557778] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLB.txt
[2025-12-03T20:49:45.557930] [INFO ] [sig       ] [2842/3516] Completed SLB in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:45.557967] [INFO ] [sig       ] [2843/3516] Forecasting SLDB...
[2025-12-03T20:49:45.557997] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-03T20:49:45.558054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-03T20:49:45.568979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-03T20:49:45.569275] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-03T20:49:45.570037] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-03T20:49:45.570085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:45.570115] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:45.570139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:45.570192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:45.628302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:45.628957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:45.629029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:45.629060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:45.745163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:45.745267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:45.745299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:45.745324] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:45.748353] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-03T20:49:45.748622] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-03T20:49:45.748737] [INFO ] [sig       ] SLDB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:45.883516] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SLDB.txt
[2025-12-03T20:49:45.883637] [INFO ] [sig       ] [2843/3516] Completed SLDB in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:45.883674] [INFO ] [sig       ] [2844/3516] Forecasting SLDP...
[2025-12-03T20:49:45.883702] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-03T20:49:45.883729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-03T20:49:45.895431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-03T20:49:45.895737] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-03T20:49:45.896494] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-03T20:49:45.896543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:45.896596] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:45.896634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:45.896690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:45.951761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:45.952320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:45.952393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:45.952423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:46.064051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:46.064160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:46.064198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:46.064225] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:46.067281] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-03T20:49:46.067532] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-03T20:49:46.067663] [INFO ] [sig       ] SLDP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:46.202358] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLDP.txt
[2025-12-03T20:49:46.202484] [INFO ] [sig       ] [2844/3516] Completed SLDP in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:46.202521] [INFO ] [sig       ] [2845/3516] Forecasting SLF...
[2025-12-03T20:49:46.202549] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-03T20:49:46.202594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-03T20:49:46.213282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-03T20:49:46.213560] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-03T20:49:46.214324] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-03T20:49:46.214372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:46.214403] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:46.214429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:46.214484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:46.268912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:46.269472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:46.269545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:46.269591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:46.391415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:46.391538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:46.391588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:46.391618] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:46.394765] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-03T20:49:46.395025] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-03T20:49:46.395145] [INFO ] [sig       ] SLF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:46.530622] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SLF.txt
[2025-12-03T20:49:46.530761] [INFO ] [sig       ] [2845/3516] Completed SLF in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 3.8m
[2025-12-03T20:49:46.530798] [INFO ] [sig       ] [2846/3516] Forecasting SLG...
[2025-12-03T20:49:46.530827] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-03T20:49:46.530877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-03T20:49:46.541930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-03T20:49:46.542224] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-03T20:49:46.543006] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-03T20:49:46.543056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:46.543087] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:46.543114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:46.543172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:46.599623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:46.600201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:46.600272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:46.600311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:46.724690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:46.724834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:46.724871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:46.724897] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:46.728179] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-03T20:49:46.728434] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-03T20:49:46.728554] [INFO ] [sig       ] SLG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:46.864053] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLG.txt
[2025-12-03T20:49:46.864182] [INFO ] [sig       ] [2846/3516] Completed SLG in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.8m
[2025-12-03T20:49:46.864219] [INFO ] [sig       ] [2847/3516] Forecasting SLGN...
[2025-12-03T20:49:46.864247] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-03T20:49:46.864274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-03T20:49:46.874654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-03T20:49:46.874930] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-03T20:49:46.875669] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-03T20:49:46.875718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:46.875749] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:46.875774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:46.875828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:46.930827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:46.931382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:46.931453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:46.931483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:47.045618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:47.045725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:47.045759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:47.045785] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:47.048874] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=73.04%)
[2025-12-03T20:49:47.049128] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-03T20:49:47.049248] [INFO ] [sig       ] SLGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:47.189503] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SLGN.txt
[2025-12-03T20:49:47.189633] [INFO ] [sig       ] [2847/3516] Completed SLGN in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:47.189670] [INFO ] [sig       ] [2848/3516] Forecasting SLM...
[2025-12-03T20:49:47.189699] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-03T20:49:47.189726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-03T20:49:47.201446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-03T20:49:47.201734] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-03T20:49:47.202453] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-03T20:49:47.202501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:47.202556] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:47.202600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:47.202657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:47.257304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:47.257927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:47.257998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:47.258051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:47.374663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:47.374763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:47.374796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:47.374821] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:47.377876] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-12-03T20:49:47.378152] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-03T20:49:47.378275] [INFO ] [sig       ] SLM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:47.514256] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SLM.txt
[2025-12-03T20:49:47.514361] [INFO ] [sig       ] [2848/3516] Completed SLM in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:47.514396] [INFO ] [sig       ] [2849/3516] Forecasting SLN...
[2025-12-03T20:49:47.514424] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-03T20:49:47.514452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-03T20:49:47.525178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-03T20:49:47.525444] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-03T20:49:47.526188] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-03T20:49:47.526238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:47.526268] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:47.526293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:47.526347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:47.581082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:47.581682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:47.581754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:47.581784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:47.698762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:47.698871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:47.698906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:47.698933] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:47.702114] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=93.12%)
[2025-12-03T20:49:47.702370] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-03T20:49:47.702485] [INFO ] [sig       ] SLN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:47.857586] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SLN.txt
[2025-12-03T20:49:47.857733] [INFO ] [sig       ] [2849/3516] Completed SLN in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:47.857771] [INFO ] [sig       ] [2850/3516] Forecasting SLNO...
[2025-12-03T20:49:47.857799] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-03T20:49:47.857828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-03T20:49:47.869395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-03T20:49:47.869688] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-03T20:49:47.870415] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-03T20:49:47.870464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:47.870494] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:47.870520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:47.870595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:47.926048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:47.926651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:47.926725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:47.926758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:48.046771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:48.046891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:48.046925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:48.046951] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:48.050248] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-03T20:49:48.050509] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-03T20:49:48.050648] [INFO ] [sig       ] SLNO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:48.189404] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLNO.txt
[2025-12-03T20:49:48.189507] [INFO ] [sig       ] [2850/3516] Completed SLNO in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:48.189542] [INFO ] [sig       ] [2851/3516] Forecasting SLP...
[2025-12-03T20:49:48.189585] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-03T20:49:48.189616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-03T20:49:48.200827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-03T20:49:48.201103] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-03T20:49:48.201851] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-03T20:49:48.201900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:48.201929] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:48.201955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:48.202009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:48.256006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:48.256594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:48.256665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:48.256696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:48.371705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:48.371825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:48.371859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:48.371912] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:48.374996] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-12-03T20:49:48.375253] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-03T20:49:48.375369] [INFO ] [sig       ] SLP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:48.512117] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLP.txt
[2025-12-03T20:49:48.512230] [INFO ] [sig       ] [2851/3516] Completed SLP in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:48.512267] [INFO ] [sig       ] [2852/3516] Forecasting SLQD...
[2025-12-03T20:49:48.512295] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-03T20:49:48.512323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-03T20:49:48.523644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-03T20:49:48.523919] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-03T20:49:48.524694] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-03T20:49:48.524744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:48.524776] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:48.524803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:48.524859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:48.581243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:48.581842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:48.581918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:48.581950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:48.699041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:48.699160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:48.699201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:48.699233] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:48.702442] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=71.14%)
[2025-12-03T20:49:48.702721] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-03T20:49:48.702840] [INFO ] [sig       ] SLQD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:48.841727] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SLQD.txt
[2025-12-03T20:49:48.841831] [INFO ] [sig       ] [2852/3516] Completed SLQD in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:48.841866] [INFO ] [sig       ] [2853/3516] Forecasting SLRC...
[2025-12-03T20:49:48.841894] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-03T20:49:48.841922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-03T20:49:48.853001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-03T20:49:48.853280] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-03T20:49:48.854025] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-03T20:49:48.854073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:48.854103] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:48.854129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:48.854183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:48.910541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:48.911136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:48.911210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:48.911241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:49.026461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:49.026591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:49.026628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:49.026655] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:49.029805] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-03T20:49:49.030069] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-03T20:49:49.030201] [INFO ] [sig       ] SLRC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:49.169536] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SLRC.txt
[2025-12-03T20:49:49.169656] [INFO ] [sig       ] [2853/3516] Completed SLRC in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:49.169692] [INFO ] [sig       ] [2854/3516] Forecasting SLS...
[2025-12-03T20:49:49.169719] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-03T20:49:49.169749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-03T20:49:49.181086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-03T20:49:49.181354] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-03T20:49:49.182094] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-03T20:49:49.182142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:49.182172] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:49.182197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:49.182251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:49.236926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:49.237502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:49.237589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:49.237622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:49.350125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:49.350233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:49.350268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:49.350295] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:49.353356] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-03T20:49:49.353626] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-03T20:49:49.353742] [INFO ] [sig       ] SLS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:49.492956] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLS.txt
[2025-12-03T20:49:49.493104] [INFO ] [sig       ] [2854/3516] Completed SLS in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:49.493141] [INFO ] [sig       ] [2855/3516] Forecasting SLVM...
[2025-12-03T20:49:49.493172] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-03T20:49:49.493201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-03T20:49:49.503983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-03T20:49:49.504338] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-03T20:49:49.505095] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-03T20:49:49.505154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:49.505185] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:49.505211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:49.505265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:49.561419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:49.562184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:49.562262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:49.562294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:49.684191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:49.684317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:49.684354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:49.684382] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:49.687602] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=38.22%)
[2025-12-03T20:49:49.687866] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-03T20:49:49.687986] [INFO ] [sig       ] SLVM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:49.837265] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLVM.txt
[2025-12-03T20:49:49.837414] [INFO ] [sig       ] [2855/3516] Completed SLVM in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:49.837455] [INFO ] [sig       ] [2856/3516] Forecasting SLVO...
[2025-12-03T20:49:49.837485] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-03T20:49:49.837513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-03T20:49:49.848141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-03T20:49:49.848423] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-03T20:49:49.849197] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-03T20:49:49.849249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:49.849279] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:49.849304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:49.849358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:49.915164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:49.915984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:49.916065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:49.916097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:50.030714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:50.030840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:50.030874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:50.030901] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:50.034048] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: DOWN (p=47.62%)
[2025-12-03T20:49:50.034304] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-03T20:49:50.034420] [INFO ] [sig       ] SLVO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:50.170441] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLVO.txt
[2025-12-03T20:49:50.170551] [INFO ] [sig       ] [2856/3516] Completed SLVO in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:50.170604] [INFO ] [sig       ] [2857/3516] Forecasting SLXN...
[2025-12-03T20:49:50.170635] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-03T20:49:50.170662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-03T20:49:50.181651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-03T20:49:50.181925] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-03T20:49:50.182679] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-03T20:49:50.182727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:50.182763] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:50.182791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:50.182845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:50.237989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:50.238562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:50.238657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:50.238692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:50.353117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:50.353256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:50.353291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:50.353318] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:50.356508] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=49.85%)
[2025-12-03T20:49:50.356783] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-03T20:49:50.356897] [INFO ] [sig       ] SLXN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:50.493127] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SLXN.txt
[2025-12-03T20:49:50.493237] [INFO ] [sig       ] [2857/3516] Completed SLXN in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:50.493272] [INFO ] [sig       ] [2858/3516] Forecasting SM...
[2025-12-03T20:49:50.493300] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-03T20:49:50.493328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-03T20:49:50.504157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-03T20:49:50.504439] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-03T20:49:50.505194] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-03T20:49:50.505252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:50.505290] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:50.505324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:50.505399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:50.570153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:50.570952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:50.571057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:50.571099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:50.690498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:50.690660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:50.690699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:50.690726] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:50.693914] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=99.90%)
[2025-12-03T20:49:50.694178] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-03T20:49:50.694293] [INFO ] [sig       ] SM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:50.830466] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SM.txt
[2025-12-03T20:49:50.830592] [INFO ] [sig       ] [2858/3516] Completed SM in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:50.830636] [INFO ] [sig       ] [2859/3516] Forecasting SMBC...
[2025-12-03T20:49:50.830666] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-03T20:49:50.830695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-03T20:49:50.841743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-03T20:49:50.842016] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-03T20:49:50.842791] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-03T20:49:50.842841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:50.842873] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:50.842900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:50.842957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:50.900018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:50.900645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:50.900721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:50.900754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:51.020117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:51.020265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:51.020302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:51.020330] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:51.023533] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=83.48%)
[2025-12-03T20:49:51.023890] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-03T20:49:51.024011] [INFO ] [sig       ] SMBC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:51.159712] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMBC.txt
[2025-12-03T20:49:51.159823] [INFO ] [sig       ] [2859/3516] Completed SMBC in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:51.159858] [INFO ] [sig       ] [2860/3516] Forecasting SMBK...
[2025-12-03T20:49:51.159886] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-03T20:49:51.159913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-03T20:49:51.170731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-03T20:49:51.171035] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-03T20:49:51.171843] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-03T20:49:51.171893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:51.171926] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:51.171952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:51.172008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:51.228782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:51.229365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:51.229438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:51.229469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:51.346427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:51.346549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:51.346599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:51.346628] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:51.349754] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=59.94%)
[2025-12-03T20:49:51.350009] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-03T20:49:51.350141] [INFO ] [sig       ] SMBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:51.485996] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMBK.txt
[2025-12-03T20:49:51.486105] [INFO ] [sig       ] [2860/3516] Completed SMBK in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:51.486140] [INFO ] [sig       ] [2861/3516] Forecasting SMCI...
[2025-12-03T20:49:51.486168] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-03T20:49:51.486196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-03T20:49:51.498073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-03T20:49:51.498341] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-03T20:49:51.499088] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-03T20:49:51.499137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:51.499167] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:51.499193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:51.499248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:51.556274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:51.556907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:51.556982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:51.557014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:51.689332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:51.689479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:51.689516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:51.689543] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:51.692765] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-03T20:49:51.693023] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-03T20:49:51.693139] [INFO ] [sig       ] SMCI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:51.829695] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SMCI.txt
[2025-12-03T20:49:51.829846] [INFO ] [sig       ] [2861/3516] Completed SMCI in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:51.829883] [INFO ] [sig       ] [2862/3516] Forecasting SMCX...
[2025-12-03T20:49:51.829912] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-03T20:49:51.829940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-03T20:49:51.840565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-03T20:49:51.840861] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-03T20:49:51.841604] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-03T20:49:51.841655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:51.841686] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:51.841711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:51.841765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:51.897314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:51.897925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:51.897998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:51.898044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:52.031875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:52.032020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:52.032073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:52.032103] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:52.035348] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=94.39%)
[2025-12-03T20:49:52.035622] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-03T20:49:52.035739] [INFO ] [sig       ] SMCX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:52.173559] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMCX.txt
[2025-12-03T20:49:52.173688] [INFO ] [sig       ] [2862/3516] Completed SMCX in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:52.173724] [INFO ] [sig       ] [2863/3516] Forecasting SMFG...
[2025-12-03T20:49:52.173753] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-03T20:49:52.173781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-03T20:49:52.184550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-03T20:49:52.184839] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-03T20:49:52.185563] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-03T20:49:52.185633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:52.185663] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:52.185688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:52.185747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:52.241392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:52.242005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:52.242080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:52.242112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:52.364943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:52.365067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:52.365104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:52.365131] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:52.368333] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-03T20:49:52.368636] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-03T20:49:52.368759] [INFO ] [sig       ] SMFG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:52.508804] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SMFG.txt
[2025-12-03T20:49:52.508915] [INFO ] [sig       ] [2863/3516] Completed SMFG in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 3.7m
[2025-12-03T20:49:52.508950] [INFO ] [sig       ] [2864/3516] Forecasting SMH...
[2025-12-03T20:49:52.508986] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-03T20:49:52.509014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-03T20:49:52.520672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-03T20:49:52.520953] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-03T20:49:52.521687] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-03T20:49:52.521735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:52.521767] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:52.521792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:52.521846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:52.577618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:52.578403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:52.578481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:52.578512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:52.706702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:52.706850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:52.706886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:52.706914] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:52.710263] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-03T20:49:52.710532] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-03T20:49:52.710669] [INFO ] [sig       ] SMH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:52.846934] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMH.txt
[2025-12-03T20:49:52.847045] [INFO ] [sig       ] [2864/3516] Completed SMH in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.7m
[2025-12-03T20:49:52.847080] [INFO ] [sig       ] [2865/3516] Forecasting SMHI...
[2025-12-03T20:49:52.847108] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-03T20:49:52.847136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-03T20:49:52.857963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-03T20:49:52.858265] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-03T20:49:52.859038] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-03T20:49:52.859089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:52.859149] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:52.859178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:52.859245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:52.915471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:52.916197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:52.916272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:52.916307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:53.029030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:53.029182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:53.029220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:53.029248] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:53.032451] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-03T20:49:53.032731] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-03T20:49:53.032857] [INFO ] [sig       ] SMHI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:53.168739] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SMHI.txt
[2025-12-03T20:49:53.168866] [INFO ] [sig       ] [2865/3516] Completed SMHI in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:53.168905] [INFO ] [sig       ] [2866/3516] Forecasting SMHX...
[2025-12-03T20:49:53.168934] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-03T20:49:53.168963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-03T20:49:53.179900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-03T20:49:53.180175] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-03T20:49:53.180916] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-03T20:49:53.180966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:53.181007] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:53.181034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:53.181089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:53.236347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:53.236931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:53.237003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:53.237034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:53.354540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:53.354674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:53.354710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:53.354737] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:53.357892] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=62.53%)
[2025-12-03T20:49:53.358158] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-03T20:49:53.358277] [INFO ] [sig       ] SMHX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:53.494896] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMHX.txt
[2025-12-03T20:49:53.495008] [INFO ] [sig       ] [2866/3516] Completed SMHX in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:53.495044] [INFO ] [sig       ] [2867/3516] Forecasting SMID...
[2025-12-03T20:49:53.495072] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-03T20:49:53.495101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-03T20:49:53.505689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-03T20:49:53.505992] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-03T20:49:53.506786] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-03T20:49:53.506835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:53.506866] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:53.506892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:53.506946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:53.562460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:53.563215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:53.563287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:53.563320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:53.666794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:53.666907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:53.666941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:53.666968] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:53.670125] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2025-12-03T20:49:53.670438] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-03T20:49:53.670559] [INFO ] [sig       ] SMID: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:53.820302] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SMID.txt
[2025-12-03T20:49:53.820444] [INFO ] [sig       ] [2867/3516] Completed SMID in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:53.820480] [INFO ] [sig       ] [2868/3516] Forecasting SMPL...
[2025-12-03T20:49:53.820509] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-03T20:49:53.820538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-03T20:49:53.831818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-03T20:49:53.832095] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-03T20:49:53.832912] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-03T20:49:53.832961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:53.832991] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:53.833016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:53.833069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:53.888079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:53.888663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:53.888736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:53.888766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:54.002762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:54.002886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:54.002921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:54.002977] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:54.006116] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-12-03T20:49:54.006387] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-03T20:49:54.006504] [INFO ] [sig       ] SMPL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:54.143637] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMPL.txt
[2025-12-03T20:49:54.143759] [INFO ] [sig       ] [2868/3516] Completed SMPL in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:54.143796] [INFO ] [sig       ] [2869/3516] Forecasting SMTC...
[2025-12-03T20:49:54.143823] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-03T20:49:54.143851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-03T20:49:54.154663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-03T20:49:54.154930] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-03T20:49:54.155662] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-03T20:49:54.155710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:54.155739] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:54.155764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:54.155818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:54.210982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:54.211547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:54.211635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:54.211666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:54.326801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:54.326931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:54.326967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:54.326993] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:54.330224] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=66.10%)
[2025-12-03T20:49:54.330519] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-03T20:49:54.330651] [INFO ] [sig       ] SMTC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:54.466373] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMTC.txt
[2025-12-03T20:49:54.466483] [INFO ] [sig       ] [2869/3516] Completed SMTC in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:54.466519] [INFO ] [sig       ] [2870/3516] Forecasting SMTI...
[2025-12-03T20:49:54.466553] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-03T20:49:54.466598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-03T20:49:54.477300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-03T20:49:54.477593] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-03T20:49:54.478363] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-03T20:49:54.478412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:54.478442] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:54.478466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:54.478520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:54.533822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:54.534397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:54.534469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:54.534499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:54.652776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:54.652905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:54.652940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:54.652967] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:54.656126] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=93.34%)
[2025-12-03T20:49:54.656383] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-03T20:49:54.656497] [INFO ] [sig       ] SMTI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:54.793600] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMTI.txt
[2025-12-03T20:49:54.793746] [INFO ] [sig       ] [2870/3516] Completed SMTI in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:54.793784] [INFO ] [sig       ] [2871/3516] Forecasting SMWB...
[2025-12-03T20:49:54.793812] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-03T20:49:54.793842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-03T20:49:54.805296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-03T20:49:54.805593] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-03T20:49:54.806339] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-03T20:49:54.806388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:54.806419] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:54.806444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:54.806498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:54.863445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:54.864127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:54.864202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:54.864234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:54.984280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:54.984409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:54.984443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:54.984470] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:54.987603] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=96.54%)
[2025-12-03T20:49:54.987863] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-03T20:49:54.987979] [INFO ] [sig       ] SMWB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:55.128157] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMWB.txt
[2025-12-03T20:49:55.128306] [INFO ] [sig       ] [2871/3516] Completed SMWB in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:55.128344] [INFO ] [sig       ] [2872/3516] Forecasting SMX...
[2025-12-03T20:49:55.128373] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-03T20:49:55.128401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-03T20:49:55.145313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-03T20:49:55.145677] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-03T20:49:55.146432] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-03T20:49:55.146481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:55.146513] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:55.146540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:55.146619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:55.203908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:55.204720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:55.204797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:55.204829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:55.301383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:55.301505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:55.301538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:55.301564] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:55.304651] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=80.18%)
[2025-12-03T20:49:55.304912] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-03T20:49:55.305028] [INFO ] [sig       ] SMX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:55.441434] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SMX.txt
[2025-12-03T20:49:55.441547] [INFO ] [sig       ] [2872/3516] Completed SMX in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:55.441598] [INFO ] [sig       ] [2873/3516] Forecasting SN...
[2025-12-03T20:49:55.441628] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-03T20:49:55.441656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-03T20:49:55.453033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-03T20:49:55.453312] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-03T20:49:55.454086] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-03T20:49:55.454136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:55.454167] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:55.454193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:55.454249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:55.511091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:55.511705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:55.511780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:55.511812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:55.644796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:55.644969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:55.645020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:55.645070] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:55.648469] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-03T20:49:55.648778] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-03T20:49:55.648908] [INFO ] [sig       ] SN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:55.791830] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SN.txt
[2025-12-03T20:49:55.791984] [INFO ] [sig       ] [2873/3516] Completed SN in 0.4s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:55.792022] [INFO ] [sig       ] [2874/3516] Forecasting SNA...
[2025-12-03T20:49:55.792051] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-03T20:49:55.792079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-03T20:49:55.806719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-03T20:49:55.807136] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-03T20:49:55.807931] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-03T20:49:55.807981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:55.808039] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:55.808066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:55.808120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:55.875369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:55.876159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:55.876237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:55.876268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:55.993253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:55.993400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:55.993438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:55.993465] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:55.996732] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-03T20:49:55.996998] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-03T20:49:55.997119] [INFO ] [sig       ] SNA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:56.133603] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SNA.txt
[2025-12-03T20:49:56.133767] [INFO ] [sig       ] [2874/3516] Completed SNA in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:56.133805] [INFO ] [sig       ] [2875/3516] Forecasting SNAP...
[2025-12-03T20:49:56.133834] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-03T20:49:56.133869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-03T20:49:56.145360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-03T20:49:56.145693] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-03T20:49:56.146416] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-03T20:49:56.146464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:56.146494] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:56.146519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:56.146595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:56.201177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:56.201788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:56.201860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:56.201928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:56.317797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:56.317927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:56.317961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:56.317988] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:56.321157] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-12-03T20:49:56.321416] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-03T20:49:56.321532] [INFO ] [sig       ] SNAP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:56.456563] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SNAP.txt
[2025-12-03T20:49:56.456693] [INFO ] [sig       ] [2875/3516] Completed SNAP in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:56.456729] [INFO ] [sig       ] [2876/3516] Forecasting SNCY...
[2025-12-03T20:49:56.456757] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-03T20:49:56.456786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-03T20:49:56.467848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-03T20:49:56.468152] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-03T20:49:56.468900] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-03T20:49:56.468948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:56.468979] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:56.469005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:56.469059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:56.524208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:56.524819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:56.524892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:56.524924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:56.643074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:56.643194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:56.643228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:56.643254] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:56.646354] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-03T20:49:56.646629] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-03T20:49:56.646743] [INFO ] [sig       ] SNCY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:56.783379] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SNCY.txt
[2025-12-03T20:49:56.783488] [INFO ] [sig       ] [2876/3516] Completed SNCY in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:56.783523] [INFO ] [sig       ] [2877/3516] Forecasting SND...
[2025-12-03T20:49:56.783551] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-03T20:49:56.783605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-03T20:49:56.794086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-03T20:49:56.794360] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-03T20:49:56.795105] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-03T20:49:56.795153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:56.795183] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:56.795208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:56.795273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:56.849681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:56.850256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:56.850329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:56.850362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:56.969404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:56.969540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:56.969593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:56.969623] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:56.972769] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-03T20:49:56.973030] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-03T20:49:56.973147] [INFO ] [sig       ] SND: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:57.109075] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SND.txt
[2025-12-03T20:49:57.109197] [INFO ] [sig       ] [2877/3516] Completed SND in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:57.109234] [INFO ] [sig       ] [2878/3516] Forecasting SNDL...
[2025-12-03T20:49:57.109262] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-03T20:49:57.109289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-03T20:49:57.120165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-03T20:49:57.120442] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-03T20:49:57.121181] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-03T20:49:57.121229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:57.121258] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:57.121284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:57.121338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:57.176278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:57.176885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:57.176957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:57.176988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:57.292837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:57.292970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:57.293005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:57.293031] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:57.296211] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-03T20:49:57.296475] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-03T20:49:57.296609] [INFO ] [sig       ] SNDL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:57.432959] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SNDL.txt
[2025-12-03T20:49:57.433140] [INFO ] [sig       ] [2878/3516] Completed SNDL in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:57.433178] [INFO ] [sig       ] [2879/3516] Forecasting SNDX...
[2025-12-03T20:49:57.433207] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-03T20:49:57.433236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-03T20:49:57.444662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-03T20:49:57.445007] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-03T20:49:57.445767] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-03T20:49:57.445816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:57.445847] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:57.445872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:57.445926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:57.503610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:57.504362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:57.504442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:57.504472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:57.623105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:57.623253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:57.623290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:57.623318] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:57.626529] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-03T20:49:57.626810] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-03T20:49:57.626929] [INFO ] [sig       ] SNDX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:57.764703] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SNDX.txt
[2025-12-03T20:49:57.764851] [INFO ] [sig       ] [2879/3516] Completed SNDX in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:57.764887] [INFO ] [sig       ] [2880/3516] Forecasting SNES...
[2025-12-03T20:49:57.764916] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-03T20:49:57.764945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-03T20:49:57.775946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-03T20:49:57.776249] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-03T20:49:57.777003] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-03T20:49:57.777052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:57.777083] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:57.777109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:57.777164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:57.832096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:57.832956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:57.833036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:57.833067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:57.948964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:57.949110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:57.949149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:57.949176] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:57.952378] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=70.69%)
[2025-12-03T20:49:57.952661] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-03T20:49:57.952778] [INFO ] [sig       ] SNES: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:58.129787] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SNES.txt
[2025-12-03T20:49:58.129918] [INFO ] [sig       ] [2880/3516] Completed SNES in 0.4s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:58.129955] [INFO ] [sig       ] [2881/3516] Forecasting SNEX...
[2025-12-03T20:49:58.129983] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-03T20:49:58.130018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-03T20:49:58.141102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-03T20:49:58.141408] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-03T20:49:58.142169] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-03T20:49:58.142218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:58.142249] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:58.142275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:58.142329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:58.197490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:58.198124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:58.198199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:58.198230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:58.315913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:58.316066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:58.316104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:58.316132] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:58.319467] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-03T20:49:58.319777] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-03T20:49:58.319901] [INFO ] [sig       ] SNEX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:58.458486] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SNEX.txt
[2025-12-03T20:49:58.458631] [INFO ] [sig       ] [2881/3516] Completed SNEX in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 3.6m
[2025-12-03T20:49:58.458670] [INFO ] [sig       ] [2882/3516] Forecasting SNFCA...
[2025-12-03T20:49:58.458699] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-03T20:49:58.458726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-03T20:49:58.469358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-03T20:49:58.469656] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-03T20:49:58.470401] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-03T20:49:58.470462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:58.470527] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:58.470556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:58.470638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:58.527425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:58.528114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:58.528191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:58.528223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:58.653412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:58.653565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:58.653621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:58.653649] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:58.656919] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-03T20:49:58.657186] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-03T20:49:58.657307] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:58.793243] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SNFCA.txt
[2025-12-03T20:49:58.793377] [INFO ] [sig       ] [2882/3516] Completed SNFCA in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.6m
[2025-12-03T20:49:58.793418] [INFO ] [sig       ] [2883/3516] Forecasting SNGX...
[2025-12-03T20:49:58.793446] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-03T20:49:58.793474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-03T20:49:58.805104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-03T20:49:58.805497] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-03T20:49:58.806308] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-03T20:49:58.806359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:58.806391] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:58.806417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:58.806476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:58.861040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:58.861913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:58.861993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:58.862025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:58.978099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:58.978260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:58.978300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:58.978328] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:58.981656] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=41.41%)
[2025-12-03T20:49:58.981930] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-03T20:49:58.982052] [INFO ] [sig       ] SNGX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:59.117362] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SNGX.txt
[2025-12-03T20:49:59.117519] [INFO ] [sig       ] [2883/3516] Completed SNGX in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:49:59.117559] [INFO ] [sig       ] [2884/3516] Forecasting SNN...
[2025-12-03T20:49:59.117610] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-03T20:49:59.117640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-03T20:49:59.129090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-03T20:49:59.129425] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-03T20:49:59.130247] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-03T20:49:59.130300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:59.130332] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:59.130361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:59.130430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:59.186716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:59.187379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:59.187455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:59.187487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:59.317948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:59.318103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:59.318140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:59.318168] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:59.321418] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-12-03T20:49:59.321700] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-03T20:49:59.321821] [INFO ] [sig       ] SNN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:49:59.457953] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SNN.txt
[2025-12-03T20:49:59.458097] [INFO ] [sig       ] [2884/3516] Completed SNN in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:49:59.458135] [INFO ] [sig       ] [2885/3516] Forecasting SNOA...
[2025-12-03T20:49:59.458163] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-03T20:49:59.458192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-03T20:49:59.469787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-03T20:49:59.470145] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-03T20:49:59.470916] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-03T20:49:59.470966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:59.470997] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:59.471022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:59.471077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:59.526058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:59.526943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:59.527024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:59.527055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:59.644296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:59.644459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:59.644502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:59.644565] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:59.647934] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-03T20:49:59.648226] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-03T20:49:59.648350] [INFO ] [sig       ] SNOA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:49:59.786493] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SNOA.txt
[2025-12-03T20:49:59.786652] [INFO ] [sig       ] [2885/3516] Completed SNOA in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:49:59.786697] [INFO ] [sig       ] [2886/3516] Forecasting SNPS...
[2025-12-03T20:49:59.786726] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-03T20:49:59.786754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-03T20:49:59.797508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-03T20:49:59.797819] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-03T20:49:59.798642] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-03T20:49:59.798695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:49:59.798725] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:49:59.798750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:49:59.798804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:49:59.855127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:49:59.855928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:49:59.856010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:49:59.856041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:49:59.978019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:49:59.978177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:49:59.978215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:49:59.978243] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:49:59.981475] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=84.49%)
[2025-12-03T20:49:59.981756] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-03T20:49:59.981876] [INFO ] [sig       ] SNPS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:00.116787] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SNPS.txt
[2025-12-03T20:50:00.116922] [INFO ] [sig       ] [2886/3516] Completed SNPS in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:00.116957] [INFO ] [sig       ] [2887/3516] Forecasting SNTI...
[2025-12-03T20:50:00.116986] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-03T20:50:00.117015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-03T20:50:00.128235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-03T20:50:00.128608] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-03T20:50:00.129350] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-03T20:50:00.129401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:00.129434] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:00.129458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:00.129513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:00.183865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:00.184588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:00.184665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:00.184695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:00.303035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:00.303199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:00.303237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:00.303266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:00.306673] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=10.86%)
[2025-12-03T20:50:00.306947] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-03T20:50:00.307069] [INFO ] [sig       ] SNTI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:00.442021] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SNTI.txt
[2025-12-03T20:50:00.442145] [INFO ] [sig       ] [2887/3516] Completed SNTI in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:00.442181] [INFO ] [sig       ] [2888/3516] Forecasting SNX...
[2025-12-03T20:50:00.442209] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-03T20:50:00.442239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-03T20:50:00.454012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-03T20:50:00.454307] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-03T20:50:00.455070] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-03T20:50:00.455120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:00.455150] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:00.455175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:00.455229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:00.509697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:00.510259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:00.510333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:00.510363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:00.627861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:00.628015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:00.628053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:00.628080] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:00.631294] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: UP (p=83.20%)
[2025-12-03T20:50:00.631558] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-03T20:50:00.631695] [INFO ] [sig       ] SNX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:00.768995] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SNX.txt
[2025-12-03T20:50:00.769138] [INFO ] [sig       ] [2888/3516] Completed SNX in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:00.769175] [INFO ] [sig       ] [2889/3516] Forecasting SNY...
[2025-12-03T20:50:00.769205] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-03T20:50:00.769233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-03T20:50:00.780098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-03T20:50:00.780407] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-03T20:50:00.781151] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-03T20:50:00.781199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:00.781230] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:00.781256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:00.781310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:00.836464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:00.837221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:00.837297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:00.837328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:00.950308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:00.950423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:00.953611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:00.953648] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:00.956856] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-03T20:50:00.957115] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-03T20:50:00.957232] [INFO ] [sig       ] SNY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:01.096309] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SNY.txt
[2025-12-03T20:50:01.096433] [INFO ] [sig       ] [2889/3516] Completed SNY in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:01.096469] [INFO ] [sig       ] [2890/3516] Forecasting SO...
[2025-12-03T20:50:01.096497] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-03T20:50:01.096526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-03T20:50:01.107995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-03T20:50:01.108308] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-03T20:50:01.109050] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-03T20:50:01.109108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:01.109139] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:01.109165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:01.109219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:01.164815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:01.165382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:01.165456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:01.165490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:01.282317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:01.282441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:01.282476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:01.282503] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:01.285660] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2025-12-03T20:50:01.285936] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-03T20:50:01.286052] [INFO ] [sig       ] SO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:01.435100] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SO.txt
[2025-12-03T20:50:01.435222] [INFO ] [sig       ] [2890/3516] Completed SO in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:01.435258] [INFO ] [sig       ] [2891/3516] Forecasting SOCL...
[2025-12-03T20:50:01.435285] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-03T20:50:01.435313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-03T20:50:01.513097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-03T20:50:01.513522] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-03T20:50:01.514408] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-03T20:50:01.514462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:01.514493] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:01.514520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:01.514595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:01.590546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:01.591425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:01.591517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:01.591550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:01.728551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:01.728728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:01.728767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:01.728794] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:01.732365] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2025-12-03T20:50:01.732724] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-03T20:50:01.732862] [INFO ] [sig       ] SOCL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:01.880401] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SOCL.txt
[2025-12-03T20:50:01.880566] [INFO ] [sig       ] [2891/3516] Completed SOCL in 0.4s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:01.880628] [INFO ] [sig       ] [2892/3516] Forecasting SOFI...
[2025-12-03T20:50:01.880657] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-03T20:50:01.880686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-03T20:50:01.892676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-03T20:50:01.893055] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-03T20:50:01.893857] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-03T20:50:01.893906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:01.893936] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:01.893961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:01.894014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:01.949907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:01.950845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:01.950972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:01.951005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:02.081798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:02.081971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:02.082024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:02.082064] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:02.086847] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=51.95%)
[2025-12-03T20:50:02.087360] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-03T20:50:02.087601] [INFO ] [sig       ] SOFI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:02.244785] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SOFI.txt
[2025-12-03T20:50:02.244953] [INFO ] [sig       ] [2892/3516] Completed SOFI in 0.4s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:02.244996] [INFO ] [sig       ] [2893/3516] Forecasting SOGP...
[2025-12-03T20:50:02.245029] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-03T20:50:02.245059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-03T20:50:02.257100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-03T20:50:02.257503] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-03T20:50:02.258378] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-03T20:50:02.258431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:02.258464] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:02.258500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:02.258598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:02.320788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:02.321690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:02.321789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:02.321837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:02.442965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:02.443138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:02.443185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:02.443215] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:02.447019] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-03T20:50:02.447332] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-03T20:50:02.447467] [INFO ] [sig       ] SOGP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:02.595791] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SOGP.txt
[2025-12-03T20:50:02.595980] [INFO ] [sig       ] [2893/3516] Completed SOGP in 0.4s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:02.596032] [INFO ] [sig       ] [2894/3516] Forecasting SOJC...
[2025-12-03T20:50:02.596070] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-03T20:50:02.596105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-03T20:50:02.610311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-03T20:50:02.611183] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-03T20:50:02.612381] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-03T20:50:02.612436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:02.612470] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:02.612498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:02.612557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:02.678392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:02.679698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:02.679840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:02.679885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:02.838163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:02.838324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:02.838363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:02.838390] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:02.842442] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=75.95%)
[2025-12-03T20:50:02.842960] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-03T20:50:02.843103] [INFO ] [sig       ] SOJC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:02.992565] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SOJC.txt
[2025-12-03T20:50:02.992740] [INFO ] [sig       ] [2894/3516] Completed SOJC in 0.4s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:02.992778] [INFO ] [sig       ] [2895/3516] Forecasting SOJD...
[2025-12-03T20:50:02.992807] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-03T20:50:02.992835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-03T20:50:03.005100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-03T20:50:03.005420] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-03T20:50:03.006360] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-03T20:50:03.006408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:03.006438] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:03.006462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:03.006516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:03.061888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:03.062447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:03.062519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:03.062549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:03.178820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:03.178969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:03.179005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:03.179032] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:03.182234] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-03T20:50:03.182512] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-03T20:50:03.182651] [INFO ] [sig       ] SOJD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:03.318180] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SOJD.txt
[2025-12-03T20:50:03.318332] [INFO ] [sig       ] [2895/3516] Completed SOJD in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:03.318370] [INFO ] [sig       ] [2896/3516] Forecasting SOJE...
[2025-12-03T20:50:03.318399] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-03T20:50:03.318427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-03T20:50:03.329285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-03T20:50:03.329604] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-03T20:50:03.330323] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-03T20:50:03.330370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:03.330400] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:03.330426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:03.330480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:03.384459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:03.385168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:03.385246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:03.385278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:03.504759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:03.504912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:03.504949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:03.504976] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:03.508398] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-03T20:50:03.508684] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-03T20:50:03.508801] [INFO ] [sig       ] SOJE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:03.656980] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SOJE.txt
[2025-12-03T20:50:03.657106] [INFO ] [sig       ] [2896/3516] Completed SOJE in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:03.657143] [INFO ] [sig       ] [2897/3516] Forecasting SOL...
[2025-12-03T20:50:03.657170] [INFO ] [sig       ] Generating forecast for: SOL
[2025-12-03T20:50:03.657199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-12-03T20:50:03.669020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-12-03T20:50:03.669394] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-12-03T20:50:03.670194] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-12-03T20:50:03.670245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:03.670277] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:03.670304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:03.670361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:03.731037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:03.731905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:03.731988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:03.732022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:03.850196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:03.850355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:03.850414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:03.850444] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:03.853871] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-12-03T20:50:03.854171] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-12-03T20:50:03.854304] [INFO ] [sig       ] SOL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:04.004789] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SOL.txt
[2025-12-03T20:50:04.004949] [INFO ] [sig       ] [2897/3516] Completed SOL in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:04.004986] [INFO ] [sig       ] [2898/3516] Forecasting SON...
[2025-12-03T20:50:04.005015] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-03T20:50:04.005043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-03T20:50:04.016524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-03T20:50:04.016849] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-03T20:50:04.017593] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-03T20:50:04.017642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:04.017672] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:04.017697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:04.017751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:04.072977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:04.073742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:04.073821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:04.073851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:04.189901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:04.190047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:04.190084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:04.190112] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:04.193338] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-03T20:50:04.193621] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-03T20:50:04.193738] [INFO ] [sig       ] SON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:04.333871] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SON.txt
[2025-12-03T20:50:04.334015] [INFO ] [sig       ] [2898/3516] Completed SON in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:04.334052] [INFO ] [sig       ] [2899/3516] Forecasting SONO...
[2025-12-03T20:50:04.334080] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-03T20:50:04.334110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-03T20:50:04.345265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-03T20:50:04.345528] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-03T20:50:04.346257] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-03T20:50:04.346305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:04.346360] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:04.346387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:04.346443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:04.401394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:04.402053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:04.402127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:04.402160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:04.533095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:04.533245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:04.533287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:04.533315] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:04.536653] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-12-03T20:50:04.536921] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-03T20:50:04.537042] [INFO ] [sig       ] SONO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:04.674755] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SONO.txt
[2025-12-03T20:50:04.674878] [INFO ] [sig       ] [2899/3516] Completed SONO in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 3.5m
[2025-12-03T20:50:04.674914] [INFO ] [sig       ] [2900/3516] Forecasting SOPA...
[2025-12-03T20:50:04.674943] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-03T20:50:04.674972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-03T20:50:04.685288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-03T20:50:04.685556] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-03T20:50:04.686283] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-03T20:50:04.686331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:04.686361] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:04.686386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:04.686440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:04.740842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:04.741485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:04.741564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:04.741613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:04.856079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:04.856228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:04.856266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:04.856294] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:04.859506] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-03T20:50:04.859788] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-03T20:50:04.859909] [INFO ] [sig       ] SOPA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:04.996261] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SOPA.txt
[2025-12-03T20:50:04.996392] [INFO ] [sig       ] [2900/3516] Completed SOPA in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.5m
[2025-12-03T20:50:04.996428] [INFO ] [sig       ] [2901/3516] Forecasting SOPH...
[2025-12-03T20:50:04.996457] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-03T20:50:04.996486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-03T20:50:05.006811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-03T20:50:05.007126] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-03T20:50:05.007863] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-03T20:50:05.007912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:05.007954] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:05.007981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:05.008065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:05.063057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:05.063671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:05.063745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:05.063776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:05.177388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:05.177521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:05.177557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:05.177601] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:05.181065] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-12-03T20:50:05.181415] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-03T20:50:05.181590] [INFO ] [sig       ] SOPH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:05.322930] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SOPH.txt
[2025-12-03T20:50:05.323052] [INFO ] [sig       ] [2901/3516] Completed SOPH in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:05.323088] [INFO ] [sig       ] [2902/3516] Forecasting SOUN...
[2025-12-03T20:50:05.323116] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-03T20:50:05.323145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-03T20:50:05.333794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-03T20:50:05.334063] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-03T20:50:05.334816] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-03T20:50:05.334864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:05.334895] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:05.334920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:05.334974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:05.392488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:05.393110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:05.393182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:05.393213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:05.509917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:05.510056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:05.510091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:05.510147] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:05.513342] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=18.12%)
[2025-12-03T20:50:05.513623] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-03T20:50:05.513743] [INFO ] [sig       ] SOUN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:05.649976] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SOUN.txt
[2025-12-03T20:50:05.650112] [INFO ] [sig       ] [2902/3516] Completed SOUN in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:05.650149] [INFO ] [sig       ] [2903/3516] Forecasting SOXQ...
[2025-12-03T20:50:05.650177] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-03T20:50:05.650205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-03T20:50:05.660811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-03T20:50:05.661105] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-03T20:50:05.661847] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-03T20:50:05.661895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:05.661926] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:05.661951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:05.662005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:05.716615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:05.717244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:05.717318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:05.717348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:05.838215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:05.838354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:05.838389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:05.838417] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:05.841627] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=31.35%)
[2025-12-03T20:50:05.841887] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-03T20:50:05.842004] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:05.978040] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SOXQ.txt
[2025-12-03T20:50:05.978164] [INFO ] [sig       ] [2903/3516] Completed SOXQ in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:05.978200] [INFO ] [sig       ] [2904/3516] Forecasting SOXX...
[2025-12-03T20:50:05.978228] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-03T20:50:05.978256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-03T20:50:05.988989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-03T20:50:05.989255] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-03T20:50:05.989987] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-03T20:50:05.990035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:05.990065] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:05.990091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:05.990145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:06.045603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:06.046317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:06.046392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:06.046423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:06.169532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:06.169729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:06.169766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:06.169794] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:06.173009] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-03T20:50:06.173267] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-03T20:50:06.173386] [INFO ] [sig       ] SOXX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:06.309406] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SOXX.txt
[2025-12-03T20:50:06.309537] [INFO ] [sig       ] [2904/3516] Completed SOXX in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:06.309601] [INFO ] [sig       ] [2905/3516] Forecasting SPAI...
[2025-12-03T20:50:06.309632] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-03T20:50:06.309662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-03T20:50:06.320333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-03T20:50:06.320668] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-03T20:50:06.321445] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-03T20:50:06.321496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:06.321527] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:06.321553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:06.321635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:06.378691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:06.379280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:06.379356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:06.379388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:06.496038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:06.496202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:06.496238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:06.496266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:06.499483] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=53.60%)
[2025-12-03T20:50:06.499764] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-03T20:50:06.499880] [INFO ] [sig       ] SPAI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:06.635852] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SPAI.txt
[2025-12-03T20:50:06.636001] [INFO ] [sig       ] [2905/3516] Completed SPAI in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:06.636037] [INFO ] [sig       ] [2906/3516] Forecasting SPB...
[2025-12-03T20:50:06.636067] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-03T20:50:06.636094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-03T20:50:06.647206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-03T20:50:06.647536] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-03T20:50:06.648362] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-03T20:50:06.648413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:06.648445] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:06.648471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:06.648525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:06.703539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:06.704249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:06.704324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:06.704355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:06.824387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:06.824534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:06.824590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:06.824622] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:06.827946] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=25.32%)
[2025-12-03T20:50:06.828231] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-03T20:50:06.828372] [INFO ] [sig       ] SPB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:06.962313] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPB.txt
[2025-12-03T20:50:06.962441] [INFO ] [sig       ] [2906/3516] Completed SPB in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:06.962479] [INFO ] [sig       ] [2907/3516] Forecasting SPCB...
[2025-12-03T20:50:06.962509] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-03T20:50:06.962538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-03T20:50:07.005027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-03T20:50:07.005450] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-03T20:50:07.006412] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-03T20:50:07.006470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:07.006509] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:07.006543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:07.006640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:07.062411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:07.063125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:07.063200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:07.063232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:07.184463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:07.184654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:07.184699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:07.184726] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:07.187977] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=4.00%)
[2025-12-03T20:50:07.188269] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-03T20:50:07.188391] [INFO ] [sig       ] SPCB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:07.325519] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPCB.txt
[2025-12-03T20:50:07.325680] [INFO ] [sig       ] [2907/3516] Completed SPCB in 0.4s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:07.325718] [INFO ] [sig       ] [2908/3516] Forecasting SPCE...
[2025-12-03T20:50:07.325747] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-03T20:50:07.325775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-03T20:50:07.337031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-03T20:50:07.337335] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-03T20:50:07.338111] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-03T20:50:07.338160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:07.338189] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:07.338214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:07.338268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:07.392329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:07.392948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:07.393023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:07.393054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:07.510476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:07.510639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:07.510678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:07.510720] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:07.513939] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-03T20:50:07.514201] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-03T20:50:07.514320] [INFO ] [sig       ] SPCE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:07.650393] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPCE.txt
[2025-12-03T20:50:07.650532] [INFO ] [sig       ] [2908/3516] Completed SPCE in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:07.650589] [INFO ] [sig       ] [2909/3516] Forecasting SPE...
[2025-12-03T20:50:07.650621] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-03T20:50:07.650650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-03T20:50:07.662701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-03T20:50:07.663003] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-03T20:50:07.663798] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-03T20:50:07.663850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:07.663881] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:07.663908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:07.663965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:07.720702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:07.721301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:07.721402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:07.721435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:07.835446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:07.835601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:07.835639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:07.835666] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:07.838880] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-03T20:50:07.839140] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-03T20:50:07.839255] [INFO ] [sig       ] SPE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:07.979232] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SPE.txt
[2025-12-03T20:50:07.979365] [INFO ] [sig       ] [2909/3516] Completed SPE in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:07.979402] [INFO ] [sig       ] [2910/3516] Forecasting SPFI...
[2025-12-03T20:50:07.979431] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-03T20:50:07.979461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-03T20:50:07.989538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-03T20:50:07.989820] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-03T20:50:07.990558] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-03T20:50:07.990631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:07.990662] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:07.990687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:07.990741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:08.046767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:08.047528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:08.047657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:08.047694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:08.163119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:08.163248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:08.163285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:08.163311] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:08.166462] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-12-03T20:50:08.166753] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-03T20:50:08.166872] [INFO ] [sig       ] SPFI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:08.305350] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPFI.txt
[2025-12-03T20:50:08.305466] [INFO ] [sig       ] [2910/3516] Completed SPFI in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:08.305501] [INFO ] [sig       ] [2911/3516] Forecasting SPG...
[2025-12-03T20:50:08.305529] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-03T20:50:08.305557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-03T20:50:08.316744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-03T20:50:08.317115] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-03T20:50:08.317888] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-03T20:50:08.317937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:08.317967] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:08.317992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:08.318069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:08.372985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:08.373793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:08.373871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:08.373902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:08.492990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:08.493127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:08.493162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:08.493189] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:08.496392] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=86.58%)
[2025-12-03T20:50:08.496677] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-03T20:50:08.496797] [INFO ] [sig       ] SPG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:08.631939] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SPG.txt
[2025-12-03T20:50:08.632056] [INFO ] [sig       ] [2911/3516] Completed SPG in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:08.632091] [INFO ] [sig       ] [2912/3516] Forecasting SPGI...
[2025-12-03T20:50:08.632118] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-03T20:50:08.632147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-03T20:50:08.642939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-03T20:50:08.643215] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-03T20:50:08.643960] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-03T20:50:08.644009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:08.644039] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:08.644076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:08.644132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:08.708689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:08.709518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:08.709614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:08.709650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:08.828066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:08.828215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:08.828254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:08.828283] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:08.831453] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=4.81%)
[2025-12-03T20:50:08.831733] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-03T20:50:08.831852] [INFO ] [sig       ] SPGI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:08.968253] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPGI.txt
[2025-12-03T20:50:08.968400] [INFO ] [sig       ] [2912/3516] Completed SPGI in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:08.968438] [INFO ] [sig       ] [2913/3516] Forecasting SPH...
[2025-12-03T20:50:08.968468] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-03T20:50:08.968498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-03T20:50:08.979724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-03T20:50:08.980055] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-03T20:50:08.980840] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-03T20:50:08.980891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:08.980925] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:08.980952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:08.981009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:09.038100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:09.038858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:09.038938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:09.038971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:09.155753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:09.155918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:09.155955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:09.155984] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:09.159262] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=65.54%)
[2025-12-03T20:50:09.159532] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-03T20:50:09.159667] [INFO ] [sig       ] SPH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:09.298044] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SPH.txt
[2025-12-03T20:50:09.298169] [INFO ] [sig       ] [2913/3516] Completed SPH in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:09.298206] [INFO ] [sig       ] [2914/3516] Forecasting SPNS...
[2025-12-03T20:50:09.298237] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-03T20:50:09.298273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-03T20:50:09.309235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-03T20:50:09.309530] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-03T20:50:09.310316] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-03T20:50:09.310366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:09.310397] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:09.310424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:09.310481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:09.367639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:09.368387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:09.368464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:09.368496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:09.484960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:09.485104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:09.485141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:09.485168] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:09.488415] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-12-03T20:50:09.488697] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-03T20:50:09.488814] [INFO ] [sig       ] SPNS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:09.628414] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPNS.txt
[2025-12-03T20:50:09.628547] [INFO ] [sig       ] [2914/3516] Completed SPNS in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:09.628600] [INFO ] [sig       ] [2915/3516] Forecasting SPOK...
[2025-12-03T20:50:09.628630] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-03T20:50:09.628659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-03T20:50:09.639887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-03T20:50:09.640183] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-03T20:50:09.640945] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-03T20:50:09.640994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:09.641024] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:09.641050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:09.641104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:09.695967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:09.696715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:09.696791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:09.696822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:09.812385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:09.812533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:09.812585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:09.812615] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:09.815820] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-12-03T20:50:09.816081] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-03T20:50:09.816202] [INFO ] [sig       ] SPOK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:09.955340] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SPOK.txt
[2025-12-03T20:50:09.955473] [INFO ] [sig       ] [2915/3516] Completed SPOK in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:09.955510] [INFO ] [sig       ] [2916/3516] Forecasting SPRC...
[2025-12-03T20:50:09.955537] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-03T20:50:09.955590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-03T20:50:09.966296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-03T20:50:09.966622] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-03T20:50:09.967397] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-03T20:50:09.967446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:09.967504] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:09.967534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:09.967611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:10.024133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:10.024970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:10.025049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:10.025084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:10.142184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:10.142335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:10.142372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:10.142400] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:10.145620] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=19.15%)
[2025-12-03T20:50:10.145885] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-03T20:50:10.146001] [INFO ] [sig       ] SPRC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:10.284103] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPRC.txt
[2025-12-03T20:50:10.284232] [INFO ] [sig       ] [2916/3516] Completed SPRC in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:10.284269] [INFO ] [sig       ] [2917/3516] Forecasting SPRO...
[2025-12-03T20:50:10.284298] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-03T20:50:10.284326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-03T20:50:10.295250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-03T20:50:10.295564] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-03T20:50:10.296350] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-03T20:50:10.296399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:10.296430] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:10.296455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:10.296510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:10.353540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:10.354285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:10.354361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:10.354394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:10.472978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:10.473128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:10.473165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:10.473193] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:10.476396] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-03T20:50:10.476676] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-03T20:50:10.476804] [INFO ] [sig       ] SPRO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:10.613023] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPRO.txt
[2025-12-03T20:50:10.613158] [INFO ] [sig       ] [2917/3516] Completed SPRO in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 3.4m
[2025-12-03T20:50:10.613194] [INFO ] [sig       ] [2918/3516] Forecasting SPRX...
[2025-12-03T20:50:10.613223] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-03T20:50:10.613251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-03T20:50:10.627043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-03T20:50:10.627364] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-03T20:50:10.628180] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-03T20:50:10.628232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:10.628263] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:10.628299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:10.628358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:10.686374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:10.687124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:10.687210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:10.687244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:10.806767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:10.806913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:10.806951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:10.806978] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:10.810213] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=3.34%)
[2025-12-03T20:50:10.810478] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-03T20:50:10.810614] [INFO ] [sig       ] SPRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:10.947825] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPRX.txt
[2025-12-03T20:50:10.947957] [INFO ] [sig       ] [2918/3516] Completed SPRX in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.4m
[2025-12-03T20:50:10.947993] [INFO ] [sig       ] [2919/3516] Forecasting SPRY...
[2025-12-03T20:50:10.948039] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-03T20:50:10.948078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-03T20:50:10.959152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-03T20:50:10.959500] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-03T20:50:10.960248] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-03T20:50:10.960296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:10.960326] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:10.960351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:10.960405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:11.016306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:11.017082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:11.017162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:11.017194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:11.137695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:11.137844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:11.137882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:11.137956] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:11.141309] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=45.06%)
[2025-12-03T20:50:11.141596] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-03T20:50:11.141719] [INFO ] [sig       ] SPRY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:11.283370] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPRY.txt
[2025-12-03T20:50:11.283511] [INFO ] [sig       ] [2919/3516] Completed SPRY in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:11.283548] [INFO ] [sig       ] [2920/3516] Forecasting SPSC...
[2025-12-03T20:50:11.283594] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-03T20:50:11.283626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-03T20:50:11.294815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-03T20:50:11.295109] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-03T20:50:11.295881] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-03T20:50:11.295931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:11.295961] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:11.295988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:11.296044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:11.352421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:11.353167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:11.353244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:11.353277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:11.471975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:11.472135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:11.472172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:11.472199] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:11.475512] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=24.40%)
[2025-12-03T20:50:11.475800] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-03T20:50:11.475919] [INFO ] [sig       ] SPSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:11.615633] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPSC.txt
[2025-12-03T20:50:11.615759] [INFO ] [sig       ] [2920/3516] Completed SPSC in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:11.615795] [INFO ] [sig       ] [2921/3516] Forecasting SPWH...
[2025-12-03T20:50:11.615824] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-03T20:50:11.615851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-03T20:50:11.627283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-03T20:50:11.627632] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-03T20:50:11.628410] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-03T20:50:11.628460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:11.628489] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:11.628514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:11.628584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:11.683092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:11.683810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:11.683886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:11.683933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:11.807837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:11.807995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:11.808066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:11.808099] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:11.811437] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-03T20:50:11.811737] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-03T20:50:11.811867] [INFO ] [sig       ] SPWH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:11.951634] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPWH.txt
[2025-12-03T20:50:11.951795] [INFO ] [sig       ] [2921/3516] Completed SPWH in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:11.951837] [INFO ] [sig       ] [2922/3516] Forecasting SPXC...
[2025-12-03T20:50:11.951868] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-03T20:50:11.951901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-03T20:50:11.963463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-03T20:50:11.963804] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-03T20:50:11.964522] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-03T20:50:11.964592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:11.964636] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:11.964673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:11.964745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:12.021935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:12.022787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:12.022869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:12.022902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:12.145280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:12.145425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:12.145464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:12.145491] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:12.148776] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-12-03T20:50:12.149045] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-03T20:50:12.149167] [INFO ] [sig       ] SPXC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:12.289129] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SPXC.txt
[2025-12-03T20:50:12.289272] [INFO ] [sig       ] [2922/3516] Completed SPXC in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:12.289312] [INFO ] [sig       ] [2923/3516] Forecasting SPXX...
[2025-12-03T20:50:12.289341] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-03T20:50:12.289371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-03T20:50:12.300444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-03T20:50:12.300771] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-03T20:50:12.301496] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-03T20:50:12.301545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:12.301593] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:12.301622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:12.301690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:12.356102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:12.356858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:12.356935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:12.356966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:12.476065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:12.476221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:12.476260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:12.476288] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:12.479729] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=58.86%)
[2025-12-03T20:50:12.480027] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-03T20:50:12.480158] [INFO ] [sig       ] SPXX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:12.620526] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SPXX.txt
[2025-12-03T20:50:12.620712] [INFO ] [sig       ] [2923/3516] Completed SPXX in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:12.620753] [INFO ] [sig       ] [2924/3516] Forecasting SQM...
[2025-12-03T20:50:12.620781] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-03T20:50:12.620809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-03T20:50:12.632787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-03T20:50:12.633194] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-03T20:50:12.634021] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-03T20:50:12.634073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:12.634102] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:12.634127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:12.634181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:12.689874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:12.690769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:12.690854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:12.690887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:12.812668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:12.812827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:12.812865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:12.812893] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:12.816144] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-12-03T20:50:12.816407] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-03T20:50:12.816527] [INFO ] [sig       ] SQM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:12.950990] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SQM.txt
[2025-12-03T20:50:12.951110] [INFO ] [sig       ] [2924/3516] Completed SQM in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:12.951146] [INFO ] [sig       ] [2925/3516] Forecasting SQNS...
[2025-12-03T20:50:12.951174] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-03T20:50:12.951202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-03T20:50:12.966032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-03T20:50:12.966482] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-03T20:50:12.967297] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-03T20:50:12.967360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:12.967391] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:12.967415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:12.967469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:13.021751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:13.022555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:13.022651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:13.022683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:13.134872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:13.135032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:13.135070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:13.135098] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:13.138395] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=28.64%)
[2025-12-03T20:50:13.138677] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-03T20:50:13.138805] [INFO ] [sig       ] SQNS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:13.272852] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SQNS.txt
[2025-12-03T20:50:13.272972] [INFO ] [sig       ] [2925/3516] Completed SQNS in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:13.273008] [INFO ] [sig       ] [2926/3516] Forecasting SQQQ...
[2025-12-03T20:50:13.273036] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-03T20:50:13.273064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-03T20:50:13.285134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-03T20:50:13.285467] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-03T20:50:13.286288] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-03T20:50:13.286339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:13.286371] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:13.286397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:13.286452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:13.343971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:13.344749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:13.344867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:13.344912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:13.471624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:13.471799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:13.471852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:13.471891] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:13.475315] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2025-12-03T20:50:13.475604] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-03T20:50:13.475758] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:13.624450] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SQQQ.txt
[2025-12-03T20:50:13.624631] [INFO ] [sig       ] [2926/3516] Completed SQQQ in 0.4s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:13.624681] [INFO ] [sig       ] [2927/3516] Forecasting SRAD...
[2025-12-03T20:50:13.624712] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-03T20:50:13.624744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-03T20:50:13.636762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-03T20:50:13.637074] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-03T20:50:13.637865] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-03T20:50:13.637916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:13.637949] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:13.637976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:13.638080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:13.697306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:13.698014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:13.698097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:13.698129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:13.822287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:13.822441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:13.822480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:13.822508] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:13.825894] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-03T20:50:13.826175] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-03T20:50:13.826298] [INFO ] [sig       ] SRAD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:13.965670] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SRAD.txt
[2025-12-03T20:50:13.965818] [INFO ] [sig       ] [2927/3516] Completed SRAD in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:13.965856] [INFO ] [sig       ] [2928/3516] Forecasting SRBK...
[2025-12-03T20:50:13.965884] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-03T20:50:13.965913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-03T20:50:13.976797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-03T20:50:13.977102] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-03T20:50:13.977838] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-03T20:50:13.977886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:13.977916] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:13.977942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:13.977995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:14.033860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:14.034667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:14.034744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:14.034775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:14.153804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:14.153965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:14.154002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:14.154029] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:14.157296] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-03T20:50:14.157561] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-03T20:50:14.157699] [INFO ] [sig       ] SRBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:14.295308] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SRBK.txt
[2025-12-03T20:50:14.295458] [INFO ] [sig       ] [2928/3516] Completed SRBK in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:14.295495] [INFO ] [sig       ] [2929/3516] Forecasting SRCE...
[2025-12-03T20:50:14.295524] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-03T20:50:14.295552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-03T20:50:14.306781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-03T20:50:14.307073] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-03T20:50:14.307806] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-03T20:50:14.307855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:14.307885] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:14.307910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:14.307964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:14.366034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:14.366901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:14.366977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:14.367008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:14.484090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:14.484266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:14.484318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:14.484345] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:14.487699] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-03T20:50:14.487989] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-03T20:50:14.488162] [INFO ] [sig       ] SRCE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:14.625943] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SRCE.txt
[2025-12-03T20:50:14.626115] [INFO ] [sig       ] [2929/3516] Completed SRCE in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:14.626152] [INFO ] [sig       ] [2930/3516] Forecasting SRE...
[2025-12-03T20:50:14.626180] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-03T20:50:14.626208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-03T20:50:14.637275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-03T20:50:14.637625] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-03T20:50:14.638433] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-03T20:50:14.638482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:14.638513] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:14.638537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:14.638613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:14.694518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:14.695323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:14.695402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:14.695432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:14.813166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:14.813318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:14.813355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:14.813382] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:14.816733] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=77.14%)
[2025-12-03T20:50:14.817025] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-03T20:50:14.817147] [INFO ] [sig       ] SRE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:14.961793] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SRE.txt
[2025-12-03T20:50:14.961943] [INFO ] [sig       ] [2930/3516] Completed SRE in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:14.961981] [INFO ] [sig       ] [2931/3516] Forecasting SREA...
[2025-12-03T20:50:14.962009] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-03T20:50:14.962039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-03T20:50:14.972837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-03T20:50:14.973129] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-03T20:50:14.973880] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-03T20:50:14.973930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:14.973960] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:14.973985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:14.974039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:15.029053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:15.029906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:15.029985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:15.030016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:15.146343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:15.146491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:15.146528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:15.146556] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:15.149916] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=91.68%)
[2025-12-03T20:50:15.150186] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-03T20:50:15.150320] [INFO ] [sig       ] SREA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:15.289832] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SREA.txt
[2025-12-03T20:50:15.289970] [INFO ] [sig       ] [2931/3516] Completed SREA in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:15.290012] [INFO ] [sig       ] [2932/3516] Forecasting SRFM...
[2025-12-03T20:50:15.290042] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-03T20:50:15.290071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-03T20:50:15.302379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-03T20:50:15.302798] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-03T20:50:15.303564] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-03T20:50:15.303629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:15.303661] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:15.303687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:15.303747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:15.359798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:15.360706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:15.360794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:15.360827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:15.478564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:15.478752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:15.478798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:15.478832] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:15.482161] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-03T20:50:15.482444] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-03T20:50:15.482583] [INFO ] [sig       ] SRFM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:15.621429] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SRFM.txt
[2025-12-03T20:50:15.621555] [INFO ] [sig       ] [2932/3516] Completed SRFM in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:15.621609] [INFO ] [sig       ] [2933/3516] Forecasting SRG...
[2025-12-03T20:50:15.621639] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-03T20:50:15.621667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-03T20:50:15.632873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-03T20:50:15.633242] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-03T20:50:15.634021] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-03T20:50:15.634070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:15.634128] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:15.634155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:15.634213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:15.689810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:15.690625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:15.690711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:15.690745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:15.807682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:15.807838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:15.807875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:15.807902] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:15.811340] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=23.88%)
[2025-12-03T20:50:15.811687] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-03T20:50:15.811821] [INFO ] [sig       ] SRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:15.951641] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SRG.txt
[2025-12-03T20:50:15.951794] [INFO ] [sig       ] [2933/3516] Completed SRG in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:15.951832] [INFO ] [sig       ] [2934/3516] Forecasting SRI...
[2025-12-03T20:50:15.951861] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-03T20:50:15.951891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-03T20:50:15.963412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-03T20:50:15.963811] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-03T20:50:15.964547] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-03T20:50:15.964620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:15.964651] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:15.964677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:15.964731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:16.019889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:16.020728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:16.020832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:16.020864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:16.139439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:16.139609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:16.139648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:16.139676] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:16.142944] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-12-03T20:50:16.143238] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-03T20:50:16.143365] [INFO ] [sig       ] SRI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:16.282468] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SRI.txt
[2025-12-03T20:50:16.282640] [INFO ] [sig       ] [2934/3516] Completed SRI in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:16.282684] [INFO ] [sig       ] [2935/3516] Forecasting SRRK...
[2025-12-03T20:50:16.282717] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-03T20:50:16.282747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-03T20:50:16.294346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-03T20:50:16.294740] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-03T20:50:16.295499] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-03T20:50:16.295549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:16.295602] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:16.295632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:16.295687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:16.351983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:16.352833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:16.352926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:16.352961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:16.472298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:16.472446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:16.472484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:16.472510] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:16.475727] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-03T20:50:16.476020] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-03T20:50:16.476136] [INFO ] [sig       ] SRRK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:16.617611] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SRRK.txt
[2025-12-03T20:50:16.617761] [INFO ] [sig       ] [2935/3516] Completed SRRK in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.3m
[2025-12-03T20:50:16.617799] [INFO ] [sig       ] [2936/3516] Forecasting SRTS...
[2025-12-03T20:50:16.617828] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-03T20:50:16.617857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-03T20:50:16.629904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-03T20:50:16.630334] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-03T20:50:16.631170] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-03T20:50:16.631252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:16.631298] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:16.631333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:16.631400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:16.686441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:16.687298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:16.687405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:16.687439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:16.806341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:16.806467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:16.806505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:16.806606] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:16.810726] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=18.18%)
[2025-12-03T20:50:16.811147] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-03T20:50:16.811310] [INFO ] [sig       ] SRTS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:16.950817] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SRTS.txt
[2025-12-03T20:50:16.950951] [INFO ] [sig       ] [2936/3516] Completed SRTS in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.3m
[2025-12-03T20:50:16.950988] [INFO ] [sig       ] [2937/3516] Forecasting SSB...
[2025-12-03T20:50:16.951018] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-03T20:50:16.951046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-03T20:50:16.963249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-03T20:50:16.963613] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-03T20:50:16.964387] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-03T20:50:16.964439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:16.964472] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:16.964500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:16.964557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:17.022625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:17.023476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:17.023563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:17.023617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:17.145929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:17.146084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:17.146124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:17.146153] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:17.149519] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=47.80%)
[2025-12-03T20:50:17.149822] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-03T20:50:17.149973] [INFO ] [sig       ] SSB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:17.293169] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SSB.txt
[2025-12-03T20:50:17.293323] [INFO ] [sig       ] [2937/3516] Completed SSB in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:17.293364] [INFO ] [sig       ] [2938/3516] Forecasting SSD...
[2025-12-03T20:50:17.293396] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-03T20:50:17.293426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-03T20:50:17.305661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-03T20:50:17.306073] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-03T20:50:17.306937] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-03T20:50:17.307001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:17.307035] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:17.307059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:17.307113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:17.363253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:17.364179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:17.364264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:17.364295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:17.485825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:17.485984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:17.486025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:17.486053] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:17.489554] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=26.76%)
[2025-12-03T20:50:17.489905] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-03T20:50:17.490036] [INFO ] [sig       ] SSD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:17.629194] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SSD.txt
[2025-12-03T20:50:17.629345] [INFO ] [sig       ] [2938/3516] Completed SSD in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:17.629384] [INFO ] [sig       ] [2939/3516] Forecasting SSL...
[2025-12-03T20:50:17.629414] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-03T20:50:17.629444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-03T20:50:17.641672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-03T20:50:17.642087] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-03T20:50:17.642906] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-03T20:50:17.642957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:17.642989] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:17.643016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:17.643074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:17.700270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:17.701164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:17.701247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:17.701280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:17.825266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:17.825423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:17.825463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:17.825492] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:17.829007] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2025-12-03T20:50:17.829355] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-03T20:50:17.829495] [INFO ] [sig       ] SSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:17.976211] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SSL.txt
[2025-12-03T20:50:17.976360] [INFO ] [sig       ] [2939/3516] Completed SSL in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:17.976403] [INFO ] [sig       ] [2940/3516] Forecasting SSNC...
[2025-12-03T20:50:17.976433] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-03T20:50:17.976460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-03T20:50:17.993285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-03T20:50:17.993955] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-03T20:50:17.994935] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-03T20:50:17.994986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:17.995018] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:17.995043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:17.995100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:18.053882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:18.055117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:18.055216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:18.055248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:18.182762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:18.183002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:18.183044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:18.183072] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:18.186989] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=80.74%)
[2025-12-03T20:50:18.187382] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-03T20:50:18.187541] [INFO ] [sig       ] SSNC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:18.331381] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SSNC.txt
[2025-12-03T20:50:18.331641] [INFO ] [sig       ] [2940/3516] Completed SSNC in 0.4s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:18.331688] [INFO ] [sig       ] [2941/3516] Forecasting SSP...
[2025-12-03T20:50:18.331718] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-03T20:50:18.331748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-03T20:50:18.345396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-03T20:50:18.345987] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-03T20:50:18.346891] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-03T20:50:18.346941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:18.346973] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:18.346998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:18.347054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:18.403137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:18.404107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:18.404198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:18.404231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:18.524833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:18.525063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:18.525121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:18.525153] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:18.529101] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=67.28%)
[2025-12-03T20:50:18.529439] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-03T20:50:18.529642] [INFO ] [sig       ] SSP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:18.676715] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SSP.txt
[2025-12-03T20:50:18.676923] [INFO ] [sig       ] [2941/3516] Completed SSP in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:18.676967] [INFO ] [sig       ] [2942/3516] Forecasting SSRM...
[2025-12-03T20:50:18.677001] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-03T20:50:18.677034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-03T20:50:18.690433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-03T20:50:18.691008] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-03T20:50:18.691877] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-03T20:50:18.691928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:18.691960] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:18.691986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:18.692043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:18.750561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:18.751769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:18.751872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:18.751907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:18.875951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:18.876211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:18.876261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:18.876290] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:18.880370] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2025-12-03T20:50:18.880743] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-03T20:50:18.880887] [INFO ] [sig       ] SSRM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:19.023448] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SSRM.txt
[2025-12-03T20:50:19.023667] [INFO ] [sig       ] [2942/3516] Completed SSRM in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:19.023708] [INFO ] [sig       ] [2943/3516] Forecasting SSSS...
[2025-12-03T20:50:19.023739] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-03T20:50:19.023769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-03T20:50:19.036377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-03T20:50:19.036837] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-03T20:50:19.037699] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-03T20:50:19.037750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:19.037784] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:19.037813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:19.037873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:19.093295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:19.094316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:19.094479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:19.094512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:19.222999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:19.223254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:19.223337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:19.223372] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:19.227416] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: UP (p=50.08%)
[2025-12-03T20:50:19.227791] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-03T20:50:19.227938] [INFO ] [sig       ] SSSS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:19.377062] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SSSS.txt
[2025-12-03T20:50:19.377260] [INFO ] [sig       ] [2943/3516] Completed SSSS in 0.4s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:19.377300] [INFO ] [sig       ] [2944/3516] Forecasting SSTI...
[2025-12-03T20:50:19.377329] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-03T20:50:19.377367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-03T20:50:19.390407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-03T20:50:19.390850] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-03T20:50:19.391773] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-03T20:50:19.391823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:19.391861] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:19.391889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:19.391946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:19.449814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:19.450889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:19.450986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:19.451018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:19.575374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:19.575635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:19.575680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:19.575707] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:19.579587] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-12-03T20:50:19.579906] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-03T20:50:19.580040] [INFO ] [sig       ] SSTI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:19.726698] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SSTI.txt
[2025-12-03T20:50:19.726912] [INFO ] [sig       ] [2944/3516] Completed SSTI in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:19.726952] [INFO ] [sig       ] [2945/3516] Forecasting SSTK...
[2025-12-03T20:50:19.726981] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-03T20:50:19.727017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-03T20:50:19.740805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-03T20:50:19.741346] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-03T20:50:19.742269] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-03T20:50:19.742332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:19.742368] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:19.742396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:19.742463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:19.802705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:19.803883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:19.804012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:19.804046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:19.927639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:19.927880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:19.927924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:19.927953] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:19.931882] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-03T20:50:19.932217] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-03T20:50:19.932361] [INFO ] [sig       ] SSTK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:20.076147] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SSTK.txt
[2025-12-03T20:50:20.076348] [INFO ] [sig       ] [2945/3516] Completed SSTK in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:20.076389] [INFO ] [sig       ] [2946/3516] Forecasting SSYS...
[2025-12-03T20:50:20.076417] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-03T20:50:20.076448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-03T20:50:20.089383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-03T20:50:20.089940] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-03T20:50:20.090878] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-03T20:50:20.090930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:20.090965] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:20.090994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:20.091051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:20.148617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:20.149715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:20.149810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:20.149844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:20.267638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:20.267886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:20.267929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:20.267958] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:20.272195] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-03T20:50:20.272667] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-03T20:50:20.272830] [INFO ] [sig       ] SSYS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:20.413266] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SSYS.txt
[2025-12-03T20:50:20.413478] [INFO ] [sig       ] [2946/3516] Completed SSYS in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:20.413519] [INFO ] [sig       ] [2947/3516] Forecasting STAA...
[2025-12-03T20:50:20.413561] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-03T20:50:20.413613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-03T20:50:20.425881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-03T20:50:20.426252] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-03T20:50:20.427089] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-03T20:50:20.427139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:20.427181] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:20.427208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:20.427263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:20.482221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:20.482839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:20.482914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:20.482945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:20.601675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:20.601834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:20.601870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:20.601898] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:20.605141] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=19.02%)
[2025-12-03T20:50:20.605403] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-03T20:50:20.605522] [INFO ] [sig       ] STAA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:20.740072] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STAA.txt
[2025-12-03T20:50:20.740183] [INFO ] [sig       ] [2947/3516] Completed STAA in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:20.740218] [INFO ] [sig       ] [2948/3516] Forecasting STAG...
[2025-12-03T20:50:20.740245] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-03T20:50:20.740281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-03T20:50:20.754041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-03T20:50:20.754321] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-03T20:50:20.755074] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-03T20:50:20.755123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:20.755154] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:20.755180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:20.755234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:20.809755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:20.810328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:20.810400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:20.810430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:20.930333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:20.930479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:20.930515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:20.930542] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:20.933755] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=48.44%)
[2025-12-03T20:50:20.934011] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-03T20:50:20.934125] [INFO ] [sig       ] STAG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:21.077414] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STAG.txt
[2025-12-03T20:50:21.077641] [INFO ] [sig       ] [2948/3516] Completed STAG in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:21.077684] [INFO ] [sig       ] [2949/3516] Forecasting STBA...
[2025-12-03T20:50:21.077713] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-03T20:50:21.077744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-03T20:50:21.090766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-03T20:50:21.091258] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-03T20:50:21.092133] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-03T20:50:21.092184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:21.092217] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:21.092244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:21.092300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:21.149767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:21.150763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:21.150852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:21.150885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:21.269437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:21.269690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:21.269735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:21.269765] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:21.273538] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-03T20:50:21.273886] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-03T20:50:21.274024] [INFO ] [sig       ] STBA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:21.413427] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STBA.txt
[2025-12-03T20:50:21.413612] [INFO ] [sig       ] [2949/3516] Completed STBA in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:21.413652] [INFO ] [sig       ] [2950/3516] Forecasting STC...
[2025-12-03T20:50:21.413682] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-03T20:50:21.413710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-03T20:50:21.425676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-03T20:50:21.426049] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-03T20:50:21.426891] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-03T20:50:21.426940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:21.427005] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:21.427032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:21.427087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:21.485913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:21.487002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:21.487100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:21.487132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:21.605660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:21.605886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:21.605928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:21.605956] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:21.609663] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-03T20:50:21.609991] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-03T20:50:21.610132] [INFO ] [sig       ] STC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:21.753895] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STC.txt
[2025-12-03T20:50:21.754094] [INFO ] [sig       ] [2950/3516] Completed STC in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:21.754135] [INFO ] [sig       ] [2951/3516] Forecasting STE...
[2025-12-03T20:50:21.754364] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-03T20:50:21.754394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-03T20:50:21.768480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-03T20:50:21.769015] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-03T20:50:21.769937] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-03T20:50:21.769989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:21.770021] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:21.770048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:21.770123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:21.829653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:21.830800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:21.830902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:21.830934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:21.953775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:21.953998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:21.954040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:21.954067] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:21.957887] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-03T20:50:21.958215] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-03T20:50:21.958350] [INFO ] [sig       ] STE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:22.102732] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STE.txt
[2025-12-03T20:50:22.102942] [INFO ] [sig       ] [2951/3516] Completed STE in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:22.102983] [INFO ] [sig       ] [2952/3516] Forecasting STEL...
[2025-12-03T20:50:22.103012] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-03T20:50:22.103042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-03T20:50:22.117259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-03T20:50:22.117666] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-03T20:50:22.118536] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-03T20:50:22.118604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:22.118637] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:22.118663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:22.118719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:22.177737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:22.178773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:22.178868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:22.178900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:22.301473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:22.301733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:22.301784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:22.301845] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:22.306181] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-12-03T20:50:22.306651] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-03T20:50:22.306824] [INFO ] [sig       ] STEL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:22.469168] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STEL.txt
[2025-12-03T20:50:22.469392] [INFO ] [sig       ] [2952/3516] Completed STEL in 0.4s | 2.97 sym/s | Total: 16.5m | ETA: 3.2m
[2025-12-03T20:50:22.469438] [INFO ] [sig       ] [2953/3516] Forecasting STEM...
[2025-12-03T20:50:22.469470] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-03T20:50:22.469500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-03T20:50:22.483625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-03T20:50:22.484139] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-03T20:50:22.485069] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-03T20:50:22.485132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:22.485183] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:22.485211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:22.485266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:22.554346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:22.555601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:22.555715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:22.555767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:22.706926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:22.707090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:22.707136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:22.707224] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:22.711122] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-03T20:50:22.711513] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-03T20:50:22.711688] [INFO ] [sig       ] STEM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:22.868688] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STEM.txt
[2025-12-03T20:50:22.868844] [INFO ] [sig       ] [2953/3516] Completed STEM in 0.4s | 2.97 sym/s | Total: 16.6m | ETA: 3.2m
[2025-12-03T20:50:22.868884] [INFO ] [sig       ] [2954/3516] Forecasting STEP...
[2025-12-03T20:50:22.868912] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-03T20:50:22.868943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-03T20:50:22.884596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-03T20:50:22.885155] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-03T20:50:22.886348] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-03T20:50:22.886417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:22.886470] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:22.886515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:22.886622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:22.949597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:22.950543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:22.950647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:22.950681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:23.076079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:23.076248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:23.076288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:23.076334] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:23.079919] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=39.24%)
[2025-12-03T20:50:23.080247] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-03T20:50:23.080386] [INFO ] [sig       ] STEP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:23.243166] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STEP.txt
[2025-12-03T20:50:23.243325] [INFO ] [sig       ] [2954/3516] Completed STEP in 0.4s | 2.97 sym/s | Total: 16.6m | ETA: 3.2m
[2025-12-03T20:50:23.243370] [INFO ] [sig       ] [2955/3516] Forecasting STHO...
[2025-12-03T20:50:23.243398] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-03T20:50:23.243427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-03T20:50:23.255958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-03T20:50:23.256366] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-03T20:50:23.257199] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-03T20:50:23.257250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:23.257282] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:23.257309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:23.257366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:23.322362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:23.323276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:23.323362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:23.323395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:23.470410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:23.470587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:23.470628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:23.470656] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:23.474078] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=66.64%)
[2025-12-03T20:50:23.474385] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-03T20:50:23.474514] [INFO ] [sig       ] STHO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:23.621476] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STHO.txt
[2025-12-03T20:50:23.621643] [INFO ] [sig       ] [2955/3516] Completed STHO in 0.4s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:23.621684] [INFO ] [sig       ] [2956/3516] Forecasting STI...
[2025-12-03T20:50:23.621712] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-03T20:50:23.621743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-03T20:50:23.634953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-03T20:50:23.635259] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-03T20:50:23.636059] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-03T20:50:23.636109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:23.636140] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:23.636165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:23.636219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:23.691902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:23.692796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:23.692881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:23.692930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:23.818451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:23.818644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:23.818691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:23.818719] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:23.822495] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=35.76%)
[2025-12-03T20:50:23.822831] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-03T20:50:23.822966] [INFO ] [sig       ] STI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:23.970077] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STI.txt
[2025-12-03T20:50:23.970251] [INFO ] [sig       ] [2956/3516] Completed STI in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:23.970300] [INFO ] [sig       ] [2957/3516] Forecasting STIM...
[2025-12-03T20:50:23.970330] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-03T20:50:23.970360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-03T20:50:23.983067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-03T20:50:23.983488] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-03T20:50:23.984481] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-03T20:50:23.984546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:23.984616] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:23.984661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:23.984742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:24.039631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:24.040452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:24.040530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:24.040561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:24.161952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:24.162102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:24.162140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:24.162167] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:24.165420] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=84.14%)
[2025-12-03T20:50:24.165705] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-03T20:50:24.165823] [INFO ] [sig       ] STIM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:24.303058] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STIM.txt
[2025-12-03T20:50:24.303205] [INFO ] [sig       ] [2957/3516] Completed STIM in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:24.303244] [INFO ] [sig       ] [2958/3516] Forecasting STK...
[2025-12-03T20:50:24.303274] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-03T20:50:24.303303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-03T20:50:24.315190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-03T20:50:24.315489] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-03T20:50:24.316257] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-03T20:50:24.316308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:24.316340] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:24.316379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:24.316438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:24.373727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:24.374594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:24.374689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:24.374722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:24.495361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:24.495515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:24.495555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:24.495603] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:24.499031] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=61.31%)
[2025-12-03T20:50:24.499320] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-03T20:50:24.499443] [INFO ] [sig       ] STK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:24.637786] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STK.txt
[2025-12-03T20:50:24.637907] [INFO ] [sig       ] [2958/3516] Completed STK in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:24.637942] [INFO ] [sig       ] [2959/3516] Forecasting STKH...
[2025-12-03T20:50:24.637970] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-03T20:50:24.637999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-03T20:50:24.649648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-03T20:50:24.649938] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-03T20:50:24.650702] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-03T20:50:24.650751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:24.650781] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:24.650806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:24.650859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:24.708592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:24.709301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:24.709374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:24.709404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:24.812739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:24.812858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:24.812892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:24.812918] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:24.816014] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=23.13%)
[2025-12-03T20:50:24.816275] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-03T20:50:24.816390] [INFO ] [sig       ] STKH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:24.951235] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STKH.txt
[2025-12-03T20:50:24.951346] [INFO ] [sig       ] [2959/3516] Completed STKH in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:24.951381] [INFO ] [sig       ] [2960/3516] Forecasting STKL...
[2025-12-03T20:50:24.951408] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-03T20:50:24.951437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-03T20:50:24.962523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-03T20:50:24.962799] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-03T20:50:24.963536] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-03T20:50:24.963601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:24.963632] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:24.963658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:24.963712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:25.019343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:25.020305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:25.020421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:25.020453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:25.141170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:25.141331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:25.141370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:25.141397] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:25.144695] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-03T20:50:25.144967] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-03T20:50:25.145089] [INFO ] [sig       ] STKL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:25.279880] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STKL.txt
[2025-12-03T20:50:25.280015] [INFO ] [sig       ] [2960/3516] Completed STKL in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:25.280052] [INFO ] [sig       ] [2961/3516] Forecasting STKS...
[2025-12-03T20:50:25.280080] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-03T20:50:25.280108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-03T20:50:25.291587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-03T20:50:25.291906] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-03T20:50:25.292659] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-03T20:50:25.292709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:25.292739] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:25.292763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:25.292817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:25.347123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:25.347717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:25.347790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:25.347819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:25.465939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:25.466073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:25.466115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:25.466147] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:25.469341] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=58.19%)
[2025-12-03T20:50:25.469619] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-03T20:50:25.469738] [INFO ] [sig       ] STKS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:25.604285] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STKS.txt
[2025-12-03T20:50:25.604390] [INFO ] [sig       ] [2961/3516] Completed STKS in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:25.604426] [INFO ] [sig       ] [2962/3516] Forecasting STLA...
[2025-12-03T20:50:25.604453] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-03T20:50:25.604486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-03T20:50:25.615561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-03T20:50:25.615830] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-03T20:50:25.616542] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-03T20:50:25.616612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:25.616644] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:25.616669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:25.616722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:25.670607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:25.671169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:25.671241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:25.671271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:25.784646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:25.784808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:25.784847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:25.784876] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:25.791235] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-03T20:50:25.791666] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-03T20:50:25.791824] [INFO ] [sig       ] STLA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:25.928244] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STLA.txt
[2025-12-03T20:50:25.928368] [INFO ] [sig       ] [2962/3516] Completed STLA in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:25.928404] [INFO ] [sig       ] [2963/3516] Forecasting STLD...
[2025-12-03T20:50:25.928430] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-03T20:50:25.928457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-03T20:50:25.944751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-03T20:50:25.945135] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-03T20:50:25.945930] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-03T20:50:25.945980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:25.946012] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:25.946037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:25.946091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:26.001730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:26.002682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:26.002770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:26.002803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:26.120232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:26.120348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:26.120386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:26.120416] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:26.123818] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=8.30%)
[2025-12-03T20:50:26.124125] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-03T20:50:26.124259] [INFO ] [sig       ] STLD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:26.266916] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STLD.txt
[2025-12-03T20:50:26.267071] [INFO ] [sig       ] [2963/3516] Completed STLD in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:26.267109] [INFO ] [sig       ] [2964/3516] Forecasting STM...
[2025-12-03T20:50:26.267137] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-03T20:50:26.267166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-03T20:50:26.278265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-03T20:50:26.278531] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-03T20:50:26.279305] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-03T20:50:26.279355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:26.279386] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:26.279413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:26.279471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:26.336636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:26.337233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:26.337307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:26.337340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:26.457448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:26.457615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:26.457654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:26.457681] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:26.460924] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-03T20:50:26.461194] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-03T20:50:26.461314] [INFO ] [sig       ] STM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:26.596749] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STM.txt
[2025-12-03T20:50:26.596864] [INFO ] [sig       ] [2964/3516] Completed STM in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:26.596899] [INFO ] [sig       ] [2965/3516] Forecasting STN...
[2025-12-03T20:50:26.596926] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-03T20:50:26.596955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-03T20:50:26.608802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-03T20:50:26.609071] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-03T20:50:26.609816] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-03T20:50:26.609864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:26.609894] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:26.609919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:26.609972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:26.666501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:26.667333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:26.667411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:26.667442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:26.792270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:26.792427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:26.792464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:26.792492] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:26.795920] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-03T20:50:26.796235] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-03T20:50:26.796363] [INFO ] [sig       ] STN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:26.948175] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STN.txt
[2025-12-03T20:50:26.948307] [INFO ] [sig       ] [2965/3516] Completed STN in 0.4s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:26.948344] [INFO ] [sig       ] [2966/3516] Forecasting STNE...
[2025-12-03T20:50:26.948371] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-03T20:50:26.948399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-03T20:50:26.959392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-03T20:50:26.959676] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-03T20:50:26.960433] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-03T20:50:26.960485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:26.960517] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:26.960544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:26.960618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:27.017994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:27.018643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:27.018719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:27.018752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:27.140560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:27.140708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:27.140745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:27.140774] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:27.144013] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-12-03T20:50:27.144278] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-03T20:50:27.144399] [INFO ] [sig       ] STNE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:27.289110] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STNE.txt
[2025-12-03T20:50:27.289227] [INFO ] [sig       ] [2966/3516] Completed STNE in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:27.289268] [INFO ] [sig       ] [2967/3516] Forecasting STOK...
[2025-12-03T20:50:27.289294] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-03T20:50:27.289323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-03T20:50:27.301132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-03T20:50:27.301418] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-03T20:50:27.302181] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-03T20:50:27.302231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:27.302287] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:27.302315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:27.302371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:27.358635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:27.359216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:27.359289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:27.359321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:27.482408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:27.482546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:27.482598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:27.482627] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:27.485820] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-12-03T20:50:27.486082] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-03T20:50:27.486198] [INFO ] [sig       ] STOK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:27.632586] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STOK.txt
[2025-12-03T20:50:27.632727] [INFO ] [sig       ] [2967/3516] Completed STOK in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:27.632764] [INFO ] [sig       ] [2968/3516] Forecasting STRA...
[2025-12-03T20:50:27.632792] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-03T20:50:27.632821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-03T20:50:27.645517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-03T20:50:27.645989] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-03T20:50:27.647050] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-03T20:50:27.647101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:27.647133] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:27.647161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:27.647217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:27.705344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:27.706298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:27.706383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:27.706416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:27.829232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:27.829401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:27.829447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:27.829475] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:27.832992] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-12-03T20:50:27.833277] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-03T20:50:27.833404] [INFO ] [sig       ] STRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:27.973218] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STRA.txt
[2025-12-03T20:50:27.973378] [INFO ] [sig       ] [2968/3516] Completed STRA in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:27.973423] [INFO ] [sig       ] [2969/3516] Forecasting STRL...
[2025-12-03T20:50:27.973453] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-03T20:50:27.973482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-03T20:50:27.985403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-03T20:50:27.985772] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-03T20:50:27.986544] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-03T20:50:27.986621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:27.986656] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:27.986684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:27.986740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:28.044023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:28.044857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:28.044934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:28.044975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:28.169170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:28.169326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:28.169363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:28.169390] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:28.172626] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=43.83%)
[2025-12-03T20:50:28.172890] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-03T20:50:28.173006] [INFO ] [sig       ] STRL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:28.307665] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STRL.txt
[2025-12-03T20:50:28.307796] [INFO ] [sig       ] [2969/3516] Completed STRL in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:28.307833] [INFO ] [sig       ] [2970/3516] Forecasting STRS...
[2025-12-03T20:50:28.307860] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-03T20:50:28.307888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-03T20:50:28.317766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-03T20:50:28.318051] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-03T20:50:28.318926] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-03T20:50:28.318975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:28.319006] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:28.319031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:28.319096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:28.373093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:28.373836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:28.373912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:28.373943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:28.460075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:28.460220] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:50:28.460257] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:28.460319] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:28.463541] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-03T20:50:28.463875] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-03T20:50:28.463997] [INFO ] [sig       ] STRS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:28.597947] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STRS.txt
[2025-12-03T20:50:28.598108] [INFO ] [sig       ] [2970/3516] Completed STRS in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.1m
[2025-12-03T20:50:28.598153] [INFO ] [sig       ] [2971/3516] Forecasting STSS...
[2025-12-03T20:50:28.598180] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-03T20:50:28.598208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-03T20:50:28.608824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-03T20:50:28.609131] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-03T20:50:28.609875] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-03T20:50:28.609936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:28.609966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:28.609992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:28.610046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:28.666198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:28.667031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:28.667110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:28.667142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:28.783625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:28.783785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:28.783824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:28.783852] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:28.787203] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-03T20:50:28.787476] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-03T20:50:28.787617] [INFO ] [sig       ] STSS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:28.926609] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STSS.txt
[2025-12-03T20:50:28.926767] [INFO ] [sig       ] [2971/3516] Completed STSS in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.1m
[2025-12-03T20:50:28.926804] [INFO ] [sig       ] [2972/3516] Forecasting STTK...
[2025-12-03T20:50:28.926837] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-03T20:50:28.926865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-03T20:50:28.938086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-03T20:50:28.938409] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-03T20:50:28.939199] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-03T20:50:28.939251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:28.939283] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:28.939311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:28.939367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:28.995419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:28.996120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:28.996204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:28.996237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:29.135689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:29.135872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:29.135910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:29.135938] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:29.139723] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-12-03T20:50:29.140080] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-03T20:50:29.140244] [INFO ] [sig       ] STTK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:29.277006] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STTK.txt
[2025-12-03T20:50:29.277133] [INFO ] [sig       ] [2972/3516] Completed STTK in 0.4s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:29.277169] [INFO ] [sig       ] [2973/3516] Forecasting STVN...
[2025-12-03T20:50:29.277196] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-03T20:50:29.277225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-03T20:50:29.289239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-03T20:50:29.289612] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-03T20:50:29.290380] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-03T20:50:29.290429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:29.290460] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:29.290485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:29.290538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:29.344741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:29.345483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:29.345565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:29.345617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:29.459207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:29.459367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:29.459406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:29.459435] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:29.462713] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2025-12-03T20:50:29.462986] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-03T20:50:29.463113] [INFO ] [sig       ] STVN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:29.598934] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STVN.txt
[2025-12-03T20:50:29.599076] [INFO ] [sig       ] [2973/3516] Completed STVN in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:29.599114] [INFO ] [sig       ] [2974/3516] Forecasting STWD...
[2025-12-03T20:50:29.599144] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-03T20:50:29.599175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-03T20:50:29.611181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-03T20:50:29.611512] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-03T20:50:29.612278] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-03T20:50:29.612328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:29.612359] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:29.612385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:29.612439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:29.667206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:29.667984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:29.668083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:29.668116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:29.784915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:29.785071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:29.785108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:29.785135] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:29.788349] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2025-12-03T20:50:29.788631] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-03T20:50:29.788751] [INFO ] [sig       ] STWD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:29.924896] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STWD.txt
[2025-12-03T20:50:29.925026] [INFO ] [sig       ] [2974/3516] Completed STWD in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:29.925063] [INFO ] [sig       ] [2975/3516] Forecasting STX...
[2025-12-03T20:50:29.925092] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-03T20:50:29.925120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-03T20:50:29.936481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-03T20:50:29.936817] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-03T20:50:29.937540] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-03T20:50:29.937610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:29.937642] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:29.937667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:29.937722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:29.992232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:29.992855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:29.992926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:29.992957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:30.113608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:30.113758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:30.113795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:30.113823] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:30.117048] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-12-03T20:50:30.117319] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-03T20:50:30.117436] [INFO ] [sig       ] STX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:30.256271] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STX.txt
[2025-12-03T20:50:30.256406] [INFO ] [sig       ] [2975/3516] Completed STX in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:30.256443] [INFO ] [sig       ] [2976/3516] Forecasting STXE...
[2025-12-03T20:50:30.256470] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-03T20:50:30.256499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-03T20:50:30.267301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-03T20:50:30.267563] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-03T20:50:30.268350] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-03T20:50:30.268399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:30.268428] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:30.268453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:30.268505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:30.322645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:30.323398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:30.323476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:30.323506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:30.431841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:30.431993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:30.432029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:30.432056] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:30.435328] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=89.75%)
[2025-12-03T20:50:30.435648] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-03T20:50:30.435770] [INFO ] [sig       ] STXE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:30.569953] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/STXE.txt
[2025-12-03T20:50:30.570073] [INFO ] [sig       ] [2976/3516] Completed STXE in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:30.570116] [INFO ] [sig       ] [2977/3516] Forecasting STXG...
[2025-12-03T20:50:30.570149] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-03T20:50:30.570183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-03T20:50:30.581243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-03T20:50:30.581505] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-03T20:50:30.582253] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-03T20:50:30.582302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:30.582331] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:30.582356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:30.582410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:30.636530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:30.637155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:30.637256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:30.637287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:30.743151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:30.743292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:30.743329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:30.743356] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:30.746525] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=40.13%)
[2025-12-03T20:50:30.746806] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-03T20:50:30.746923] [INFO ] [sig       ] STXG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:30.881025] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/STXG.txt
[2025-12-03T20:50:30.881142] [INFO ] [sig       ] [2977/3516] Completed STXG in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:30.881177] [INFO ] [sig       ] [2978/3516] Forecasting SUI...
[2025-12-03T20:50:30.881206] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-03T20:50:30.881234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-03T20:50:30.892734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-03T20:50:30.893047] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-03T20:50:30.893787] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-03T20:50:30.893835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:30.893866] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:30.893892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:30.893946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:30.949610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:30.950241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:30.950316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:30.950347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:31.065740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:31.065885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:31.065958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:31.065988] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:31.069194] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-03T20:50:31.069456] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-03T20:50:31.069590] [INFO ] [sig       ] SUI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:31.204275] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SUI.txt
[2025-12-03T20:50:31.204398] [INFO ] [sig       ] [2978/3516] Completed SUI in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:31.204433] [INFO ] [sig       ] [2979/3516] Forecasting SUN...
[2025-12-03T20:50:31.204462] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-03T20:50:31.204489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-03T20:50:31.216513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-03T20:50:31.216960] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-03T20:50:31.217748] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-03T20:50:31.217797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:31.217826] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:31.217851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:31.217904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:31.272140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:31.272964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:31.273046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:31.273076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:31.386669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:31.386822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:31.386866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:31.386892] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:31.390177] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-03T20:50:31.390450] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-03T20:50:31.390570] [INFO ] [sig       ] SUN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:31.526270] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SUN.txt
[2025-12-03T20:50:31.526394] [INFO ] [sig       ] [2979/3516] Completed SUN in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:31.526430] [INFO ] [sig       ] [2980/3516] Forecasting SUNS...
[2025-12-03T20:50:31.526458] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-03T20:50:31.526486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-03T20:50:31.537709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-03T20:50:31.537980] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-03T20:50:31.538758] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-03T20:50:31.538806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:31.538836] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:31.538861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:31.538915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:31.594039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:31.594676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:31.594750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:31.594781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:31.712308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:31.712454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:31.712491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:31.712519] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:31.715754] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-03T20:50:31.716016] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-03T20:50:31.716140] [INFO ] [sig       ] SUNS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:31.853306] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SUNS.txt
[2025-12-03T20:50:31.853443] [INFO ] [sig       ] [2980/3516] Completed SUNS in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:31.853480] [INFO ] [sig       ] [2981/3516] Forecasting SUPN...
[2025-12-03T20:50:31.853508] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-03T20:50:31.853535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-03T20:50:31.864500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-03T20:50:31.864832] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-03T20:50:31.865597] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-03T20:50:31.865648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:31.865680] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:31.865708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:31.865764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:31.924832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:31.925563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:31.925669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:31.925704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:32.046901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:32.047058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:32.047095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:32.047123] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:32.050561] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-12-03T20:50:32.050879] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-03T20:50:32.051004] [INFO ] [sig       ] SUPN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:32.191229] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SUPN.txt
[2025-12-03T20:50:32.191374] [INFO ] [sig       ] [2981/3516] Completed SUPN in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:32.191412] [INFO ] [sig       ] [2982/3516] Forecasting SURG...
[2025-12-03T20:50:32.191440] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-03T20:50:32.191469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-03T20:50:32.202388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-03T20:50:32.202772] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-03T20:50:32.203541] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-03T20:50:32.203618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:32.203665] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:32.203695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:32.203752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:32.260205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:32.261025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:32.261102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:32.261133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:32.373467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:32.373598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:32.373634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:32.373661] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:32.376753] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-03T20:50:32.377011] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-03T20:50:32.377128] [INFO ] [sig       ] SURG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:32.512765] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SURG.txt
[2025-12-03T20:50:32.512874] [INFO ] [sig       ] [2982/3516] Completed SURG in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:32.512911] [INFO ] [sig       ] [2983/3516] Forecasting SUSB...
[2025-12-03T20:50:32.512939] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-03T20:50:32.512967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-03T20:50:32.523650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-03T20:50:32.523914] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-03T20:50:32.524649] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-03T20:50:32.524698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:32.524728] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:32.524754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:32.524808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:32.579546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:32.580117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:32.580189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:32.580221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:32.696739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:32.696889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:32.696926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:32.696954] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:32.700227] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-03T20:50:32.700513] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-03T20:50:32.700648] [INFO ] [sig       ] SUSB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:32.836609] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SUSB.txt
[2025-12-03T20:50:32.836734] [INFO ] [sig       ] [2983/3516] Completed SUSB in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:32.836770] [INFO ] [sig       ] [2984/3516] Forecasting SUSC...
[2025-12-03T20:50:32.836799] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-03T20:50:32.836827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-03T20:50:32.847372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-03T20:50:32.847667] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-03T20:50:32.848414] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-03T20:50:32.848463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:32.848518] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:32.848544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:32.848615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:32.904246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:32.904866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:32.904942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:32.904972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:33.023233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:33.023380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:33.023421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:33.023448] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:33.026671] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-03T20:50:33.026932] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-03T20:50:33.027050] [INFO ] [sig       ] SUSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:33.164467] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SUSC.txt
[2025-12-03T20:50:33.164618] [INFO ] [sig       ] [2984/3516] Completed SUSC in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:33.164657] [INFO ] [sig       ] [2985/3516] Forecasting SUSL...
[2025-12-03T20:50:33.164685] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-03T20:50:33.164713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-03T20:50:33.175163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-03T20:50:33.175417] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-03T20:50:33.176159] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-03T20:50:33.176212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:33.176242] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:33.176268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:33.176322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:33.230369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:33.230964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:33.231037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:33.231067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:33.342652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:33.342760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:33.342795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:33.342821] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:33.345911] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=15.62%)
[2025-12-03T20:50:33.346171] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-03T20:50:33.346310] [INFO ] [sig       ] SUSL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:33.482160] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SUSL.txt
[2025-12-03T20:50:33.482269] [INFO ] [sig       ] [2985/3516] Completed SUSL in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:33.482311] [INFO ] [sig       ] [2986/3516] Forecasting SUUN...
[2025-12-03T20:50:33.482340] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-03T20:50:33.482368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-03T20:50:33.493112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-03T20:50:33.493408] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-03T20:50:33.494150] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-03T20:50:33.494200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:33.494231] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:33.494256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:33.494309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:33.549201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:33.549845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:33.549917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:33.549947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:33.668408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:33.668537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:33.668587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:33.668618] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:33.671814] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2025-12-03T20:50:33.672072] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-03T20:50:33.672186] [INFO ] [sig       ] SUUN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:33.810324] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SUUN.txt
[2025-12-03T20:50:33.810454] [INFO ] [sig       ] [2986/3516] Completed SUUN in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:33.810489] [INFO ] [sig       ] [2987/3516] Forecasting SUZ...
[2025-12-03T20:50:33.810518] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-03T20:50:33.810546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-03T20:50:33.821457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-03T20:50:33.821759] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-03T20:50:33.822481] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-03T20:50:33.822530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:33.822560] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:33.822607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:33.822663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:33.879220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:33.879857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:33.879937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:33.879968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:34.005525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:34.005669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:34.005706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:34.005762] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:34.009004] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=38.59%)
[2025-12-03T20:50:34.009267] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-03T20:50:34.009397] [INFO ] [sig       ] SUZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:34.145741] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SUZ.txt
[2025-12-03T20:50:34.145853] [INFO ] [sig       ] [2987/3516] Completed SUZ in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:34.145889] [INFO ] [sig       ] [2988/3516] Forecasting SVC...
[2025-12-03T20:50:34.145916] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-03T20:50:34.145945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-03T20:50:34.157131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-03T20:50:34.157402] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-03T20:50:34.158162] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-03T20:50:34.158210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:34.158240] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:34.158265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:34.158319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:34.213424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:34.214038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:34.214111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:34.214142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:34.331761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:34.331894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:34.331936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:34.331963] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:34.335169] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2025-12-03T20:50:34.335439] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-03T20:50:34.335556] [INFO ] [sig       ] SVC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:34.471171] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SVC.txt
[2025-12-03T20:50:34.471319] [INFO ] [sig       ] [2988/3516] Completed SVC in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.0m
[2025-12-03T20:50:34.471356] [INFO ] [sig       ] [2989/3516] Forecasting SVCO...
[2025-12-03T20:50:34.471385] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-03T20:50:34.471414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-03T20:50:34.482377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-03T20:50:34.482728] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-03T20:50:34.483469] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-03T20:50:34.483516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:34.483546] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:34.483590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:34.483651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:34.539069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:34.539875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:34.539955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:34.539987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:34.656405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:34.656544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:34.656595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:34.656641] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:34.659823] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=51.38%)
[2025-12-03T20:50:34.660082] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-03T20:50:34.660197] [INFO ] [sig       ] SVCO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:34.795186] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SVCO.txt
[2025-12-03T20:50:34.795309] [INFO ] [sig       ] [2989/3516] Completed SVCO in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.0m
[2025-12-03T20:50:34.795346] [INFO ] [sig       ] [2990/3516] Forecasting SVRA...
[2025-12-03T20:50:34.795374] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-03T20:50:34.795403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-03T20:50:34.805956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-03T20:50:34.806227] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-03T20:50:34.806982] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-03T20:50:34.807030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:34.807060] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:34.807084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:34.807138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:34.861493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:34.862274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:34.862350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:34.862380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:34.977646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:34.977743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:34.977777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:34.977803] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:34.981050] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-03T20:50:34.981309] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-03T20:50:34.981423] [INFO ] [sig       ] SVRA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:35.117088] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SVRA.txt
[2025-12-03T20:50:35.117203] [INFO ] [sig       ] [2990/3516] Completed SVRA in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:35.117238] [INFO ] [sig       ] [2991/3516] Forecasting SWBI...
[2025-12-03T20:50:35.117266] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-03T20:50:35.117294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-03T20:50:35.128563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-03T20:50:35.128890] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-03T20:50:35.129659] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-03T20:50:35.129709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:35.129740] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:35.129766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:35.129821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:35.185815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:35.186506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:35.186622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:35.186664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:35.304896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:35.305047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:35.305084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:35.305111] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:35.308346] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=34.69%)
[2025-12-03T20:50:35.308626] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-03T20:50:35.308743] [INFO ] [sig       ] SWBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:35.445909] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SWBI.txt
[2025-12-03T20:50:35.446033] [INFO ] [sig       ] [2991/3516] Completed SWBI in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:35.446074] [INFO ] [sig       ] [2992/3516] Forecasting SWIM...
[2025-12-03T20:50:35.446102] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-03T20:50:35.446131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-03T20:50:35.456589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-03T20:50:35.456869] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-03T20:50:35.457608] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-03T20:50:35.457656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:35.457686] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:35.457712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:35.457766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:35.512604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:35.513181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:35.513255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:35.513285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:35.630636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:35.630768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:35.630806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:35.630834] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:35.634132] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=12.75%)
[2025-12-03T20:50:35.634403] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-03T20:50:35.634521] [INFO ] [sig       ] SWIM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:35.774782] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SWIM.txt
[2025-12-03T20:50:35.774893] [INFO ] [sig       ] [2992/3516] Completed SWIM in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:35.774928] [INFO ] [sig       ] [2993/3516] Forecasting SWK...
[2025-12-03T20:50:35.774956] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-03T20:50:35.774984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-03T20:50:35.786017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-03T20:50:35.786302] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-03T20:50:35.787058] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-03T20:50:35.787108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:35.787150] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:35.787178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:35.787235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:35.842344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:35.842967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:35.843041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:35.843071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:35.960652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:35.960792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:35.960833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:35.960861] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:35.964071] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=7.93%)
[2025-12-03T20:50:35.964336] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-03T20:50:35.964454] [INFO ] [sig       ] SWK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:36.102074] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SWK.txt
[2025-12-03T20:50:36.102193] [INFO ] [sig       ] [2993/3516] Completed SWK in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:36.102230] [INFO ] [sig       ] [2994/3516] Forecasting SWKS...
[2025-12-03T20:50:36.102259] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-03T20:50:36.102293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-03T20:50:36.113327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-03T20:50:36.113631] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-03T20:50:36.114380] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-03T20:50:36.114429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:36.114460] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:36.114487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:36.114543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:36.171037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:36.171682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:36.171784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:36.171818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:36.294334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:36.294478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:36.294518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:36.294546] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:36.297842] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-12-03T20:50:36.298129] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-03T20:50:36.298250] [INFO ] [sig       ] SWKS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:36.447064] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SWKS.txt
[2025-12-03T20:50:36.447268] [INFO ] [sig       ] [2994/3516] Completed SWKS in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:36.447327] [INFO ] [sig       ] [2995/3516] Forecasting SWX...
[2025-12-03T20:50:36.447373] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-03T20:50:36.447416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-03T20:50:36.461493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-03T20:50:36.461983] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-03T20:50:36.463027] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-03T20:50:36.463096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:36.463134] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:36.463168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:36.463248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:36.524404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:36.525210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:36.525285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:36.525321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:36.640918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:36.641052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:36.641087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:36.641114] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:36.644305] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=35.93%)
[2025-12-03T20:50:36.644566] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-03T20:50:36.644698] [INFO ] [sig       ] SWX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:36.783072] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SWX.txt
[2025-12-03T20:50:36.783208] [INFO ] [sig       ] [2995/3516] Completed SWX in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:36.783245] [INFO ] [sig       ] [2996/3516] Forecasting SWZ...
[2025-12-03T20:50:36.783272] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-03T20:50:36.783301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-03T20:50:36.794319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-03T20:50:36.794622] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-03T20:50:36.795370] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-03T20:50:36.795419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:36.795451] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:36.795478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:36.795533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:36.849657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:36.850241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:36.850315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:36.850345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:36.955790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:36.955942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:36.955979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:36.956006] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:36.959244] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-12-03T20:50:36.959508] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-03T20:50:36.959640] [INFO ] [sig       ] SWZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:37.096544] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SWZ.txt
[2025-12-03T20:50:37.096676] [INFO ] [sig       ] [2996/3516] Completed SWZ in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:37.096714] [INFO ] [sig       ] [2997/3516] Forecasting SXC...
[2025-12-03T20:50:37.096749] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-03T20:50:37.096778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-03T20:50:37.107596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-03T20:50:37.107893] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-03T20:50:37.108732] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-03T20:50:37.108782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:37.108814] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:37.108841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:37.108897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:37.168053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:37.168723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:37.168798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:37.168830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:37.290435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:37.290587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:37.290627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:37.290656] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:37.293870] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-03T20:50:37.294134] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-03T20:50:37.294253] [INFO ] [sig       ] SXC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:37.430624] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SXC.txt
[2025-12-03T20:50:37.430762] [INFO ] [sig       ] [2997/3516] Completed SXC in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:37.430799] [INFO ] [sig       ] [2998/3516] Forecasting SXI...
[2025-12-03T20:50:37.430828] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-03T20:50:37.430857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-03T20:50:37.442021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-03T20:50:37.442321] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-03T20:50:37.443097] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-03T20:50:37.443148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:37.443181] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:37.443208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:37.443263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:37.498786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:37.499530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:37.499625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:37.499659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:37.618827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:37.618975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:37.619013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:37.619039] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:37.622294] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-03T20:50:37.622566] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-03T20:50:37.622704] [INFO ] [sig       ] SXI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:37.762108] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SXI.txt
[2025-12-03T20:50:37.762262] [INFO ] [sig       ] [2998/3516] Completed SXI in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:37.762300] [INFO ] [sig       ] [2999/3516] Forecasting SXTC...
[2025-12-03T20:50:37.762331] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-03T20:50:37.762361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-03T20:50:37.774012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-03T20:50:37.774413] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-03T20:50:37.775197] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-03T20:50:37.775261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:37.775301] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:37.775338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:37.775402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:37.831930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:37.832766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:37.832846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:37.832880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:37.951882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:37.951976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:37.952012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:37.952038] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:37.955437] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-03T20:50:37.955805] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-03T20:50:37.955943] [INFO ] [sig       ] SXTC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:38.093450] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SXTC.txt
[2025-12-03T20:50:38.093607] [INFO ] [sig       ] [2999/3516] Completed SXTC in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:38.093645] [INFO ] [sig       ] [3000/3516] Forecasting SY...
[2025-12-03T20:50:38.093674] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-03T20:50:38.093703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-03T20:50:38.105342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-03T20:50:38.105690] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-03T20:50:38.106424] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-03T20:50:38.106473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:38.106504] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:38.106529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:38.106601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:38.161420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:38.162090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:38.162164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:38.162195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:38.277464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:38.277629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:38.277667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:38.277711] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:38.280943] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-12-03T20:50:38.281204] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-03T20:50:38.281320] [INFO ] [sig       ] SY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:38.417459] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SY.txt
[2025-12-03T20:50:38.417608] [INFO ] [sig       ] [3000/3516] Completed SY in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:38.417647] [INFO ] [sig       ] [3001/3516] Forecasting SYF...
[2025-12-03T20:50:38.417675] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-03T20:50:38.417704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-03T20:50:38.428829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-03T20:50:38.429135] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-03T20:50:38.429881] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-03T20:50:38.429928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:38.429986] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:38.430012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:38.430066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:38.485093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:38.485780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:38.485854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:38.485885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:38.609598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:38.609744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:38.609781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:38.609808] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:38.613072] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-03T20:50:38.613335] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-03T20:50:38.613454] [INFO ] [sig       ] SYF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:38.754612] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SYF.txt
[2025-12-03T20:50:38.754765] [INFO ] [sig       ] [3001/3516] Completed SYF in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:38.754802] [INFO ] [sig       ] [3002/3516] Forecasting SYK...
[2025-12-03T20:50:38.754831] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-03T20:50:38.754858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-03T20:50:38.766022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-03T20:50:38.766322] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-03T20:50:38.767087] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-03T20:50:38.767136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:38.767166] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:38.767190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:38.767244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:38.822235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:38.822888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:38.822962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:38.822993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:38.939950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:38.940097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:38.940138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:38.940164] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:38.943525] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-12-03T20:50:38.943822] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-03T20:50:38.943959] [INFO ] [sig       ] SYK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:39.080770] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SYK.txt
[2025-12-03T20:50:39.080894] [INFO ] [sig       ] [3002/3516] Completed SYK in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:39.080931] [INFO ] [sig       ] [3003/3516] Forecasting SYM...
[2025-12-03T20:50:39.080959] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-03T20:50:39.080987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-03T20:50:39.092181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-03T20:50:39.092488] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-03T20:50:39.093228] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-03T20:50:39.093277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:39.093311] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:39.093342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:39.093408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:39.151828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:39.152494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:39.152569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:39.152619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:39.272300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:39.272447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:39.272483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:39.272510] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:39.275794] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2025-12-03T20:50:39.276059] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-03T20:50:39.276178] [INFO ] [sig       ] SYM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:39.410855] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SYM.txt
[2025-12-03T20:50:39.410989] [INFO ] [sig       ] [3003/3516] Completed SYM in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:39.411027] [INFO ] [sig       ] [3004/3516] Forecasting SYNA...
[2025-12-03T20:50:39.411056] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-03T20:50:39.411085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-03T20:50:39.422000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-03T20:50:39.422278] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-03T20:50:39.423057] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-03T20:50:39.423108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:39.423138] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:39.423164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:39.423219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:39.480076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:39.481022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:39.481111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:39.481143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:39.603418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:39.603563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:39.603619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:39.603679] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:39.606957] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=63.04%)
[2025-12-03T20:50:39.607227] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-03T20:50:39.607352] [INFO ] [sig       ] SYNA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:39.744903] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SYNA.txt
[2025-12-03T20:50:39.745033] [INFO ] [sig       ] [3004/3516] Completed SYNA in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:39.745069] [INFO ] [sig       ] [3005/3516] Forecasting SYRE...
[2025-12-03T20:50:39.745097] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-03T20:50:39.745126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-03T20:50:39.757427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-03T20:50:39.757790] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-03T20:50:39.758604] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-03T20:50:39.758656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:39.758687] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:39.758712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:39.758766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:39.813768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:39.814452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:39.814530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:39.814561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:39.938052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:39.938209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:39.938248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:39.938276] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:39.941646] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2025-12-03T20:50:39.941913] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-03T20:50:39.942036] [INFO ] [sig       ] SYRE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:40.086272] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/SYRE.txt
[2025-12-03T20:50:40.086443] [INFO ] [sig       ] [3005/3516] Completed SYRE in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:40.086481] [INFO ] [sig       ] [3006/3516] Forecasting SYY...
[2025-12-03T20:50:40.086511] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-03T20:50:40.086539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-03T20:50:40.098718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-03T20:50:40.099105] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-03T20:50:40.099893] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-03T20:50:40.099954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:40.099985] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:40.100010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:40.100065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:40.154914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:40.155769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:40.155850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:40.155881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:40.272003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:40.272158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:40.272195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:40.272223] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:40.275480] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-12-03T20:50:40.275763] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-03T20:50:40.275881] [INFO ] [sig       ] SYY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:40.414119] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/SYY.txt
[2025-12-03T20:50:40.414252] [INFO ] [sig       ] [3006/3516] Completed SYY in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 2.9m
[2025-12-03T20:50:40.414288] [INFO ] [sig       ] [3007/3516] Forecasting TAC...
[2025-12-03T20:50:40.414316] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-03T20:50:40.414345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-03T20:50:40.426221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-03T20:50:40.426540] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-03T20:50:40.427282] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-03T20:50:40.427331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:40.427360] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:40.427384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:40.427439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:40.482206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:40.482871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:40.482945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:40.482976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:40.597212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:40.597367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:40.597408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:40.597435] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:40.600688] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-03T20:50:40.600951] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-03T20:50:40.601067] [INFO ] [sig       ] TAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:40.737946] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TAC.txt
[2025-12-03T20:50:40.738092] [INFO ] [sig       ] [3007/3516] Completed TAC in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.9m
[2025-12-03T20:50:40.738128] [INFO ] [sig       ] [3008/3516] Forecasting TAK...
[2025-12-03T20:50:40.738155] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-03T20:50:40.738184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-03T20:50:40.750162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-03T20:50:40.750482] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-03T20:50:40.751235] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-03T20:50:40.751284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:40.751314] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:40.751339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:40.751398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:40.806546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:40.807175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:40.807250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:40.807280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:40.922602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:40.922756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:40.922794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:40.922821] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:40.926156] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=37.88%)
[2025-12-03T20:50:40.926447] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-03T20:50:40.926597] [INFO ] [sig       ] TAK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:41.064384] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TAK.txt
[2025-12-03T20:50:41.064521] [INFO ] [sig       ] [3008/3516] Completed TAK in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:41.064560] [INFO ] [sig       ] [3009/3516] Forecasting TAL...
[2025-12-03T20:50:41.064609] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-03T20:50:41.064638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-03T20:50:41.075483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-03T20:50:41.075824] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-03T20:50:41.076546] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-03T20:50:41.076622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:41.076653] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:41.076679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:41.076733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:41.132369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:41.133239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:41.133320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:41.133353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:41.248542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:41.248718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:41.248756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:41.248782] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:41.252005] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-03T20:50:41.252270] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-03T20:50:41.252392] [INFO ] [sig       ] TAL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:41.387426] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TAL.txt
[2025-12-03T20:50:41.387549] [INFO ] [sig       ] [3009/3516] Completed TAL in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:41.387608] [INFO ] [sig       ] [3010/3516] Forecasting TALK...
[2025-12-03T20:50:41.387639] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-03T20:50:41.387667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-03T20:50:41.399317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-03T20:50:41.399636] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-03T20:50:41.400365] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-03T20:50:41.400414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:41.400445] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:41.400470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:41.400525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:41.456675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:41.457340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:41.457415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:41.457446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:41.575078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:41.575225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:41.575262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:41.575288] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:41.578513] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=14.98%)
[2025-12-03T20:50:41.578785] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-03T20:50:41.578911] [INFO ] [sig       ] TALK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:41.714178] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TALK.txt
[2025-12-03T20:50:41.714313] [INFO ] [sig       ] [3010/3516] Completed TALK in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:41.714350] [INFO ] [sig       ] [3011/3516] Forecasting TALO...
[2025-12-03T20:50:41.714379] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-03T20:50:41.714409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-03T20:50:41.726371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-03T20:50:41.726704] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-03T20:50:41.727444] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-03T20:50:41.727492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:41.727522] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:41.727548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:41.727621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:41.783262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:41.783972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:41.784076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:41.784108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:41.907583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:41.907728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:41.907766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:41.907793] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:41.911117] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2025-12-03T20:50:41.911394] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-03T20:50:41.911536] [INFO ] [sig       ] TALO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:42.092200] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TALO.txt
[2025-12-03T20:50:42.092338] [INFO ] [sig       ] [3011/3516] Completed TALO in 0.4s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:42.092375] [INFO ] [sig       ] [3012/3516] Forecasting TAOP...
[2025-12-03T20:50:42.092403] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-03T20:50:42.092432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-03T20:50:42.103881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-03T20:50:42.104201] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-03T20:50:42.104951] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-03T20:50:42.105000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:42.105030] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:42.105055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:42.105114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:42.160635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:42.161272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:42.161347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:42.161379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:42.274891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:42.275044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:42.275082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:42.275111] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:42.278452] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-03T20:50:42.278767] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-03T20:50:42.278901] [INFO ] [sig       ] TAOP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:42.416321] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TAOP.txt
[2025-12-03T20:50:42.416453] [INFO ] [sig       ] [3012/3516] Completed TAOP in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:42.416489] [INFO ] [sig       ] [3013/3516] Forecasting TAP...
[2025-12-03T20:50:42.416517] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-03T20:50:42.416546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-03T20:50:42.427447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-03T20:50:42.427768] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-03T20:50:42.428536] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-03T20:50:42.428610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:42.428643] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:42.428668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:42.428721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:42.483482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:42.484241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:42.484320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:42.484351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:42.603195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:42.603351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:42.603406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:42.603434] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:42.606706] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-03T20:50:42.606966] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-03T20:50:42.607084] [INFO ] [sig       ] TAP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:42.743919] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TAP.txt
[2025-12-03T20:50:42.744049] [INFO ] [sig       ] [3013/3516] Completed TAP in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:42.744085] [INFO ] [sig       ] [3014/3516] Forecasting TARA...
[2025-12-03T20:50:42.744113] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-03T20:50:42.744140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-03T20:50:42.755241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-03T20:50:42.755536] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-03T20:50:42.756282] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-03T20:50:42.756331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:42.756362] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:42.756393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:42.756459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:42.811521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:42.812214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:42.812290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:42.812322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:42.930603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:42.930750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:42.930787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:42.930815] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:42.934103] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=21.08%)
[2025-12-03T20:50:42.934373] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-03T20:50:42.934494] [INFO ] [sig       ] TARA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:43.069725] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TARA.txt
[2025-12-03T20:50:43.069876] [INFO ] [sig       ] [3014/3516] Completed TARA in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:43.069913] [INFO ] [sig       ] [3015/3516] Forecasting TARK...
[2025-12-03T20:50:43.069941] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-03T20:50:43.069970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-03T20:50:43.081524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-03T20:50:43.081886] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-03T20:50:43.082681] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-03T20:50:43.082731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:43.082763] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:43.082790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:43.082847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:43.138383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:43.139258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:43.139344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:43.139377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:43.263815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:43.263977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:43.264024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:43.264058] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:43.267399] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-03T20:50:43.267685] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-03T20:50:43.267806] [INFO ] [sig       ] TARK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:43.407081] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TARK.txt
[2025-12-03T20:50:43.407203] [INFO ] [sig       ] [3015/3516] Completed TARK in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:43.407239] [INFO ] [sig       ] [3016/3516] Forecasting TARS...
[2025-12-03T20:50:43.407267] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-03T20:50:43.407295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-03T20:50:43.419950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-03T20:50:43.420424] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-03T20:50:43.421440] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-03T20:50:43.421500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:43.421541] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:43.421597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:43.421680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:43.478856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:43.479666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:43.479746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:43.479777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:43.606124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:43.606275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:43.606313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:43.606339] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:43.609748] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=25.62%)
[2025-12-03T20:50:43.610019] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-03T20:50:43.610139] [INFO ] [sig       ] TARS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:43.750673] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TARS.txt
[2025-12-03T20:50:43.750791] [INFO ] [sig       ] [3016/3516] Completed TARS in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:43.750828] [INFO ] [sig       ] [3017/3516] Forecasting TASK...
[2025-12-03T20:50:43.750856] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-03T20:50:43.750884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-03T20:50:43.762521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-03T20:50:43.762865] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-03T20:50:43.763805] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-03T20:50:43.763867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:43.763923] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:43.763956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:43.764015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:43.823957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:43.824678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:43.824759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:43.824793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:43.947646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:43.947792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:43.947828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:43.947856] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:43.951141] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-12-03T20:50:43.951415] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-03T20:50:43.951557] [INFO ] [sig       ] TASK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:44.088846] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TASK.txt
[2025-12-03T20:50:44.088974] [INFO ] [sig       ] [3017/3516] Completed TASK in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:44.089009] [INFO ] [sig       ] [3018/3516] Forecasting TBB...
[2025-12-03T20:50:44.089038] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-03T20:50:44.089066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-03T20:50:44.099823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-03T20:50:44.100101] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-03T20:50:44.100836] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-03T20:50:44.100884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:44.100940] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:44.100967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:44.101021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:44.156190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:44.156833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:44.156907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:44.156938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:44.268528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:44.268702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:44.268739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:44.268765] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:44.272108] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-12-03T20:50:44.272365] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-03T20:50:44.272480] [INFO ] [sig       ] TBB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:44.409642] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TBB.txt
[2025-12-03T20:50:44.409770] [INFO ] [sig       ] [3018/3516] Completed TBB in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:44.409806] [INFO ] [sig       ] [3019/3516] Forecasting TBBK...
[2025-12-03T20:50:44.409835] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-03T20:50:44.409862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-03T20:50:44.420762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-03T20:50:44.421029] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-03T20:50:44.421771] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-03T20:50:44.421819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:44.421849] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:44.421874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:44.421927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:44.477389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:44.478064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:44.478137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:44.478167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:44.597351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:44.597500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:44.597538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:44.597564] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:44.600880] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=58.71%)
[2025-12-03T20:50:44.601137] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-03T20:50:44.601255] [INFO ] [sig       ] TBBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:44.737717] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TBBK.txt
[2025-12-03T20:50:44.737843] [INFO ] [sig       ] [3019/3516] Completed TBBK in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:44.737879] [INFO ] [sig       ] [3020/3516] Forecasting TBI...
[2025-12-03T20:50:44.737907] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-03T20:50:44.737935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-03T20:50:44.749219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-03T20:50:44.749516] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-03T20:50:44.750281] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-03T20:50:44.750330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:44.750361] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:44.750386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:44.750439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:44.805622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:44.806219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:44.806295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:44.806326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:44.929455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:44.929622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:44.929671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:44.929698] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:44.933046] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=58.66%)
[2025-12-03T20:50:44.933315] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-03T20:50:44.933433] [INFO ] [sig       ] TBI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:45.070501] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TBI.txt
[2025-12-03T20:50:45.070633] [INFO ] [sig       ] [3020/3516] Completed TBI in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:45.070671] [INFO ] [sig       ] [3021/3516] Forecasting TBIL...
[2025-12-03T20:50:45.070707] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-03T20:50:45.070737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-03T20:50:45.081782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-03T20:50:45.082078] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-03T20:50:45.082824] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-03T20:50:45.082873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:45.082903] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:45.082929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:45.082982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:45.138225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:45.138971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:45.139046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:45.139077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:45.198814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:45.198934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:45.198968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:45.199023] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:45.202165] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-03T20:50:45.202423] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-03T20:50:45.202540] [INFO ] [sig       ] TBIL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:45.338430] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TBIL.txt
[2025-12-03T20:50:45.338568] [INFO ] [sig       ] [3021/3516] Completed TBIL in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:45.338623] [INFO ] [sig       ] [3022/3516] Forecasting TBLA...
[2025-12-03T20:50:45.338652] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-03T20:50:45.338681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-03T20:50:45.349761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-03T20:50:45.350047] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-03T20:50:45.350783] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-03T20:50:45.350832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:45.350862] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:45.350887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:45.350941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:45.405758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:45.406361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:45.406433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:45.406464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:45.526900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:45.527050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:45.527089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:45.527116] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:45.530392] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: UP (p=92.26%)
[2025-12-03T20:50:45.530674] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-03T20:50:45.530792] [INFO ] [sig       ] TBLA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:45.667267] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TBLA.txt
[2025-12-03T20:50:45.667385] [INFO ] [sig       ] [3022/3516] Completed TBLA in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:45.667422] [INFO ] [sig       ] [3023/3516] Forecasting TBLD...
[2025-12-03T20:50:45.667450] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-03T20:50:45.667477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-03T20:50:45.678719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-03T20:50:45.679005] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-03T20:50:45.679766] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-03T20:50:45.679815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:45.679845] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:45.679871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:45.679926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:45.735336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:45.735962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:45.736035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:45.736066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:45.852669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:45.852811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:45.852849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:45.852876] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:45.856073] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=19.33%)
[2025-12-03T20:50:45.856330] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-03T20:50:45.856449] [INFO ] [sig       ] TBLD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:45.992221] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TBLD.txt
[2025-12-03T20:50:45.992351] [INFO ] [sig       ] [3023/3516] Completed TBLD in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:45.992386] [INFO ] [sig       ] [3024/3516] Forecasting TBPH...
[2025-12-03T20:50:45.992415] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-03T20:50:45.992447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-03T20:50:46.003466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-03T20:50:46.003804] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-03T20:50:46.004524] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-03T20:50:46.004594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:46.004628] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:46.004654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:46.004708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:46.060015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:46.060658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:46.060730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:46.060761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:46.176541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:46.176700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:46.176737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:46.176783] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:46.180062] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-12-03T20:50:46.180318] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-03T20:50:46.180435] [INFO ] [sig       ] TBPH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:46.319898] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TBPH.txt
[2025-12-03T20:50:46.320022] [INFO ] [sig       ] [3024/3516] Completed TBPH in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:46.320058] [INFO ] [sig       ] [3025/3516] Forecasting TBRG...
[2025-12-03T20:50:46.320087] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-03T20:50:46.320115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-03T20:50:46.330984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-03T20:50:46.331274] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-03T20:50:46.332023] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-03T20:50:46.332072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:46.332102] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:46.332128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:46.332183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:46.386867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:46.387449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:46.387523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:46.387554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:46.501588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:46.501740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:46.501778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:46.501806] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:46.505040] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: DOWN (p=43.71%)
[2025-12-03T20:50:46.505298] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-03T20:50:46.505418] [INFO ] [sig       ] TBRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:46.643042] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TBRG.txt
[2025-12-03T20:50:46.643158] [INFO ] [sig       ] [3025/3516] Completed TBRG in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 2.8m
[2025-12-03T20:50:46.643193] [INFO ] [sig       ] [3026/3516] Forecasting TCBI...
[2025-12-03T20:50:46.643221] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-03T20:50:46.643248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-03T20:50:46.654446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-03T20:50:46.654752] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-03T20:50:46.655491] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-03T20:50:46.655549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:46.655599] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:46.655629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:46.655688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:46.724787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:46.725626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:46.725709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:46.725759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:46.846935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:46.847084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:46.847123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:46.847151] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:46.850511] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-03T20:50:46.850800] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-03T20:50:46.850919] [INFO ] [sig       ] TCBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:46.989767] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TCBI.txt
[2025-12-03T20:50:46.989945] [INFO ] [sig       ] [3026/3516] Completed TCBI in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:46.989988] [INFO ] [sig       ] [3027/3516] Forecasting TCBIO...
[2025-12-03T20:50:46.990019] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-03T20:50:46.990049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-03T20:50:47.001856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-03T20:50:47.002243] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-03T20:50:47.003097] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-03T20:50:47.003149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:47.003180] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:47.003208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:47.003264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:47.059735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:47.060618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:47.060705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:47.060738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:47.168380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:47.168535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:47.168593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:47.168627] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:47.171964] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-03T20:50:47.172243] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-03T20:50:47.172368] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:47.314640] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TCBIO.txt
[2025-12-03T20:50:47.314796] [INFO ] [sig       ] [3027/3516] Completed TCBIO in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:47.314835] [INFO ] [sig       ] [3028/3516] Forecasting TCBK...
[2025-12-03T20:50:47.314863] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-03T20:50:47.314893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-03T20:50:47.325484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-03T20:50:47.325788] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-03T20:50:47.326538] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-03T20:50:47.326607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:47.326639] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:47.326676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:47.326732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:47.381960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:47.382591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:47.382689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:47.382720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:47.498539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:47.498691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:47.498729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:47.498756] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:47.502001] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-12-03T20:50:47.502269] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-03T20:50:47.502386] [INFO ] [sig       ] TCBK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:47.638327] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TCBK.txt
[2025-12-03T20:50:47.638452] [INFO ] [sig       ] [3028/3516] Completed TCBK in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:47.638488] [INFO ] [sig       ] [3029/3516] Forecasting TCBX...
[2025-12-03T20:50:47.638524] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-03T20:50:47.638561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-03T20:50:47.649243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-03T20:50:47.649534] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-03T20:50:47.650290] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-03T20:50:47.650339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:47.650370] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:47.650395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:47.650450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:47.705435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:47.706070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:47.706143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:47.706173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:47.834821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:47.835003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:47.835049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:47.835079] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:47.838421] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-03T20:50:47.838719] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-03T20:50:47.838846] [INFO ] [sig       ] TCBX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:47.981853] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TCBX.txt
[2025-12-03T20:50:47.981978] [INFO ] [sig       ] [3029/3516] Completed TCBX in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:47.982013] [INFO ] [sig       ] [3030/3516] Forecasting TCMD...
[2025-12-03T20:50:47.982042] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-03T20:50:47.982069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-03T20:50:47.993237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-03T20:50:47.993548] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-03T20:50:47.994315] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-03T20:50:47.994364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:47.994395] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:47.994420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:47.994475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:48.050485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:48.051253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:48.051330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:48.051361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:48.173091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:48.173235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:48.173272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:48.173298] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:48.176545] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-03T20:50:48.176843] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-03T20:50:48.176961] [INFO ] [sig       ] TCMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:48.315028] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TCMD.txt
[2025-12-03T20:50:48.315158] [INFO ] [sig       ] [3030/3516] Completed TCMD in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:48.315194] [INFO ] [sig       ] [3031/3516] Forecasting TCOM...
[2025-12-03T20:50:48.315222] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-03T20:50:48.315250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-03T20:50:48.326635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-03T20:50:48.326933] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-03T20:50:48.327694] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-03T20:50:48.327744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:48.327776] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:48.327802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:48.327858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:48.384090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:48.384744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:48.384817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:48.384847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:48.506445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:48.506615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:48.506654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:48.506686] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:48.509900] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=19.26%)
[2025-12-03T20:50:48.510157] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-03T20:50:48.510273] [INFO ] [sig       ] TCOM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:48.647797] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TCOM.txt
[2025-12-03T20:50:48.647979] [INFO ] [sig       ] [3031/3516] Completed TCOM in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:48.648048] [INFO ] [sig       ] [3032/3516] Forecasting TCPC...
[2025-12-03T20:50:48.648084] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-03T20:50:48.648116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-03T20:50:48.659646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-03T20:50:48.659964] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-03T20:50:48.660751] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-03T20:50:48.660799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:48.660829] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:48.660854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:48.660919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:48.718736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:48.719522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:48.719627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:48.719679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:48.839590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:48.839735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:48.839771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:48.839798] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:48.843033] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=77.95%)
[2025-12-03T20:50:48.843289] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-03T20:50:48.843407] [INFO ] [sig       ] TCPC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:48.981698] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TCPC.txt
[2025-12-03T20:50:48.981853] [INFO ] [sig       ] [3032/3516] Completed TCPC in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:48.981889] [INFO ] [sig       ] [3033/3516] Forecasting TCX...
[2025-12-03T20:50:48.981917] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-03T20:50:48.981946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-03T20:50:48.993168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-03T20:50:48.993534] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-03T20:50:48.994285] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-03T20:50:48.994333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:48.994364] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:48.994389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:48.994444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:49.049755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:49.050659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:49.050742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:49.050773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:49.161642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:49.161806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:49.161844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:49.161872] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:49.165236] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: UP (p=88.09%)
[2025-12-03T20:50:49.165509] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-03T20:50:49.165656] [INFO ] [sig       ] TCX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:49.303808] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TCX.txt
[2025-12-03T20:50:49.303961] [INFO ] [sig       ] [3033/3516] Completed TCX in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:49.304000] [INFO ] [sig       ] [3034/3516] Forecasting TD...
[2025-12-03T20:50:49.304030] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-03T20:50:49.304058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-03T20:50:49.315363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-03T20:50:49.315757] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-03T20:50:49.316530] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-03T20:50:49.316604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:49.316639] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:49.316666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:49.316723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:49.373647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:49.374464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:49.374544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:49.374595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:49.498098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:49.498265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:49.498310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:49.498346] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:49.502732] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=77.16%)
[2025-12-03T20:50:49.503064] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-03T20:50:49.503216] [INFO ] [sig       ] TD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:49.647427] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TD.txt
[2025-12-03T20:50:49.647564] [INFO ] [sig       ] [3034/3516] Completed TD in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:49.647687] [INFO ] [sig       ] [3035/3516] Forecasting TDC...
[2025-12-03T20:50:49.647716] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-03T20:50:49.647746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-03T20:50:49.664561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-03T20:50:49.665177] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-03T20:50:49.666108] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-03T20:50:49.666159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:49.666234] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:49.666260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:49.666318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:49.722511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:49.723724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:49.723837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:49.723870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:49.847267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:49.847517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:49.847562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:49.847628] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:49.851704] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2025-12-03T20:50:49.852090] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-03T20:50:49.852238] [INFO ] [sig       ] TDC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:49.993929] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TDC.txt
[2025-12-03T20:50:49.994109] [INFO ] [sig       ] [3035/3516] Completed TDC in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:49.994148] [INFO ] [sig       ] [3036/3516] Forecasting TDF...
[2025-12-03T20:50:49.994179] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-03T20:50:49.994209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-03T20:50:50.006995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-03T20:50:50.007455] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-03T20:50:50.008370] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-03T20:50:50.008423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:50.008455] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:50.008481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:50.008539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:50.067875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:50.069168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:50.069286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:50.069325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:50.183979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:50.184223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:50.184268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:50.184296] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:50.188343] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=28.33%)
[2025-12-03T20:50:50.188765] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-03T20:50:50.188925] [INFO ] [sig       ] TDF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:50.341109] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TDF.txt
[2025-12-03T20:50:50.341323] [INFO ] [sig       ] [3036/3516] Completed TDF in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:50.341363] [INFO ] [sig       ] [3037/3516] Forecasting TDG...
[2025-12-03T20:50:50.341393] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-03T20:50:50.341423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-03T20:50:50.354672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-03T20:50:50.355097] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-03T20:50:50.355982] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-03T20:50:50.356033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:50.356066] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:50.356092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:50.356149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:50.413275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:50.414315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:50.414421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:50.414462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:50.536769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:50.537009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:50.537051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:50.537080] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:50.541276] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-03T20:50:50.541690] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-03T20:50:50.541862] [INFO ] [sig       ] TDG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:50.699041] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TDG.txt
[2025-12-03T20:50:50.699246] [INFO ] [sig       ] [3037/3516] Completed TDG in 0.4s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:50.699286] [INFO ] [sig       ] [3038/3516] Forecasting TDOC...
[2025-12-03T20:50:50.699315] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-12-03T20:50:50.699347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-12-03T20:50:50.712593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDOC'.
[2025-12-03T20:50:50.713145] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-12-03T20:50:50.714063] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-12-03T20:50:50.714114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:50.714144] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:50.714168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:50.714224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:50.770497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:50.771648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:50.771745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:50.771776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:50.893162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:50.893393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:50.893436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:50.893512] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:50.897196] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=26.19%)
[2025-12-03T20:50:50.897484] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-12-03T20:50:50.897628] [INFO ] [sig       ] TDOC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:51.055441] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TDOC.txt
[2025-12-03T20:50:51.055628] [INFO ] [sig       ] [3038/3516] Completed TDOC in 0.4s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:51.055669] [INFO ] [sig       ] [3039/3516] Forecasting TDS...
[2025-12-03T20:50:51.055698] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-03T20:50:51.055727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-03T20:50:51.068320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-03T20:50:51.068720] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-03T20:50:51.069556] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-03T20:50:51.069633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:51.069665] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:51.069690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:51.069747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:51.124971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:51.126065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:51.126164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:51.126195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:51.245457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:51.245647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:51.245689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:51.245719] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:51.249472] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-03T20:50:51.249858] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-03T20:50:51.250037] [INFO ] [sig       ] TDS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:51.401560] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TDS.txt
[2025-12-03T20:50:51.401782] [INFO ] [sig       ] [3039/3516] Completed TDS in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:51.401829] [INFO ] [sig       ] [3040/3516] Forecasting TDSC...
[2025-12-03T20:50:51.401863] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-03T20:50:51.401892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-03T20:50:51.414321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-03T20:50:51.414845] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-03T20:50:51.415703] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-03T20:50:51.415753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:51.415785] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:51.415809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:51.415866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:51.476853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:51.478101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:51.478209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:51.478242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:51.583635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:51.583869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:51.583912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:51.583940] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:51.587760] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-03T20:50:51.588136] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-03T20:50:51.588279] [INFO ] [sig       ] TDSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:51.729010] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TDSC.txt
[2025-12-03T20:50:51.729244] [INFO ] [sig       ] [3040/3516] Completed TDSC in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:51.729291] [INFO ] [sig       ] [3041/3516] Forecasting TDUP...
[2025-12-03T20:50:51.729327] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-03T20:50:51.729363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-03T20:50:51.742705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-03T20:50:51.743172] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-03T20:50:51.744056] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-03T20:50:51.744126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:51.744158] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:51.744185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:51.744243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:51.801409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:51.802514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:51.802643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:51.802678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:51.920829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:51.921059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:51.921101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:51.921128] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:51.924821] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=82.20%)
[2025-12-03T20:50:51.925115] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-03T20:50:51.925246] [INFO ] [sig       ] TDUP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:52.066448] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TDUP.txt
[2025-12-03T20:50:52.066670] [INFO ] [sig       ] [3041/3516] Completed TDUP in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:52.066712] [INFO ] [sig       ] [3042/3516] Forecasting TDY...
[2025-12-03T20:50:52.066741] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-03T20:50:52.066772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-03T20:50:52.079811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-03T20:50:52.080269] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-03T20:50:52.081088] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-03T20:50:52.081140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:52.081170] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:52.081195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:52.081249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:52.136626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:52.137487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:52.137589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:52.137623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:52.259548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:52.259742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:52.259785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:52.259813] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:52.263146] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=63.13%)
[2025-12-03T20:50:52.263402] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-03T20:50:52.263519] [INFO ] [sig       ] TDY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:52.400483] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TDY.txt
[2025-12-03T20:50:52.400638] [INFO ] [sig       ] [3042/3516] Completed TDY in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 2.7m
[2025-12-03T20:50:52.400677] [INFO ] [sig       ] [3043/3516] Forecasting TEAM...
[2025-12-03T20:50:52.400705] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-03T20:50:52.400735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-03T20:50:52.412481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-03T20:50:52.412874] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-03T20:50:52.413645] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-03T20:50:52.413694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:52.413724] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:52.413749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:52.413802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:52.470766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:52.471620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:52.471709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:52.471741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:52.594443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:52.594615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:52.594656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:52.594684] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:52.597964] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-03T20:50:52.598265] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-03T20:50:52.598394] [INFO ] [sig       ] TEAM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:52.744085] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TEAM.txt
[2025-12-03T20:50:52.744233] [INFO ] [sig       ] [3043/3516] Completed TEAM in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.7m
[2025-12-03T20:50:52.744269] [INFO ] [sig       ] [3044/3516] Forecasting TECH...
[2025-12-03T20:50:52.744298] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-03T20:50:52.744326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-03T20:50:52.756096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-03T20:50:52.756487] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-03T20:50:52.757260] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-03T20:50:52.757310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:52.757340] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:52.757366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:52.757420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:52.813801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:52.814624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:52.814700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:52.814731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:52.937107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:52.937263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:52.937304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:52.937331] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:52.940796] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2025-12-03T20:50:52.941116] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-03T20:50:52.941262] [INFO ] [sig       ] TECH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:53.080688] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TECH.txt
[2025-12-03T20:50:53.080822] [INFO ] [sig       ] [3044/3516] Completed TECH in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:53.080866] [INFO ] [sig       ] [3045/3516] Forecasting TECK...
[2025-12-03T20:50:53.080896] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-03T20:50:53.080923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-03T20:50:53.091151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-03T20:50:53.091443] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-03T20:50:53.092184] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-03T20:50:53.092233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:53.092263] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:53.092288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:53.092342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:53.146811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:53.147379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:53.147478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:53.147510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:53.266773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:53.266912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:53.266948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:53.266976] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:53.270179] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-03T20:50:53.270442] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-03T20:50:53.270559] [INFO ] [sig       ] TECK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:53.409475] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TECK.txt
[2025-12-03T20:50:53.409614] [INFO ] [sig       ] [3045/3516] Completed TECK in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:53.409661] [INFO ] [sig       ] [3046/3516] Forecasting TECX...
[2025-12-03T20:50:53.409691] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-03T20:50:53.409720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-03T20:50:53.420468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-03T20:50:53.420799] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-03T20:50:53.421585] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-03T20:50:53.421635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:53.421669] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:53.421697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:53.421753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:53.477202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:53.477867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:53.477952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:53.477984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:53.592586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:53.592734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:53.592772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:53.592801] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:53.596108] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-12-03T20:50:53.596385] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-03T20:50:53.596500] [INFO ] [sig       ] TECX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:53.731902] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TECX.txt
[2025-12-03T20:50:53.732025] [INFO ] [sig       ] [3046/3516] Completed TECX in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:53.732062] [INFO ] [sig       ] [3047/3516] Forecasting TEF...
[2025-12-03T20:50:53.732090] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-03T20:50:53.732118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-03T20:50:53.743520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-03T20:50:53.743914] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-03T20:50:53.744753] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-03T20:50:53.744802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:53.744832] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:53.744857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:53.744912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:53.799782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:53.800653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:53.800738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:53.800769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:53.919509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:53.919702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:53.919759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:53.919786] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:53.923189] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-03T20:50:53.923528] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-03T20:50:53.923683] [INFO ] [sig       ] TEF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:54.060208] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TEF.txt
[2025-12-03T20:50:54.060332] [INFO ] [sig       ] [3047/3516] Completed TEF in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:54.060368] [INFO ] [sig       ] [3048/3516] Forecasting TEI...
[2025-12-03T20:50:54.060396] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-03T20:50:54.060424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-03T20:50:54.071927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-03T20:50:54.072213] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-03T20:50:54.072975] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-03T20:50:54.073024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:54.073056] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:54.073084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:54.073138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:54.130432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:54.131294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:54.131374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:54.131407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:54.252286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:54.252453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:54.252519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:54.252550] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:54.256032] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-12-03T20:50:54.256339] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-03T20:50:54.256466] [INFO ] [sig       ] TEI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:54.402061] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TEI.txt
[2025-12-03T20:50:54.402270] [INFO ] [sig       ] [3048/3516] Completed TEI in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:54.402337] [INFO ] [sig       ] [3049/3516] Forecasting TEL...
[2025-12-03T20:50:54.402384] [INFO ] [sig       ] Generating forecast for: TEL
[2025-12-03T20:50:54.402422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-12-03T20:50:54.415218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEL'.
[2025-12-03T20:50:54.415637] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-12-03T20:50:54.416415] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-12-03T20:50:54.416465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:54.416497] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:54.416524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:54.416609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:54.474958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:54.475844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:54.475928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:54.475960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:54.596405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:54.596560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:54.596620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:54.596650] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:54.600145] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: DOWN (p=42.22%)
[2025-12-03T20:50:54.600446] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-12-03T20:50:54.600594] [INFO ] [sig       ] TEL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:54.743299] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TEL.txt
[2025-12-03T20:50:54.743452] [INFO ] [sig       ] [3049/3516] Completed TEL in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:54.743490] [INFO ] [sig       ] [3050/3516] Forecasting TELO...
[2025-12-03T20:50:54.743518] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-03T20:50:54.743548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-03T20:50:54.754510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-03T20:50:54.754880] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-03T20:50:54.755638] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-03T20:50:54.755696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:54.755733] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:54.755765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:54.755832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:54.812551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:54.813449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:54.813534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:54.813567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:54.934948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:54.935115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:54.935163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:54.935193] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:54.938785] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=32.94%)
[2025-12-03T20:50:54.939108] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-03T20:50:54.939242] [INFO ] [sig       ] TELO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:55.082269] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TELO.txt
[2025-12-03T20:50:55.082444] [INFO ] [sig       ] [3050/3516] Completed TELO in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:55.082483] [INFO ] [sig       ] [3051/3516] Forecasting TEM...
[2025-12-03T20:50:55.082513] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-03T20:50:55.082541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-03T20:50:55.093809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-03T20:50:55.094079] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-03T20:50:55.094818] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-03T20:50:55.094867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:55.094898] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:55.094924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:55.094979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:55.151962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:55.152602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:55.152697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:55.152732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:55.276446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:55.276614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:55.276653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:55.276681] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:55.280072] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2025-12-03T20:50:55.280336] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-03T20:50:55.280459] [INFO ] [sig       ] TEM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:55.418687] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TEM.txt
[2025-12-03T20:50:55.418815] [INFO ] [sig       ] [3051/3516] Completed TEM in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:55.418850] [INFO ] [sig       ] [3052/3516] Forecasting TENB...
[2025-12-03T20:50:55.418879] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-03T20:50:55.418906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-03T20:50:55.429872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-03T20:50:55.430151] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-03T20:50:55.430908] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-03T20:50:55.430965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:55.431053] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:55.431083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:55.431138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:55.488310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:55.489048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:55.489127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:55.489159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:55.605340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:55.605480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:55.605517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:55.605544] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:55.608773] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-03T20:50:55.609034] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-03T20:50:55.609151] [INFO ] [sig       ] TENB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:55.751779] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TENB.txt
[2025-12-03T20:50:55.751916] [INFO ] [sig       ] [3052/3516] Completed TENB in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:55.751954] [INFO ] [sig       ] [3053/3516] Forecasting TENX...
[2025-12-03T20:50:55.751983] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-03T20:50:55.752010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-03T20:50:55.763713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-03T20:50:55.764126] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-03T20:50:55.764969] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-03T20:50:55.765025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:55.765068] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:55.765099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:55.765155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:55.824012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:55.824894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:55.824974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:55.825006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:55.933308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:55.933462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:55.933499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:55.933526] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:55.936794] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=39.50%)
[2025-12-03T20:50:55.937051] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-03T20:50:55.937166] [INFO ] [sig       ] TENX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:56.074179] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TENX.txt
[2025-12-03T20:50:56.074323] [INFO ] [sig       ] [3053/3516] Completed TENX in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:56.074360] [INFO ] [sig       ] [3054/3516] Forecasting TEO...
[2025-12-03T20:50:56.074388] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-03T20:50:56.074416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-03T20:50:56.085757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-03T20:50:56.086099] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-03T20:50:56.086880] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-03T20:50:56.086930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:56.086962] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:56.086990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:56.087046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:56.144452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:56.145378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:56.145475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:56.145508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:56.265951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:56.266100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:56.266137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:56.266164] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:56.269384] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=55.20%)
[2025-12-03T20:50:56.269659] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-03T20:50:56.269783] [INFO ] [sig       ] TEO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:56.408910] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TEO.txt
[2025-12-03T20:50:56.409058] [INFO ] [sig       ] [3054/3516] Completed TEO in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:56.409096] [INFO ] [sig       ] [3055/3516] Forecasting TERN...
[2025-12-03T20:50:56.409126] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-03T20:50:56.409155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-03T20:50:56.420101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-03T20:50:56.420457] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-03T20:50:56.421213] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-03T20:50:56.421261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:56.421291] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:56.421316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:56.421370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:56.477184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:56.477981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:56.478071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:56.478102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:56.597785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:56.597936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:56.597974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:56.598048] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:56.601511] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-03T20:50:56.601832] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-03T20:50:56.601978] [INFO ] [sig       ] TERN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:56.748207] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TERN.txt
[2025-12-03T20:50:56.748361] [INFO ] [sig       ] [3055/3516] Completed TERN in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:56.748401] [INFO ] [sig       ] [3056/3516] Forecasting TEVA...
[2025-12-03T20:50:56.748438] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-03T20:50:56.748470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-03T20:50:56.762459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-03T20:50:56.762782] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-03T20:50:56.763589] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-03T20:50:56.763642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:56.763675] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:56.763702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:56.763758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:56.833871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:56.834736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:56.834819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:56.834852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:56.952490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:56.952653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:56.952690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:56.952718] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:56.955971] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=51.37%)
[2025-12-03T20:50:56.956258] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-03T20:50:56.956383] [INFO ] [sig       ] TEVA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:57.097861] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TEVA.txt
[2025-12-03T20:50:57.097993] [INFO ] [sig       ] [3056/3516] Completed TEVA in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:57.098055] [INFO ] [sig       ] [3057/3516] Forecasting TEX...
[2025-12-03T20:50:57.098086] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-03T20:50:57.098116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-03T20:50:57.109080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-03T20:50:57.109369] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-03T20:50:57.110136] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-03T20:50:57.110186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:57.110218] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:57.110244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:57.110301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:57.167609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:57.168361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:57.168440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:57.168473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:57.291216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:57.291361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:57.291398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:57.291426] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:57.294663] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-03T20:50:57.294923] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-03T20:50:57.295041] [INFO ] [sig       ] TEX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:57.440873] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TEX.txt
[2025-12-03T20:50:57.441016] [INFO ] [sig       ] [3057/3516] Completed TEX in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:57.441060] [INFO ] [sig       ] [3058/3516] Forecasting TFC...
[2025-12-03T20:50:57.441090] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-03T20:50:57.441122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-03T20:50:57.452134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-03T20:50:57.452425] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-03T20:50:57.453165] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-03T20:50:57.453214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:57.453243] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:57.453268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:57.453322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:57.509274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:57.510072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:57.510153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:57.510185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:57.629499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:57.629656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:57.629693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:57.629720] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:57.632915] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2025-12-03T20:50:57.633170] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-03T20:50:57.633282] [INFO ] [sig       ] TFC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:57.768964] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TFC.txt
[2025-12-03T20:50:57.769085] [INFO ] [sig       ] [3058/3516] Completed TFC in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:57.769119] [INFO ] [sig       ] [3059/3516] Forecasting TFII...
[2025-12-03T20:50:57.769147] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-03T20:50:57.769174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-03T20:50:57.779735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-03T20:50:57.780039] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-03T20:50:57.780783] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-03T20:50:57.780831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:57.780862] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:57.780887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:57.780940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:57.835998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:57.836635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:57.836708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:57.836739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:57.949942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:57.950092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:57.950131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:57.950176] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:57.953498] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=31.16%)
[2025-12-03T20:50:57.953799] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-03T20:50:57.953928] [INFO ] [sig       ] TFII: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:58.089596] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TFII.txt
[2025-12-03T20:50:58.089725] [INFO ] [sig       ] [3059/3516] Completed TFII in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:58.089761] [INFO ] [sig       ] [3060/3516] Forecasting TFIN...
[2025-12-03T20:50:58.089793] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-03T20:50:58.089823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-03T20:50:58.100971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-03T20:50:58.101287] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-03T20:50:58.102060] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-03T20:50:58.102110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:58.102142] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:58.102168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:58.102244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:58.159514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:58.160319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:58.160396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:58.160429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:58.274053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:58.274189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:58.274225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:58.274252] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:58.277407] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-03T20:50:58.277687] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-03T20:50:58.277808] [INFO ] [sig       ] TFIN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:58.419134] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TFIN.txt
[2025-12-03T20:50:58.419284] [INFO ] [sig       ] [3060/3516] Completed TFIN in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 2.6m
[2025-12-03T20:50:58.419321] [INFO ] [sig       ] [3061/3516] Forecasting TFPM...
[2025-12-03T20:50:58.419349] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-03T20:50:58.419379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-03T20:50:58.430661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-03T20:50:58.431008] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-03T20:50:58.431811] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-03T20:50:58.431873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:58.431912] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:58.431945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:58.432001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:58.490404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:58.491230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:58.491313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:58.491362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:58.617041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:58.617197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:58.617237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:58.617267] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:58.620716] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-03T20:50:58.621050] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-03T20:50:58.621188] [INFO ] [sig       ] TFPM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:58.760616] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TFPM.txt
[2025-12-03T20:50:58.760741] [INFO ] [sig       ] [3061/3516] Completed TFPM in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:50:58.760780] [INFO ] [sig       ] [3062/3516] Forecasting TFSL...
[2025-12-03T20:50:58.760811] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-03T20:50:58.760838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-03T20:50:58.772045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-03T20:50:58.772347] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-03T20:50:58.773144] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-03T20:50:58.773196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:58.773227] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:58.773255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:58.773311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:58.833127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:58.833889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:58.834011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:58.834071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:58.952750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:58.952893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:58.952930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:58.952961] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:58.956351] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-03T20:50:58.956635] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-03T20:50:58.956756] [INFO ] [sig       ] TFSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:59.094709] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TFSL.txt
[2025-12-03T20:50:59.094832] [INFO ] [sig       ] [3062/3516] Completed TFSL in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:50:59.094875] [INFO ] [sig       ] [3063/3516] Forecasting TG...
[2025-12-03T20:50:59.094905] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-03T20:50:59.094935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-03T20:50:59.105917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-03T20:50:59.106199] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-03T20:50:59.106973] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-03T20:50:59.107024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:59.107057] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:59.107096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:59.107153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:59.164478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:59.165110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:59.165189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:59.165223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:59.283883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:59.284003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:59.284039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:59.284066] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:59.287263] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2025-12-03T20:50:59.287520] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-03T20:50:59.287659] [INFO ] [sig       ] TG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:50:59.425076] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TG.txt
[2025-12-03T20:50:59.425203] [INFO ] [sig       ] [3063/3516] Completed TG in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:50:59.425238] [INFO ] [sig       ] [3064/3516] Forecasting TGLS...
[2025-12-03T20:50:59.425267] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-03T20:50:59.425295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-03T20:50:59.435667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-03T20:50:59.435953] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-03T20:50:59.436714] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-03T20:50:59.436765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:59.436796] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:59.436823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:59.436880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:59.493120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:59.493740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:59.493814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:59.493847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:59.612895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:59.613030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:59.613065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:59.613092] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:59.616274] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=81.95%)
[2025-12-03T20:50:59.616530] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-03T20:50:59.616665] [INFO ] [sig       ] TGLS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:50:59.753199] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TGLS.txt
[2025-12-03T20:50:59.753321] [INFO ] [sig       ] [3064/3516] Completed TGLS in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:50:59.753356] [INFO ] [sig       ] [3065/3516] Forecasting TGNA...
[2025-12-03T20:50:59.753384] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-03T20:50:59.753413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-03T20:50:59.764872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-03T20:50:59.765154] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-03T20:50:59.765914] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-03T20:50:59.765962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:50:59.765993] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:50:59.766018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:50:59.766072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:50:59.823024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:50:59.823690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:50:59.823767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:50:59.823799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:50:59.945133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:50:59.945286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:50:59.945324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:50:59.945351] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:50:59.948663] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-12-03T20:50:59.948935] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-03T20:50:59.949057] [INFO ] [sig       ] TGNA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:00.093529] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TGNA.txt
[2025-12-03T20:51:00.093708] [INFO ] [sig       ] [3065/3516] Completed TGNA in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:00.093746] [INFO ] [sig       ] [3066/3516] Forecasting TGS...
[2025-12-03T20:51:00.093773] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-03T20:51:00.093802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-03T20:51:00.104774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-03T20:51:00.105153] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-03T20:51:00.105959] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-03T20:51:00.106009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:00.106040] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:00.106066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:00.106120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:00.165503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:00.166363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:00.166441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:00.166472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:00.280171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:00.280327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:00.280364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:00.280391] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:00.283825] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2025-12-03T20:51:00.284286] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-03T20:51:00.284405] [INFO ] [sig       ] TGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:00.420558] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TGS.txt
[2025-12-03T20:51:00.420696] [INFO ] [sig       ] [3066/3516] Completed TGS in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:00.420733] [INFO ] [sig       ] [3067/3516] Forecasting TGTX...
[2025-12-03T20:51:00.420760] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-03T20:51:00.420796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-03T20:51:00.433421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-03T20:51:00.433830] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-03T20:51:00.434626] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-03T20:51:00.434674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:00.434705] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:00.434730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:00.434783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:00.491945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:00.492834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:00.492916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:00.492947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:00.623434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:00.623642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:00.623703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:00.623732] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:00.627546] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=67.92%)
[2025-12-03T20:51:00.627876] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-03T20:51:00.628034] [INFO ] [sig       ] TGTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:00.773733] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TGTX.txt
[2025-12-03T20:51:00.773892] [INFO ] [sig       ] [3067/3516] Completed TGTX in 0.4s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:00.773933] [INFO ] [sig       ] [3068/3516] Forecasting TH...
[2025-12-03T20:51:00.773964] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-03T20:51:00.773995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-03T20:51:00.785232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-03T20:51:00.785565] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-03T20:51:00.786316] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-03T20:51:00.786366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:00.786397] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:00.786422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:00.786476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:00.841919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:00.842773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:00.842872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:00.842905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:00.966337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:00.966749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:00.967545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:00.967611] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:00.972095] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-03T20:51:00.972458] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-03T20:51:00.972631] [INFO ] [sig       ] TH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:01.112092] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TH.txt
[2025-12-03T20:51:01.112242] [INFO ] [sig       ] [3068/3516] Completed TH in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:01.112280] [INFO ] [sig       ] [3069/3516] Forecasting THC...
[2025-12-03T20:51:01.112309] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-03T20:51:01.112336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-03T20:51:01.123724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-03T20:51:01.124005] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-03T20:51:01.124818] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-03T20:51:01.124868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:01.124924] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:01.124952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:01.125006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:01.181420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:01.182257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:01.182330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:01.182362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:01.306870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:01.307033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:01.307071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:01.307098] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:01.310504] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-03T20:51:01.310835] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-03T20:51:01.310964] [INFO ] [sig       ] THC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:01.454533] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/THC.txt
[2025-12-03T20:51:01.454709] [INFO ] [sig       ] [3069/3516] Completed THC in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:01.454747] [INFO ] [sig       ] [3070/3516] Forecasting THFF...
[2025-12-03T20:51:01.454777] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-03T20:51:01.454805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-03T20:51:01.466313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-03T20:51:01.466721] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-03T20:51:01.467474] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-03T20:51:01.467523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:01.467553] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:01.467598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:01.467655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:01.524070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:01.525011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:01.525101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:01.525134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:01.648509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:01.648704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:01.648746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:01.648774] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:01.653346] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=14.00%)
[2025-12-03T20:51:01.653874] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-03T20:51:01.654089] [INFO ] [sig       ] THFF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:01.808999] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/THFF.txt
[2025-12-03T20:51:01.809163] [INFO ] [sig       ] [3070/3516] Completed THFF in 0.4s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:01.809201] [INFO ] [sig       ] [3071/3516] Forecasting THG...
[2025-12-03T20:51:01.809230] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-03T20:51:01.809259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-03T20:51:01.820953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-03T20:51:01.821319] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-03T20:51:01.822079] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-03T20:51:01.822128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:01.822158] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:01.822183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:01.822237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:01.876387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:01.876974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:01.877045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:01.877076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:01.993127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:01.993298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:01.993336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:01.993362] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:01.996722] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=44.32%)
[2025-12-03T20:51:01.997012] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-03T20:51:01.997136] [INFO ] [sig       ] THG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:02.139270] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/THG.txt
[2025-12-03T20:51:02.139418] [INFO ] [sig       ] [3071/3516] Completed THG in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:02.139454] [INFO ] [sig       ] [3072/3516] Forecasting THO...
[2025-12-03T20:51:02.139482] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-03T20:51:02.139512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-03T20:51:02.150869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-03T20:51:02.151205] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-03T20:51:02.151950] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-03T20:51:02.151998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:02.152028] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:02.152053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:02.152107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:02.206211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:02.207019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:02.207096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:02.207128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:02.324360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:02.324532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:02.324587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:02.324646] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:02.327877] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-03T20:51:02.328151] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-03T20:51:02.328267] [INFO ] [sig       ] THO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:02.463554] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/THO.txt
[2025-12-03T20:51:02.463711] [INFO ] [sig       ] [3072/3516] Completed THO in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:02.463747] [INFO ] [sig       ] [3073/3516] Forecasting THQ...
[2025-12-03T20:51:02.463775] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-03T20:51:02.463803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-03T20:51:02.475729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-03T20:51:02.476120] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-03T20:51:02.477003] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-03T20:51:02.477054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:02.477086] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:02.477113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:02.477170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:02.535167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:02.536046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:02.536132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:02.536165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:02.658729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:02.658888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:02.658927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:02.658958] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:02.662454] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-12-03T20:51:02.662803] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-03T20:51:02.662941] [INFO ] [sig       ] THQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:02.803542] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/THQ.txt
[2025-12-03T20:51:02.803712] [INFO ] [sig       ] [3073/3516] Completed THQ in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:02.803750] [INFO ] [sig       ] [3074/3516] Forecasting THRM...
[2025-12-03T20:51:02.803779] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-03T20:51:02.803807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-03T20:51:02.816563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-03T20:51:02.817062] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-03T20:51:02.818178] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-03T20:51:02.818238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:02.818274] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:02.818302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:02.818359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:02.876432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:02.877292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:02.877374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:02.877406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:03.009500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:03.009681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:03.009720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:03.009748] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:03.013734] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-03T20:51:03.014120] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-03T20:51:03.014262] [INFO ] [sig       ] THRM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:03.160654] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/THRM.txt
[2025-12-03T20:51:03.160822] [INFO ] [sig       ] [3074/3516] Completed THRM in 0.4s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:03.160866] [INFO ] [sig       ] [3075/3516] Forecasting THRY...
[2025-12-03T20:51:03.160896] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-03T20:51:03.160924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-03T20:51:03.173281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-03T20:51:03.173694] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-03T20:51:03.174483] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-03T20:51:03.174533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:03.174563] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:03.174609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:03.174663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:03.230991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:03.231831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:03.231913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:03.231945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:03.354104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:03.354254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:03.354293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:03.354319] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:03.357543] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-12-03T20:51:03.357821] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-03T20:51:03.357938] [INFO ] [sig       ] THRY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:03.494232] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/THRY.txt
[2025-12-03T20:51:03.494372] [INFO ] [sig       ] [3075/3516] Completed THRY in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:03.494409] [INFO ] [sig       ] [3076/3516] Forecasting THS...
[2025-12-03T20:51:03.494439] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-03T20:51:03.494467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-03T20:51:03.505232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-03T20:51:03.505554] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-03T20:51:03.506297] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-03T20:51:03.506346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:03.506388] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:03.506415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:03.506475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:03.562719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:03.563469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:03.563550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:03.563601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:03.686325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:03.686475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:03.686513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:03.686540] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:03.689793] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=82.84%)
[2025-12-03T20:51:03.690057] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-03T20:51:03.690175] [INFO ] [sig       ] THS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:03.828190] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/THS.txt
[2025-12-03T20:51:03.828334] [INFO ] [sig       ] [3076/3516] Completed THS in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:03.828370] [INFO ] [sig       ] [3077/3516] Forecasting TIGO...
[2025-12-03T20:51:03.828400] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-03T20:51:03.828428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-03T20:51:03.839145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-03T20:51:03.839437] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-03T20:51:03.840209] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-03T20:51:03.840258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:03.840287] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:03.840312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:03.840367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:03.895512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:03.896122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:03.896195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:03.896226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:04.013753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:04.013896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:04.013935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:04.013963] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:04.017294] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-03T20:51:04.017559] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-03T20:51:04.017702] [INFO ] [sig       ] TIGO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:04.156315] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TIGO.txt
[2025-12-03T20:51:04.156435] [INFO ] [sig       ] [3077/3516] Completed TIGO in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:04.156471] [INFO ] [sig       ] [3078/3516] Forecasting TIL...
[2025-12-03T20:51:04.156498] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-03T20:51:04.156527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-03T20:51:04.167251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-03T20:51:04.167525] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-03T20:51:04.168282] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-03T20:51:04.168330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:04.168360] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:04.168384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:04.168437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:04.223443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:04.224048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:04.224121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:04.224152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:04.345714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:04.345869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:04.345910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:04.345936] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:04.349268] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-03T20:51:04.349537] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-03T20:51:04.349678] [INFO ] [sig       ] TIL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:04.485224] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TIL.txt
[2025-12-03T20:51:04.485344] [INFO ] [sig       ] [3078/3516] Completed TIL in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 2.5m
[2025-12-03T20:51:04.485379] [INFO ] [sig       ] [3079/3516] Forecasting TILE...
[2025-12-03T20:51:04.485406] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-03T20:51:04.485436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-03T20:51:04.500281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-03T20:51:04.500707] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-03T20:51:04.501824] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-03T20:51:04.501891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:04.501947] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:04.501995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:04.502086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:04.565408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:04.566113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:04.566215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:04.566248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:04.684772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:04.684909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:04.684947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:04.684974] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:04.688223] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=69.81%)
[2025-12-03T20:51:04.688481] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-03T20:51:04.688620] [INFO ] [sig       ] TILE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:04.825182] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TILE.txt
[2025-12-03T20:51:04.825324] [INFO ] [sig       ] [3079/3516] Completed TILE in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:04.825368] [INFO ] [sig       ] [3080/3516] Forecasting TIMB...
[2025-12-03T20:51:04.825398] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-03T20:51:04.825427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-03T20:51:04.837850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-03T20:51:04.838197] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-03T20:51:04.838951] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-03T20:51:04.838999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:04.839029] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:04.839055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:04.839109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:04.894308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:04.895117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:04.895192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:04.895224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:05.015351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:05.015494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:05.015531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:05.015559] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:05.018769] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=26.08%)
[2025-12-03T20:51:05.019039] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-03T20:51:05.019153] [INFO ] [sig       ] TIMB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:05.156151] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TIMB.txt
[2025-12-03T20:51:05.156278] [INFO ] [sig       ] [3080/3516] Completed TIMB in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:05.156314] [INFO ] [sig       ] [3081/3516] Forecasting TITN...
[2025-12-03T20:51:05.156342] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-03T20:51:05.156371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-03T20:51:05.172659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-03T20:51:05.172940] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-03T20:51:05.173676] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-03T20:51:05.173724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:05.173753] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:05.173779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:05.173833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:05.228966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:05.229700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:05.229782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:05.229813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:05.345956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:05.346110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:05.346150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:05.346178] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:05.349443] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=47.85%)
[2025-12-03T20:51:05.349722] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-03T20:51:05.349856] [INFO ] [sig       ] TITN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:05.489070] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TITN.txt
[2025-12-03T20:51:05.489200] [INFO ] [sig       ] [3081/3516] Completed TITN in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:05.489242] [INFO ] [sig       ] [3082/3516] Forecasting TJX...
[2025-12-03T20:51:05.489271] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-03T20:51:05.489299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-03T20:51:05.500312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-03T20:51:05.500622] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-03T20:51:05.501336] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-03T20:51:05.501384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:05.501415] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:05.501441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:05.501495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:05.557280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:05.557899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:05.557974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:05.558025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:05.679806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:05.679958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:05.680000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:05.680028] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:05.683252] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=21.61%)
[2025-12-03T20:51:05.683509] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-03T20:51:05.683648] [INFO ] [sig       ] TJX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:05.819962] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TJX.txt
[2025-12-03T20:51:05.820107] [INFO ] [sig       ] [3082/3516] Completed TJX in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:05.820144] [INFO ] [sig       ] [3083/3516] Forecasting TK...
[2025-12-03T20:51:05.820172] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-03T20:51:05.820201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-03T20:51:05.830900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-03T20:51:05.831176] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-03T20:51:05.831918] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-03T20:51:05.831969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:05.832002] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:05.832028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:05.832082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:05.887197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:05.888036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:05.888113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:05.888144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:06.007363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:06.007509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:06.007546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:06.007605] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:06.010842] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-03T20:51:06.011108] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-03T20:51:06.011228] [INFO ] [sig       ] TK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:06.151293] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TK.txt
[2025-12-03T20:51:06.151450] [INFO ] [sig       ] [3083/3516] Completed TK in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:06.151488] [INFO ] [sig       ] [3084/3516] Forecasting TKC...
[2025-12-03T20:51:06.151517] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-03T20:51:06.151547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-03T20:51:06.162691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-03T20:51:06.163031] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-03T20:51:06.163780] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-03T20:51:06.163829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:06.163859] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:06.163884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:06.163938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:06.218667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:06.219414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:06.219492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:06.219522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:06.337883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:06.338039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:06.338078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:06.338105] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:06.341335] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2025-12-03T20:51:06.341607] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-03T20:51:06.341724] [INFO ] [sig       ] TKC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:06.481936] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TKC.txt
[2025-12-03T20:51:06.482088] [INFO ] [sig       ] [3084/3516] Completed TKC in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:06.482124] [INFO ] [sig       ] [3085/3516] Forecasting TKNO...
[2025-12-03T20:51:06.482153] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-03T20:51:06.482182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-03T20:51:06.494475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-03T20:51:06.494793] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-03T20:51:06.495533] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-03T20:51:06.495602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:06.495637] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:06.495664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:06.495720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:06.551620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:06.552280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:06.552370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:06.552404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:06.667644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:06.667781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:06.667816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:06.667844] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:06.671024] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-03T20:51:06.671284] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-03T20:51:06.671400] [INFO ] [sig       ] TKNO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:06.810222] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TKNO.txt
[2025-12-03T20:51:06.810357] [INFO ] [sig       ] [3085/3516] Completed TKNO in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:06.810394] [INFO ] [sig       ] [3086/3516] Forecasting TKO...
[2025-12-03T20:51:06.810423] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-03T20:51:06.810452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-03T20:51:06.824009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-03T20:51:06.824296] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-03T20:51:06.825053] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-03T20:51:06.825102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:06.825157] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:06.825185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:06.825241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:06.880306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:06.880930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:06.881005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:06.881039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:07.002665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:07.002825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:07.002866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:07.002893] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:07.006104] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-03T20:51:07.006365] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-03T20:51:07.006480] [INFO ] [sig       ] TKO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:07.143493] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TKO.txt
[2025-12-03T20:51:07.143634] [INFO ] [sig       ] [3086/3516] Completed TKO in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:07.143675] [INFO ] [sig       ] [3087/3516] Forecasting TLK...
[2025-12-03T20:51:07.143705] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-03T20:51:07.143735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-03T20:51:07.155407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-03T20:51:07.155757] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-03T20:51:07.156529] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-03T20:51:07.156595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:07.156629] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:07.156667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:07.156724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:07.212397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:07.213201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:07.213277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:07.213308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:07.334706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:07.334841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:07.334879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:07.334906] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:07.338216] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=75.75%)
[2025-12-03T20:51:07.338485] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-03T20:51:07.338629] [INFO ] [sig       ] TLK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:07.474491] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TLK.txt
[2025-12-03T20:51:07.474629] [INFO ] [sig       ] [3087/3516] Completed TLK in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:07.474668] [INFO ] [sig       ] [3088/3516] Forecasting TLN...
[2025-12-03T20:51:07.474696] [INFO ] [sig       ] Generating forecast for: TLN
[2025-12-03T20:51:07.474725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-12-03T20:51:07.486352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-12-03T20:51:07.486738] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-12-03T20:51:07.487506] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-12-03T20:51:07.487555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:07.487608] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:07.487636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:07.487692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:07.548282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:07.549227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:07.549329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:07.549373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:07.668109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:07.668261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:07.668300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:07.668328] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:07.671662] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-03T20:51:07.671919] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-12-03T20:51:07.672039] [INFO ] [sig       ] TLN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:07.810325] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TLN.txt
[2025-12-03T20:51:07.810450] [INFO ] [sig       ] [3088/3516] Completed TLN in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:07.810489] [INFO ] [sig       ] [3089/3516] Forecasting TLS...
[2025-12-03T20:51:07.810519] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-03T20:51:07.810551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-03T20:51:07.821505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-03T20:51:07.821831] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-03T20:51:07.822638] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-03T20:51:07.822690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:07.822723] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:07.822750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:07.822806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:07.879673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:07.880342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:07.880421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:07.880454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:07.999290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:07.999447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:07.999485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:07.999515] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:08.002930] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-03T20:51:08.003206] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-03T20:51:08.003332] [INFO ] [sig       ] TLS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:08.139474] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TLS.txt
[2025-12-03T20:51:08.139629] [INFO ] [sig       ] [3089/3516] Completed TLS in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:08.139668] [INFO ] [sig       ] [3090/3516] Forecasting TLSA...
[2025-12-03T20:51:08.139697] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-03T20:51:08.139725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-03T20:51:08.150822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-03T20:51:08.151177] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-03T20:51:08.151925] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-03T20:51:08.151973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:08.152003] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:08.152033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:08.152086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:08.207789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:08.208684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:08.208764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:08.208796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:08.333909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:08.334062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:08.334101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:08.334129] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:08.337548] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2025-12-03T20:51:08.337835] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-03T20:51:08.337956] [INFO ] [sig       ] TLSA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:08.474834] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TLSA.txt
[2025-12-03T20:51:08.474965] [INFO ] [sig       ] [3090/3516] Completed TLSA in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:08.475002] [INFO ] [sig       ] [3091/3516] Forecasting TLSI...
[2025-12-03T20:51:08.475032] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-03T20:51:08.475073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-03T20:51:08.485134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-03T20:51:08.485399] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-03T20:51:08.486154] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-03T20:51:08.486203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:08.486233] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:08.486258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:08.486312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:08.541882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:08.542506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:08.542598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:08.542633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:08.670791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:08.670940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:08.670977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:08.671004] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:08.674262] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-03T20:51:08.674529] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-03T20:51:08.674670] [INFO ] [sig       ] TLSI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:08.812154] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TLSI.txt
[2025-12-03T20:51:08.812280] [INFO ] [sig       ] [3091/3516] Completed TLSI in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:08.812317] [INFO ] [sig       ] [3092/3516] Forecasting TLYS...
[2025-12-03T20:51:08.812345] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-03T20:51:08.812374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-03T20:51:08.822998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-03T20:51:08.823268] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-03T20:51:08.824017] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-03T20:51:08.824070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:08.824101] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:08.824127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:08.824181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:08.880167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:08.880757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:08.880830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:08.880860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:08.998471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:08.998637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:08.998674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:08.998701] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:09.002049] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=66.46%)
[2025-12-03T20:51:09.002337] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-03T20:51:09.002461] [INFO ] [sig       ] TLYS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:09.144121] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TLYS.txt
[2025-12-03T20:51:09.144256] [INFO ] [sig       ] [3092/3516] Completed TLYS in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:09.144295] [INFO ] [sig       ] [3093/3516] Forecasting TM...
[2025-12-03T20:51:09.144322] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-03T20:51:09.144350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-03T20:51:09.155896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-03T20:51:09.156217] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-03T20:51:09.156996] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-03T20:51:09.157047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:09.157083] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:09.157112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:09.157168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:09.213184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:09.213856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:09.213931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:09.213962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:09.334057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:09.334200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:09.334237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:09.334266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:09.337595] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-03T20:51:09.337860] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-03T20:51:09.337983] [INFO ] [sig       ] TM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:09.473679] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TM.txt
[2025-12-03T20:51:09.473803] [INFO ] [sig       ] [3093/3516] Completed TM in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:09.473839] [INFO ] [sig       ] [3094/3516] Forecasting TMC...
[2025-12-03T20:51:09.473867] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-03T20:51:09.473895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-03T20:51:09.485746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-03T20:51:09.486051] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-03T20:51:09.486828] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-03T20:51:09.486878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:09.486909] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:09.486937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:09.486993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:09.542217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:09.542911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:09.542989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:09.543021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:09.659272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:09.659398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:09.659438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:09.659465] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:09.662685] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=59.33%)
[2025-12-03T20:51:09.662940] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-03T20:51:09.663059] [INFO ] [sig       ] TMC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:09.800747] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TMC.txt
[2025-12-03T20:51:09.800898] [INFO ] [sig       ] [3094/3516] Completed TMC in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:09.800935] [INFO ] [sig       ] [3095/3516] Forecasting TMCI...
[2025-12-03T20:51:09.800965] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-03T20:51:09.800993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-03T20:51:09.812240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-03T20:51:09.812531] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-03T20:51:09.813305] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-03T20:51:09.813355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:09.813386] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:09.813414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:09.813470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:09.868715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:09.869477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:09.869552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:09.869602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:09.989087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:09.989232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:09.989271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:09.989299] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:09.992604] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=44.82%)
[2025-12-03T20:51:09.992871] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-03T20:51:09.992988] [INFO ] [sig       ] TMCI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:10.131731] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TMCI.txt
[2025-12-03T20:51:10.131862] [INFO ] [sig       ] [3095/3516] Completed TMCI in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:10.131898] [INFO ] [sig       ] [3096/3516] Forecasting TMDX...
[2025-12-03T20:51:10.131928] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-03T20:51:10.131957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-03T20:51:10.142511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-03T20:51:10.142802] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-03T20:51:10.143515] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-03T20:51:10.143564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:10.143649] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:10.143677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:10.143732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:10.198092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:10.198687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:10.198785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:10.198817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:10.312329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:10.312487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:10.312526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:10.312552] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:10.315804] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-12-03T20:51:10.316074] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-03T20:51:10.316195] [INFO ] [sig       ] TMDX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:10.453415] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TMDX.txt
[2025-12-03T20:51:10.453568] [INFO ] [sig       ] [3096/3516] Completed TMDX in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 2.4m
[2025-12-03T20:51:10.453625] [INFO ] [sig       ] [3097/3516] Forecasting TME...
[2025-12-03T20:51:10.453654] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-03T20:51:10.453683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-03T20:51:10.464832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-03T20:51:10.465155] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-03T20:51:10.465921] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-03T20:51:10.465969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:10.466001] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:10.466027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:10.466087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:10.521827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:10.522628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:10.522705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:10.522736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:10.641979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:10.642110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:10.642149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:10.642176] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:10.645314] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-03T20:51:10.645584] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-03T20:51:10.645705] [INFO ] [sig       ] TME: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:10.782713] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TME.txt
[2025-12-03T20:51:10.782829] [INFO ] [sig       ] [3097/3516] Completed TME in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:10.782865] [INFO ] [sig       ] [3098/3516] Forecasting TMHC...
[2025-12-03T20:51:10.782892] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-03T20:51:10.782920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-03T20:51:10.793884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-03T20:51:10.794160] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-03T20:51:10.794897] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-03T20:51:10.794946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:10.794976] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:10.795001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:10.795055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:10.850354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:10.851176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:10.851255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:10.851286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:10.964619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:10.964769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:10.964806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:10.964832] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:10.968078] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=20.75%)
[2025-12-03T20:51:10.968333] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-03T20:51:10.968450] [INFO ] [sig       ] TMHC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:11.103753] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TMHC.txt
[2025-12-03T20:51:11.103904] [INFO ] [sig       ] [3098/3516] Completed TMHC in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:11.103941] [INFO ] [sig       ] [3099/3516] Forecasting TMUS...
[2025-12-03T20:51:11.103969] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-03T20:51:11.103999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-03T20:51:11.117740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-03T20:51:11.118384] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-03T20:51:11.119334] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-03T20:51:11.119386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:11.119420] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:11.119448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:11.119506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:11.175126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:11.176377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:11.176521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:11.176555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:11.302461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:11.302715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:11.302760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:11.302788] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:11.306923] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-03T20:51:11.307347] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-03T20:51:11.307518] [INFO ] [sig       ] TMUS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:11.451996] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TMUS.txt
[2025-12-03T20:51:11.452282] [INFO ] [sig       ] [3099/3516] Completed TMUS in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:11.452338] [INFO ] [sig       ] [3100/3516] Forecasting TNC...
[2025-12-03T20:51:11.452378] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-03T20:51:11.452421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-03T20:51:11.465727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-03T20:51:11.466257] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-03T20:51:11.467156] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-03T20:51:11.467223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:11.467256] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:11.467281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:11.467337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:11.524310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:11.525486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:11.525600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:11.525634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:11.647450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:11.647705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:11.647754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:11.647781] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:11.651810] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: UP (p=61.41%)
[2025-12-03T20:51:11.652142] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-03T20:51:11.652297] [INFO ] [sig       ] TNC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:11.792426] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TNC.txt
[2025-12-03T20:51:11.792689] [INFO ] [sig       ] [3100/3516] Completed TNC in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:11.792742] [INFO ] [sig       ] [3101/3516] Forecasting TNDM...
[2025-12-03T20:51:11.792771] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-03T20:51:11.792807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-03T20:51:11.807217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-03T20:51:11.807927] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-03T20:51:11.808871] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-03T20:51:11.808935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:11.808972] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:11.809000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:11.809057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:11.867467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:11.868373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:11.868461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:11.868500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:11.995356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:11.995511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:11.995553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:11.995604] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:12.001829] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-03T20:51:12.002153] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-03T20:51:12.002304] [INFO ] [sig       ] TNDM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:12.141866] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TNDM.txt
[2025-12-03T20:51:12.142030] [INFO ] [sig       ] [3101/3516] Completed TNDM in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:12.142069] [INFO ] [sig       ] [3102/3516] Forecasting TNGX...
[2025-12-03T20:51:12.142099] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-03T20:51:12.142131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-03T20:51:12.156291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-03T20:51:12.156864] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-03T20:51:12.157756] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-03T20:51:12.157807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:12.157842] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:12.157869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:12.157926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:12.213244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:12.214444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:12.214547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:12.214601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:12.337765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:12.337998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:12.338064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:12.338094] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:12.342160] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-03T20:51:12.342603] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-03T20:51:12.342767] [INFO ] [sig       ] TNGX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:12.483191] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TNGX.txt
[2025-12-03T20:51:12.483400] [INFO ] [sig       ] [3102/3516] Completed TNGX in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:12.483441] [INFO ] [sig       ] [3103/3516] Forecasting TNK...
[2025-12-03T20:51:12.483472] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-03T20:51:12.483502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-03T20:51:12.497276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-03T20:51:12.497753] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-03T20:51:12.498597] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-03T20:51:12.498648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:12.498711] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:12.498739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:12.498831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:12.557089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:12.557977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:12.558082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:12.558117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:12.681444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:12.681617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:12.681657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:12.681685] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:12.684919] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-03T20:51:12.685185] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-03T20:51:12.685302] [INFO ] [sig       ] TNK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:12.820898] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TNK.txt
[2025-12-03T20:51:12.821031] [INFO ] [sig       ] [3103/3516] Completed TNK in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:12.821074] [INFO ] [sig       ] [3104/3516] Forecasting TNL...
[2025-12-03T20:51:12.821104] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-03T20:51:12.821132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-03T20:51:12.831850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-03T20:51:12.832157] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-03T20:51:12.832920] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-03T20:51:12.832969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:12.832998] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:12.833023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:12.833077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:12.888676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:12.889455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:12.889535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:12.889567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:13.015501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:13.015678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:13.015717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:13.015743] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:13.019036] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-03T20:51:13.019307] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-03T20:51:13.019428] [INFO ] [sig       ] TNL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:13.155451] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TNL.txt
[2025-12-03T20:51:13.155597] [INFO ] [sig       ] [3104/3516] Completed TNL in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:13.155636] [INFO ] [sig       ] [3105/3516] Forecasting TNON...
[2025-12-03T20:51:13.155665] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-03T20:51:13.155694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-03T20:51:13.166691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-03T20:51:13.167000] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-03T20:51:13.167765] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-03T20:51:13.167815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:13.167847] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:13.167874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:13.167929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:13.223901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:13.224631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:13.224713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:13.224745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:13.342699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:13.342850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:13.342887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:13.342914] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:13.346137] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=69.76%)
[2025-12-03T20:51:13.346394] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-03T20:51:13.346525] [INFO ] [sig       ] TNON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:13.482116] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TNON.txt
[2025-12-03T20:51:13.482234] [INFO ] [sig       ] [3105/3516] Completed TNON in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:13.482269] [INFO ] [sig       ] [3106/3516] Forecasting TNXP...
[2025-12-03T20:51:13.482296] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-03T20:51:13.482323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-03T20:51:13.493686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-03T20:51:13.493989] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-03T20:51:13.494770] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-03T20:51:13.494820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:13.494851] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:13.494877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:13.494933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:13.551938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:13.552616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:13.552692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:13.552722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:13.671504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:13.671675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:13.671714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:13.671780] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:13.675217] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-12-03T20:51:13.675489] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-03T20:51:13.675630] [INFO ] [sig       ] TNXP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:13.812098] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TNXP.txt
[2025-12-03T20:51:13.812249] [INFO ] [sig       ] [3106/3516] Completed TNXP in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:13.812292] [INFO ] [sig       ] [3107/3516] Forecasting TNYA...
[2025-12-03T20:51:13.812320] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-12-03T20:51:13.812349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-12-03T20:51:13.823526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-12-03T20:51:13.823862] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-12-03T20:51:13.824642] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-12-03T20:51:13.824693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:13.824725] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:13.824751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:13.824807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:13.881030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:13.881746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:13.881825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:13.881859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:14.006890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:14.007048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:14.007102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:14.007137] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:14.010373] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=19.71%)
[2025-12-03T20:51:14.010654] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-12-03T20:51:14.010772] [INFO ] [sig       ] TNYA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:14.150236] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TNYA.txt
[2025-12-03T20:51:14.150384] [INFO ] [sig       ] [3107/3516] Completed TNYA in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:14.150421] [INFO ] [sig       ] [3108/3516] Forecasting TOI...
[2025-12-03T20:51:14.150448] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-03T20:51:14.150478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-03T20:51:14.161952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-03T20:51:14.162274] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-03T20:51:14.163027] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-03T20:51:14.163074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:14.163104] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:14.163129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:14.163183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:14.220383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:14.221205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:14.221298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:14.221332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:14.342883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:14.343047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:14.343085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:14.343113] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:14.346380] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-03T20:51:14.346659] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-03T20:51:14.346777] [INFO ] [sig       ] TOI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:14.484362] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TOI.txt
[2025-12-03T20:51:14.484521] [INFO ] [sig       ] [3108/3516] Completed TOI in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:14.484559] [INFO ] [sig       ] [3109/3516] Forecasting TOL...
[2025-12-03T20:51:14.484609] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-03T20:51:14.484639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-03T20:51:14.498422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-03T20:51:14.498977] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-03T20:51:14.499906] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-03T20:51:14.499960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:14.499999] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:14.500031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:14.500091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:14.558307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:14.559419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:14.559514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:14.559548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:14.683773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:14.684004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:14.684057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:14.684092] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:14.688178] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2025-12-03T20:51:14.688511] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-03T20:51:14.688690] [INFO ] [sig       ] TOL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:14.835711] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TOL.txt
[2025-12-03T20:51:14.835955] [INFO ] [sig       ] [3109/3516] Completed TOL in 0.4s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:14.836008] [INFO ] [sig       ] [3110/3516] Forecasting TORO...
[2025-12-03T20:51:14.836045] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-03T20:51:14.836087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-03T20:51:14.848714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-03T20:51:14.849152] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-03T20:51:14.850075] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-03T20:51:14.850127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:14.850159] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:14.850185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:14.850244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:14.909032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:14.910084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:14.910177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:14.910211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:15.031020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:15.031267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:15.031314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:15.031344] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:15.035380] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=68.80%)
[2025-12-03T20:51:15.035748] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-03T20:51:15.035907] [INFO ] [sig       ] TORO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:15.176120] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TORO.txt
[2025-12-03T20:51:15.176265] [INFO ] [sig       ] [3110/3516] Completed TORO in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:15.176304] [INFO ] [sig       ] [3111/3516] Forecasting TOWN...
[2025-12-03T20:51:15.176331] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-03T20:51:15.176360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-03T20:51:15.188384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-03T20:51:15.188751] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-03T20:51:15.189562] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-03T20:51:15.189635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:15.189682] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:15.189721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:15.189778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:15.244569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:15.245497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:15.245597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:15.245632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:15.364977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:15.365142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:15.365190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:15.365221] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:15.368544] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=46.43%)
[2025-12-03T20:51:15.368829] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-03T20:51:15.368957] [INFO ] [sig       ] TOWN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:15.505439] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TOWN.txt
[2025-12-03T20:51:15.505593] [INFO ] [sig       ] [3111/3516] Completed TOWN in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:15.505632] [INFO ] [sig       ] [3112/3516] Forecasting TOYO...
[2025-12-03T20:51:15.505661] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-03T20:51:15.505688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-03T20:51:15.516406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-03T20:51:15.516740] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-03T20:51:15.517506] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-03T20:51:15.517553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:15.517613] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:15.517641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:15.517696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:15.573304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:15.574127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:15.574209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:15.574243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:15.687206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:15.687362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:15.687401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:15.687429] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:15.690876] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-03T20:51:15.691143] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-03T20:51:15.691269] [INFO ] [sig       ] TOYO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:15.827606] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TOYO.txt
[2025-12-03T20:51:15.827733] [INFO ] [sig       ] [3112/3516] Completed TOYO in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:15.827769] [INFO ] [sig       ] [3113/3516] Forecasting TPB...
[2025-12-03T20:51:15.827797] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-03T20:51:15.827825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-03T20:51:15.838821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-03T20:51:15.839120] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-03T20:51:15.839913] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-03T20:51:15.839961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:15.839992] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:15.840017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:15.840071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:15.895362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:15.896018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:15.896119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:15.896151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:16.014646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:16.014801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:16.014840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:16.014866] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:16.018191] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-03T20:51:16.018459] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-03T20:51:16.018593] [INFO ] [sig       ] TPB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:16.154806] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TPB.txt
[2025-12-03T20:51:16.154960] [INFO ] [sig       ] [3113/3516] Completed TPB in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:16.154999] [INFO ] [sig       ] [3114/3516] Forecasting TPC...
[2025-12-03T20:51:16.155028] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-03T20:51:16.155058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-03T20:51:16.165901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-03T20:51:16.166243] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-03T20:51:16.167014] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-03T20:51:16.167063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:16.167093] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:16.167118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:16.167172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:16.221872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:16.222752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:16.222834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:16.222866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:16.351775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:16.351936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:16.351976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:16.352005] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:16.355363] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=81.23%)
[2025-12-03T20:51:16.355660] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-03T20:51:16.355786] [INFO ] [sig       ] TPC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:16.495480] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TPC.txt
[2025-12-03T20:51:16.495651] [INFO ] [sig       ] [3114/3516] Completed TPC in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.3m
[2025-12-03T20:51:16.495690] [INFO ] [sig       ] [3115/3516] Forecasting TPCS...
[2025-12-03T20:51:16.495726] [INFO ] [sig       ] Generating forecast for: TPCS
[2025-12-03T20:51:16.495756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPCS' from 'https://tdm.silogroup.org/data/derivative_storage/TPCS.csv'.
[2025-12-03T20:51:16.506642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPCS'.
[2025-12-03T20:51:16.507009] [INFO ] [FORECASTER] Starting predict_future for TPCS
[2025-12-03T20:51:16.507810] [DEBUG] [LOCAL     ] No optimal features file found for TPCS: ./output/feature-sets/TPCS.txt
[2025-12-03T20:51:16.507860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:16.507891] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:16.507917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:16.507972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:16.564380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:16.565243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:16.565330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:16.565362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:16.673523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:16.673694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:16.673732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:16.673759] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:16.676969] [DEBUG] [FORECASTER] TPCS: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-03T20:51:16.677245] [INFO ] [FORECASTER] Completed predict_future for TPCS
[2025-12-03T20:51:16.677370] [INFO ] [sig       ] TPCS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:16.812922] [INFO ] [LOCAL     ] Saved forecast: TPCS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TPCS.txt
[2025-12-03T20:51:16.813072] [INFO ] [sig       ] [3115/3516] Completed TPCS in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:16.813110] [INFO ] [sig       ] [3116/3516] Forecasting TPG...
[2025-12-03T20:51:16.813138] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-03T20:51:16.813167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-03T20:51:16.824215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-03T20:51:16.824519] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-03T20:51:16.825368] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-03T20:51:16.825426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:16.825465] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:16.825493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:16.825548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:16.882466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:16.883141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:16.883218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:16.883250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:17.004236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:17.004385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:17.004424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:17.004453] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:17.007705] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=76.07%)
[2025-12-03T20:51:17.007966] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-03T20:51:17.008114] [INFO ] [sig       ] TPG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:17.154155] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TPG.txt
[2025-12-03T20:51:17.154357] [INFO ] [sig       ] [3116/3516] Completed TPG in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:17.154420] [INFO ] [sig       ] [3117/3516] Forecasting TPGXL...
[2025-12-03T20:51:17.154459] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-03T20:51:17.154500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-03T20:51:17.165744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-03T20:51:17.166095] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-03T20:51:17.166853] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-03T20:51:17.166901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:17.166933] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:17.166959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:17.167013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:17.222117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:17.223060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:17.223150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:17.223194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:17.347552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:17.347726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:17.347766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:17.347794] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:17.351531] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-03T20:51:17.351861] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-03T20:51:17.352003] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:17.500944] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TPGXL.txt
[2025-12-03T20:51:17.501117] [INFO ] [sig       ] [3117/3516] Completed TPGXL in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:17.501158] [INFO ] [sig       ] [3118/3516] Forecasting TPH...
[2025-12-03T20:51:17.501187] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-03T20:51:17.501221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-03T20:51:17.515246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-03T20:51:17.515663] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-03T20:51:17.516762] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-03T20:51:17.516829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:17.516872] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:17.516911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:17.517015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:17.577170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:17.578144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:17.578230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:17.578269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:17.698745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:17.698912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:17.698961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:17.699013] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:17.702550] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-03T20:51:17.702886] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-03T20:51:17.703023] [INFO ] [sig       ] TPH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:17.897931] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TPH.txt
[2025-12-03T20:51:17.898119] [INFO ] [sig       ] [3118/3516] Completed TPH in 0.4s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:17.898161] [INFO ] [sig       ] [3119/3516] Forecasting TPL...
[2025-12-03T20:51:17.898189] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-03T20:51:17.898218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-03T20:51:17.911268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-03T20:51:17.911685] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-03T20:51:17.912522] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-03T20:51:17.912597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:17.912655] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:17.912685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:17.912741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:17.972906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:17.974020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:17.974118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:17.974150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:18.104987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:18.105151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:18.105201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:18.105232] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:18.108854] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-03T20:51:18.109162] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-03T20:51:18.109320] [INFO ] [sig       ] TPL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:18.255419] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TPL.txt
[2025-12-03T20:51:18.255623] [INFO ] [sig       ] [3119/3516] Completed TPL in 0.4s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:18.255665] [INFO ] [sig       ] [3120/3516] Forecasting TPVG...
[2025-12-03T20:51:18.255693] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-03T20:51:18.255724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-03T20:51:18.267033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-03T20:51:18.267390] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-03T20:51:18.268259] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-03T20:51:18.268309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:18.268370] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:18.268397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:18.268452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:18.329625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:18.330517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:18.330629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:18.330681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:18.474225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:18.474400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:18.474451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:18.474498] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:18.479596] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-03T20:51:18.480068] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-03T20:51:18.480260] [INFO ] [sig       ] TPVG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:18.684228] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TPVG.txt
[2025-12-03T20:51:18.684434] [INFO ] [sig       ] [3120/3516] Completed TPVG in 0.4s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:18.684490] [INFO ] [sig       ] [3121/3516] Forecasting TPYP...
[2025-12-03T20:51:18.684525] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-03T20:51:18.684561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-03T20:51:18.698977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-03T20:51:18.699414] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-03T20:51:18.700406] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-03T20:51:18.700677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:18.700723] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:18.700761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:18.700839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:18.765249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:18.766242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:18.766352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:18.766395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:18.895828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:18.895988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:18.896028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:18.896057] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:18.900743] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-03T20:51:18.901145] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-03T20:51:18.901330] [INFO ] [sig       ] TPYP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:19.062719] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TPYP.txt
[2025-12-03T20:51:19.062876] [INFO ] [sig       ] [3121/3516] Completed TPYP in 0.4s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:19.062919] [INFO ] [sig       ] [3122/3516] Forecasting TPZ...
[2025-12-03T20:51:19.062960] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-03T20:51:19.062996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-03T20:51:19.074946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-03T20:51:19.075261] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-03T20:51:19.076078] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-03T20:51:19.076128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:19.076160] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:19.076207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:19.076280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:19.133315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:19.133981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:19.134056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:19.134087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:19.242596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:19.242752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:19.242789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:19.242817] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:19.246057] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=52.88%)
[2025-12-03T20:51:19.246324] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-03T20:51:19.246443] [INFO ] [sig       ] TPZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:19.380873] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TPZ.txt
[2025-12-03T20:51:19.381002] [INFO ] [sig       ] [3122/3516] Completed TPZ in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:19.381038] [INFO ] [sig       ] [3123/3516] Forecasting TQQQ...
[2025-12-03T20:51:19.381064] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-03T20:51:19.381093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-03T20:51:19.392903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-03T20:51:19.393251] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-03T20:51:19.394063] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-03T20:51:19.394115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:19.394147] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:19.394173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:19.394230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:19.451814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:19.452565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:19.452664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:19.452697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:19.576826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:19.576977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:19.577015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:19.577077] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:19.580340] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-12-03T20:51:19.580631] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-03T20:51:19.580751] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:19.720037] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TQQQ.txt
[2025-12-03T20:51:19.720190] [INFO ] [sig       ] [3123/3516] Completed TQQQ in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:19.720232] [INFO ] [sig       ] [3124/3516] Forecasting TRC...
[2025-12-03T20:51:19.720263] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-03T20:51:19.720298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-03T20:51:19.731518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-03T20:51:19.731884] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-03T20:51:19.732652] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-03T20:51:19.732700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:19.732731] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:19.732757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:19.732811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:19.789688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:19.790599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:19.790695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:19.790730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:19.905318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:19.905466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:19.905507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:19.905535] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:19.909049] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-03T20:51:19.909324] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-03T20:51:19.909446] [INFO ] [sig       ] TRC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:20.044818] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TRC.txt
[2025-12-03T20:51:20.044945] [INFO ] [sig       ] [3124/3516] Completed TRC in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:20.044981] [INFO ] [sig       ] [3125/3516] Forecasting TRDA...
[2025-12-03T20:51:20.045009] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-03T20:51:20.045038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-03T20:51:20.055828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-03T20:51:20.056122] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-03T20:51:20.056936] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-03T20:51:20.056987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:20.057018] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:20.057044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:20.057099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:20.112133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:20.112832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:20.112908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:20.112940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:20.230258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:20.230403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:20.230439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:20.230467] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:20.233826] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-03T20:51:20.234084] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-03T20:51:20.234201] [INFO ] [sig       ] TRDA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:20.375653] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TRDA.txt
[2025-12-03T20:51:20.375785] [INFO ] [sig       ] [3125/3516] Completed TRDA in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:20.375822] [INFO ] [sig       ] [3126/3516] Forecasting TREE...
[2025-12-03T20:51:20.375849] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-03T20:51:20.375885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-03T20:51:20.386063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-03T20:51:20.386380] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-03T20:51:20.387205] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-03T20:51:20.387254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:20.387285] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:20.387311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:20.387365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:20.443987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:20.444633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:20.444708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:20.444740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:20.569901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:20.569998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:20.570034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:20.570061] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:20.573448] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=40.43%)
[2025-12-03T20:51:20.573740] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-03T20:51:20.573864] [INFO ] [sig       ] TREE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:20.709711] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TREE.txt
[2025-12-03T20:51:20.709854] [INFO ] [sig       ] [3126/3516] Completed TREE in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:20.709890] [INFO ] [sig       ] [3127/3516] Forecasting TREX...
[2025-12-03T20:51:20.709918] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-03T20:51:20.709947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-03T20:51:20.722293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-03T20:51:20.722760] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-03T20:51:20.723658] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-03T20:51:20.723713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:20.723746] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:20.723774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:20.723831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:20.782218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:20.783142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:20.783228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:20.783262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:20.929177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:20.929339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:20.929387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:20.929423] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:20.932953] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-03T20:51:20.933279] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-03T20:51:20.933446] [INFO ] [sig       ] TREX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:21.087066] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TREX.txt
[2025-12-03T20:51:21.087275] [INFO ] [sig       ] [3127/3516] Completed TREX in 0.4s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:21.087333] [INFO ] [sig       ] [3128/3516] Forecasting TRGP...
[2025-12-03T20:51:21.087381] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-03T20:51:21.087424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-03T20:51:21.103002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-03T20:51:21.103452] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-03T20:51:21.104509] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-03T20:51:21.104589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:21.104636] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:21.104678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:21.104765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:21.163114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:21.163971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:21.164055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:21.164088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:21.288967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:21.289122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:21.289162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:21.289190] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:21.292450] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=82.22%)
[2025-12-03T20:51:21.292738] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-03T20:51:21.292857] [INFO ] [sig       ] TRGP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:21.435289] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TRGP.txt
[2025-12-03T20:51:21.435419] [INFO ] [sig       ] [3128/3516] Completed TRGP in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:21.435456] [INFO ] [sig       ] [3129/3516] Forecasting TRI...
[2025-12-03T20:51:21.435483] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-03T20:51:21.435512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-03T20:51:21.447022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-03T20:51:21.447325] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-03T20:51:21.448130] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-03T20:51:21.448180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:21.448212] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:21.448238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:21.448293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:21.506267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:21.507050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:21.507136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:21.507182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:21.631236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:21.631386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:21.631425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:21.631454] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:21.634814] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=60.23%)
[2025-12-03T20:51:21.635080] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-03T20:51:21.635203] [INFO ] [sig       ] TRI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:21.779214] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TRI.txt
[2025-12-03T20:51:21.779342] [INFO ] [sig       ] [3129/3516] Completed TRI in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:21.779379] [INFO ] [sig       ] [3130/3516] Forecasting TRIN...
[2025-12-03T20:51:21.779406] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-03T20:51:21.779435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-03T20:51:21.791741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-03T20:51:21.792102] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-03T20:51:21.792901] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-03T20:51:21.792951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:21.792983] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:21.793011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:21.793067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:21.851800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:21.852505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:21.852628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:21.852663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:21.973149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:21.973283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:21.973328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:21.973362] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:21.976654] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=37.31%)
[2025-12-03T20:51:21.976920] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-03T20:51:21.977039] [INFO ] [sig       ] TRIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:22.124047] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TRIN.txt
[2025-12-03T20:51:22.124184] [INFO ] [sig       ] [3130/3516] Completed TRIN in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:22.124220] [INFO ] [sig       ] [3131/3516] Forecasting TRIP...
[2025-12-03T20:51:22.124248] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-03T20:51:22.124277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-03T20:51:22.135711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-03T20:51:22.136040] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-03T20:51:22.136825] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-03T20:51:22.136875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:22.136906] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:22.136931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:22.136985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:22.192780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:22.193457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:22.193533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:22.193565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:22.307831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:22.307982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:22.308048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:22.308077] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:22.311319] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-03T20:51:22.311620] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-03T20:51:22.311740] [INFO ] [sig       ] TRIP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:22.447973] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TRIP.txt
[2025-12-03T20:51:22.448155] [INFO ] [sig       ] [3131/3516] Completed TRIP in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.2m
[2025-12-03T20:51:22.448193] [INFO ] [sig       ] [3132/3516] Forecasting TRMB...
[2025-12-03T20:51:22.448222] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-03T20:51:22.448249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-03T20:51:22.459434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-03T20:51:22.459802] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-03T20:51:22.460545] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-03T20:51:22.460615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:22.460646] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:22.460671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:22.460724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:22.515224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:22.515962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:22.516040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:22.516071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:22.636431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:22.636598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:22.636636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:22.636664] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:22.639924] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-12-03T20:51:22.640189] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-03T20:51:22.640314] [INFO ] [sig       ] TRMB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:22.783963] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TRMB.txt
[2025-12-03T20:51:22.784102] [INFO ] [sig       ] [3132/3516] Completed TRMB in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.2m
[2025-12-03T20:51:22.784138] [INFO ] [sig       ] [3133/3516] Forecasting TRMD...
[2025-12-03T20:51:22.784167] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-03T20:51:22.784196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-03T20:51:22.796567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-03T20:51:22.796920] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-03T20:51:22.797678] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-03T20:51:22.797727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:22.797758] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:22.797784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:22.797839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:22.854589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:22.855431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:22.855510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:22.855543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:22.974243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:22.974400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:22.974439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:22.974469] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:22.977881] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-12-03T20:51:22.978201] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-03T20:51:22.978329] [INFO ] [sig       ] TRMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:23.121042] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TRMD.txt
[2025-12-03T20:51:23.121204] [INFO ] [sig       ] [3133/3516] Completed TRMD in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:23.121245] [INFO ] [sig       ] [3134/3516] Forecasting TRMK...
[2025-12-03T20:51:23.121275] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-03T20:51:23.121306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-03T20:51:23.132944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-03T20:51:23.133236] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-03T20:51:23.133979] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-03T20:51:23.134027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:23.134057] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:23.134083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:23.134136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:23.190759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:23.191649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:23.191733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:23.191767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:23.304738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:23.304883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:23.304922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:23.304952] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:23.308309] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=84.43%)
[2025-12-03T20:51:23.308569] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-03T20:51:23.308707] [INFO ] [sig       ] TRMK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:23.450970] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TRMK.txt
[2025-12-03T20:51:23.451118] [INFO ] [sig       ] [3134/3516] Completed TRMK in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:23.451155] [INFO ] [sig       ] [3135/3516] Forecasting TRN...
[2025-12-03T20:51:23.451183] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-03T20:51:23.451213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-03T20:51:23.462136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-03T20:51:23.462490] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-03T20:51:23.463234] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-03T20:51:23.463296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:23.463327] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:23.463353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:23.463407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:23.519619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:23.520407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:23.520488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:23.520520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:23.638396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:23.638551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:23.638618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:23.638650] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:23.642085] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=58.24%)
[2025-12-03T20:51:23.642390] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-03T20:51:23.642535] [INFO ] [sig       ] TRN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:23.782385] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TRN.txt
[2025-12-03T20:51:23.782540] [INFO ] [sig       ] [3135/3516] Completed TRN in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:23.782593] [INFO ] [sig       ] [3136/3516] Forecasting TRNO...
[2025-12-03T20:51:23.782623] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-03T20:51:23.782651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-03T20:51:23.793992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-03T20:51:23.794320] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-03T20:51:23.795071] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-03T20:51:23.795120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:23.795151] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:23.795176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:23.795230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:23.850795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:23.851369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:23.851444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:23.851476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:23.967836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:23.967992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:23.968048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:23.968079] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:23.971300] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=32.46%)
[2025-12-03T20:51:23.971559] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-03T20:51:23.971696] [INFO ] [sig       ] TRNO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:24.109725] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TRNO.txt
[2025-12-03T20:51:24.109844] [INFO ] [sig       ] [3136/3516] Completed TRNO in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:24.109880] [INFO ] [sig       ] [3137/3516] Forecasting TRNS...
[2025-12-03T20:51:24.109907] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-03T20:51:24.109936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-03T20:51:24.123049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-03T20:51:24.123426] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-03T20:51:24.124232] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-03T20:51:24.124318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:24.124352] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:24.124378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:24.124433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:24.182090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:24.182973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:24.183065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:24.183107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:24.307149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:24.307307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:24.307344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:24.307371] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:24.310762] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-03T20:51:24.311031] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-03T20:51:24.311150] [INFO ] [sig       ] TRNS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:24.454990] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TRNS.txt
[2025-12-03T20:51:24.455141] [INFO ] [sig       ] [3137/3516] Completed TRNS in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:24.455178] [INFO ] [sig       ] [3138/3516] Forecasting TROX...
[2025-12-03T20:51:24.455207] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-03T20:51:24.455236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-03T20:51:24.466294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-03T20:51:24.466657] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-03T20:51:24.467431] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-03T20:51:24.467481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:24.467511] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:24.467538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:24.467618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:24.526546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:24.527410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:24.527492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:24.527525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:24.645224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:24.645378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:24.645417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:24.645446] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:24.649201] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-12-03T20:51:24.649534] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-03T20:51:24.649688] [INFO ] [sig       ] TROX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:24.793965] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TROX.txt
[2025-12-03T20:51:24.794112] [INFO ] [sig       ] [3138/3516] Completed TROX in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:24.794150] [INFO ] [sig       ] [3139/3516] Forecasting TRP...
[2025-12-03T20:51:24.794179] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-03T20:51:24.794209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-03T20:51:24.805514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-03T20:51:24.805903] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-03T20:51:24.806697] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-03T20:51:24.806757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:24.806799] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:24.806833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:24.806904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:24.865225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:24.866041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:24.866120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:24.866153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:24.989097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:24.989273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:24.989313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:24.989342] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:24.992771] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-03T20:51:24.993097] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-03T20:51:24.993247] [INFO ] [sig       ] TRP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:25.136639] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TRP.txt
[2025-12-03T20:51:25.136784] [INFO ] [sig       ] [3139/3516] Completed TRP in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:25.136819] [INFO ] [sig       ] [3140/3516] Forecasting TRS...
[2025-12-03T20:51:25.136850] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-03T20:51:25.136878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-03T20:51:25.148037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-03T20:51:25.148324] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-03T20:51:25.149132] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-03T20:51:25.149183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:25.149214] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:25.149240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:25.149297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:25.206468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:25.207287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:25.207364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:25.207396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:25.328555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:25.328719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:25.328787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:25.328816] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:25.332025] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=73.85%)
[2025-12-03T20:51:25.332298] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-03T20:51:25.332416] [INFO ] [sig       ] TRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:25.468883] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TRS.txt
[2025-12-03T20:51:25.469007] [INFO ] [sig       ] [3140/3516] Completed TRS in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:25.469043] [INFO ] [sig       ] [3141/3516] Forecasting TRTX...
[2025-12-03T20:51:25.469071] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-03T20:51:25.469100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-03T20:51:25.480248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-03T20:51:25.480672] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-03T20:51:25.481457] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-03T20:51:25.481508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:25.481539] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:25.481565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:25.481649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:25.538897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:25.539791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:25.539873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:25.539905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:25.666620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:25.666773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:25.666812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:25.666840] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:25.670260] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=74.45%)
[2025-12-03T20:51:25.670528] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-03T20:51:25.670667] [INFO ] [sig       ] TRTX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:25.814639] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TRTX.txt
[2025-12-03T20:51:25.814766] [INFO ] [sig       ] [3141/3516] Completed TRTX in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:25.814803] [INFO ] [sig       ] [3142/3516] Forecasting TRUE...
[2025-12-03T20:51:25.814831] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-03T20:51:25.814859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-03T20:51:25.825657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-03T20:51:25.825920] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-03T20:51:25.826664] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-03T20:51:25.826712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:25.826743] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:25.826769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:25.826825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:25.882053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:25.882698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:25.882774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:25.882806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:26.000649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:26.000785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:26.000848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:26.000878] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:26.004152] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=31.90%)
[2025-12-03T20:51:26.004409] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-03T20:51:26.004524] [INFO ] [sig       ] TRUE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:26.187268] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TRUE.txt
[2025-12-03T20:51:26.187398] [INFO ] [sig       ] [3142/3516] Completed TRUE in 0.4s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:26.187435] [INFO ] [sig       ] [3143/3516] Forecasting TRUP...
[2025-12-03T20:51:26.187465] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-03T20:51:26.187494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-03T20:51:26.198764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-03T20:51:26.199031] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-03T20:51:26.199779] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-03T20:51:26.199829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:26.199860] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:26.199886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:26.199940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:26.255312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:26.255968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:26.256046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:26.256079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:26.376890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:26.377028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:26.377065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:26.377091] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:26.380368] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=69.37%)
[2025-12-03T20:51:26.380656] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-03T20:51:26.380778] [INFO ] [sig       ] TRUP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:26.522110] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TRUP.txt
[2025-12-03T20:51:26.522237] [INFO ] [sig       ] [3143/3516] Completed TRUP in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:26.522274] [INFO ] [sig       ] [3144/3516] Forecasting TRVG...
[2025-12-03T20:51:26.522329] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-03T20:51:26.522360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-03T20:51:26.533049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-03T20:51:26.533317] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-03T20:51:26.534060] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-03T20:51:26.534109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:26.534139] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:26.534165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:26.534219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:26.589655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:26.590278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:26.590355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:26.590387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:26.709048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:26.709212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:26.709251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:26.709280] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:26.712629] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=57.74%)
[2025-12-03T20:51:26.712895] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-03T20:51:26.713014] [INFO ] [sig       ] TRVG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:26.849193] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TRVG.txt
[2025-12-03T20:51:26.849321] [INFO ] [sig       ] [3144/3516] Completed TRVG in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:26.849360] [INFO ] [sig       ] [3145/3516] Forecasting TS...
[2025-12-03T20:51:26.849389] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-03T20:51:26.849420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-03T20:51:26.861211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-03T20:51:26.861521] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-03T20:51:26.862282] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-03T20:51:26.862331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:26.862363] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:26.862388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:26.862445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:26.917544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:26.918199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:26.918276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:26.918310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:27.035726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:27.035870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:27.035907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:27.035934] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:27.039165] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-12-03T20:51:27.039425] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-03T20:51:27.039542] [INFO ] [sig       ] TS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:27.176345] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TS.txt
[2025-12-03T20:51:27.176456] [INFO ] [sig       ] [3145/3516] Completed TS in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:27.176492] [INFO ] [sig       ] [3146/3516] Forecasting TSBK...
[2025-12-03T20:51:27.176524] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-03T20:51:27.176554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-03T20:51:27.189941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-03T20:51:27.190425] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-03T20:51:27.191323] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-03T20:51:27.191376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:27.191421] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:27.191449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:27.191506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:27.249406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:27.250404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:27.250501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:27.250534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:27.361340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:27.361507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:27.361550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:27.361597] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:27.365253] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-03T20:51:27.365565] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-03T20:51:27.365717] [INFO ] [sig       ] TSBK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:27.506440] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSBK.txt
[2025-12-03T20:51:27.506612] [INFO ] [sig       ] [3146/3516] Completed TSBK in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:27.506653] [INFO ] [sig       ] [3147/3516] Forecasting TSCO...
[2025-12-03T20:51:27.506680] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-03T20:51:27.506709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-03T20:51:27.528350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-03T20:51:27.528853] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-03T20:51:27.529934] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-03T20:51:27.529999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:27.530047] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:27.530089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:27.530225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:27.594856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:27.595700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:27.595778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:27.595811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:27.712146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:27.712292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:27.712329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:27.712357] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:27.715541] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=17.48%)
[2025-12-03T20:51:27.715823] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-03T20:51:27.715939] [INFO ] [sig       ] TSCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:27.849927] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TSCO.txt
[2025-12-03T20:51:27.850062] [INFO ] [sig       ] [3147/3516] Completed TSCO in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:27.850104] [INFO ] [sig       ] [3148/3516] Forecasting TSDD...
[2025-12-03T20:51:27.850134] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-03T20:51:27.850164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-03T20:51:27.861055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-03T20:51:27.861348] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-03T20:51:27.862092] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-03T20:51:27.862141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:27.862171] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:27.862197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:27.862251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:27.916629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:27.917308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:27.917384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:27.917414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:28.034185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:28.034341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:28.034379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:28.034405] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:28.037641] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=67.32%)
[2025-12-03T20:51:28.037898] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-03T20:51:28.038033] [INFO ] [sig       ] TSDD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:28.172647] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSDD.txt
[2025-12-03T20:51:28.172776] [INFO ] [sig       ] [3148/3516] Completed TSDD in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:28.172814] [INFO ] [sig       ] [3149/3516] Forecasting TSEM...
[2025-12-03T20:51:28.172843] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-03T20:51:28.172872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-03T20:51:28.184704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-03T20:51:28.184985] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-03T20:51:28.185734] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-03T20:51:28.185784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:28.185814] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:28.185839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:28.185894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:28.240505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:28.241160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:28.241234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:28.241266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:28.356179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:28.356331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:28.356368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:28.356396] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:28.359619] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-03T20:51:28.359877] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-03T20:51:28.360003] [INFO ] [sig       ] TSEM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:28.494895] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSEM.txt
[2025-12-03T20:51:28.495049] [INFO ] [sig       ] [3149/3516] Completed TSEM in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.1m
[2025-12-03T20:51:28.495095] [INFO ] [sig       ] [3150/3516] Forecasting TSHA...
[2025-12-03T20:51:28.495124] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-03T20:51:28.495153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-03T20:51:28.507149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-03T20:51:28.507520] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-03T20:51:28.508315] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-03T20:51:28.508367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:28.508399] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:28.508424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:28.508478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:28.563155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:28.563975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:28.564056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:28.564086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:28.680105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:28.680273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:28.680311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:28.680337] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:28.683641] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-03T20:51:28.683928] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-03T20:51:28.684048] [INFO ] [sig       ] TSHA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:28.822688] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSHA.txt
[2025-12-03T20:51:28.822844] [INFO ] [sig       ] [3150/3516] Completed TSHA in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.1m
[2025-12-03T20:51:28.822881] [INFO ] [sig       ] [3151/3516] Forecasting TSI...
[2025-12-03T20:51:28.822908] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-03T20:51:28.822938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-03T20:51:28.834930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-03T20:51:28.835241] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-03T20:51:28.835993] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-03T20:51:28.836042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:28.836071] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:28.836096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:28.836151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:28.894310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:28.895080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:28.895154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:28.895185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:29.007935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:29.008117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:29.008157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:29.008184] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:29.011515] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-03T20:51:29.011803] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-03T20:51:29.011921] [INFO ] [sig       ] TSI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:29.147565] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TSI.txt
[2025-12-03T20:51:29.147719] [INFO ] [sig       ] [3151/3516] Completed TSI in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:29.147755] [INFO ] [sig       ] [3152/3516] Forecasting TSL...
[2025-12-03T20:51:29.147781] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-03T20:51:29.147811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-03T20:51:29.159534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-03T20:51:29.159891] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-03T20:51:29.160668] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-03T20:51:29.160720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:29.160751] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:29.160778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:29.160834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:29.220020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:29.220824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:29.220902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:29.220933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:29.337863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:29.338042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:29.338085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:29.338118] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:29.341465] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=83.56%)
[2025-12-03T20:51:29.341751] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-03T20:51:29.341872] [INFO ] [sig       ] TSL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:29.476560] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSL.txt
[2025-12-03T20:51:29.476721] [INFO ] [sig       ] [3152/3516] Completed TSL in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:29.476757] [INFO ] [sig       ] [3153/3516] Forecasting TSLA...
[2025-12-03T20:51:29.476784] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-03T20:51:29.476814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-03T20:51:29.487749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-03T20:51:29.488096] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-03T20:51:29.488881] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-03T20:51:29.488931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:29.488962] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:29.488988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:29.489042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:29.546545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:29.547373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:29.547454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:29.547486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:29.666437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:29.666615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:29.666654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:29.666698] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:29.670509] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-03T20:51:29.670812] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-03T20:51:29.670936] [INFO ] [sig       ] TSLA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:29.820841] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSLA.txt
[2025-12-03T20:51:29.820993] [INFO ] [sig       ] [3153/3516] Completed TSLA in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:29.821031] [INFO ] [sig       ] [3154/3516] Forecasting TSLL...
[2025-12-03T20:51:29.821061] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-03T20:51:29.821089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-03T20:51:29.832950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-03T20:51:29.833335] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-03T20:51:29.834098] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-03T20:51:29.834147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:29.834178] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:29.834204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:29.834258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:29.889780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:29.890609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:29.890692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:29.890723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:30.015786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:30.015952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:30.015998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:30.016028] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:30.019507] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-12-03T20:51:30.019793] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-03T20:51:30.019916] [INFO ] [sig       ] TSLL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:30.156737] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSLL.txt
[2025-12-03T20:51:30.156890] [INFO ] [sig       ] [3154/3516] Completed TSLL in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:30.156928] [INFO ] [sig       ] [3155/3516] Forecasting TSLQ...
[2025-12-03T20:51:30.156956] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-03T20:51:30.156985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-03T20:51:30.167890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-03T20:51:30.168219] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-03T20:51:30.168991] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-03T20:51:30.169042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:30.169074] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:30.169101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:30.169157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:30.224856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:30.225700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:30.225777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:30.225823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:30.342134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:30.342291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:30.342328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:30.342356] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:30.345633] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=99.26%)
[2025-12-03T20:51:30.345915] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-03T20:51:30.346038] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:30.482553] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSLQ.txt
[2025-12-03T20:51:30.482697] [INFO ] [sig       ] [3155/3516] Completed TSLQ in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:30.482733] [INFO ] [sig       ] [3156/3516] Forecasting TSLS...
[2025-12-03T20:51:30.482761] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-03T20:51:30.482789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-03T20:51:30.493912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-03T20:51:30.494229] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-03T20:51:30.494985] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-03T20:51:30.495033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:30.495063] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:30.495088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:30.495143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:30.551822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:30.552657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:30.552736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:30.552769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:30.671313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:30.671462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:30.671499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:30.671526] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:30.674817] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=19.66%)
[2025-12-03T20:51:30.675074] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-03T20:51:30.675192] [INFO ] [sig       ] TSLS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:30.816461] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TSLS.txt
[2025-12-03T20:51:30.816643] [INFO ] [sig       ] [3156/3516] Completed TSLS in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:30.816684] [INFO ] [sig       ] [3157/3516] Forecasting TSLX...
[2025-12-03T20:51:30.816713] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-03T20:51:30.816743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-03T20:51:30.828641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-03T20:51:30.829005] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-03T20:51:30.829768] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-03T20:51:30.829819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:30.829849] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:30.829886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:30.829943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:30.885655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:30.886498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:30.886601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:30.886671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:31.001532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:31.001727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:31.001782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:31.001822] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:31.005186] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=86.41%)
[2025-12-03T20:51:31.005454] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-03T20:51:31.005593] [INFO ] [sig       ] TSLX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:31.144243] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSLX.txt
[2025-12-03T20:51:31.144383] [INFO ] [sig       ] [3157/3516] Completed TSLX in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:31.144420] [INFO ] [sig       ] [3158/3516] Forecasting TSM...
[2025-12-03T20:51:31.144448] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-03T20:51:31.144478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-03T20:51:31.155453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-03T20:51:31.155749] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-03T20:51:31.156504] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-03T20:51:31.156553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:31.156607] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:31.156639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:31.156694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:31.210834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:31.211427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:31.211502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:31.211532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:31.333124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:31.333250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:31.333287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:31.333313] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:31.336476] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-12-03T20:51:31.336755] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-03T20:51:31.336874] [INFO ] [sig       ] TSM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:31.472761] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TSM.txt
[2025-12-03T20:51:31.472873] [INFO ] [sig       ] [3158/3516] Completed TSM in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:31.472908] [INFO ] [sig       ] [3159/3516] Forecasting TSN...
[2025-12-03T20:51:31.472935] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-03T20:51:31.472963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-03T20:51:31.483805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-03T20:51:31.484075] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-03T20:51:31.484835] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-03T20:51:31.484883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:31.484913] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:31.484937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:31.484989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:31.542562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:31.543231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:31.543321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:31.543353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:31.660632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:31.660753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:31.660788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:31.660815] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:31.663973] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-03T20:51:31.664233] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-03T20:51:31.664351] [INFO ] [sig       ] TSN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:31.799334] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TSN.txt
[2025-12-03T20:51:31.799458] [INFO ] [sig       ] [3159/3516] Completed TSN in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:31.799493] [INFO ] [sig       ] [3160/3516] Forecasting TSQ...
[2025-12-03T20:51:31.799520] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-03T20:51:31.799548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-03T20:51:31.810714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-03T20:51:31.811082] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-03T20:51:31.811846] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-03T20:51:31.811894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:31.811923] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:31.811949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:31.812003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:31.867393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:31.868256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:31.868338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:31.868369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:31.987731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:31.987878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:31.987913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:31.987941] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:31.991150] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-03T20:51:31.991403] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-03T20:51:31.991519] [INFO ] [sig       ] TSQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:32.127604] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TSQ.txt
[2025-12-03T20:51:32.127748] [INFO ] [sig       ] [3160/3516] Completed TSQ in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:32.127785] [INFO ] [sig       ] [3161/3516] Forecasting TTC...
[2025-12-03T20:51:32.127812] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-03T20:51:32.127849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-03T20:51:32.138640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-03T20:51:32.138934] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-03T20:51:32.139686] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-03T20:51:32.139735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:32.139766] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:32.139791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:32.139845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:32.195899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:32.196495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:32.196567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:32.196618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:32.318488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:32.318653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:32.318696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:32.318731] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:32.322078] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=18.39%)
[2025-12-03T20:51:32.322340] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-03T20:51:32.322459] [INFO ] [sig       ] TTC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:32.463459] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TTC.txt
[2025-12-03T20:51:32.463621] [INFO ] [sig       ] [3161/3516] Completed TTC in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:32.463660] [INFO ] [sig       ] [3162/3516] Forecasting TTD...
[2025-12-03T20:51:32.463688] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-03T20:51:32.463718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-03T20:51:32.474125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-03T20:51:32.474408] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-03T20:51:32.475171] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-03T20:51:32.475220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:32.475252] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:32.475278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:32.475332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:32.531745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:32.532332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:32.532405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:32.532436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:32.652040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:32.652157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:32.652194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:32.652220] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:32.655418] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-03T20:51:32.655726] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-03T20:51:32.655889] [INFO ] [sig       ] TTD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:32.797812] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TTD.txt
[2025-12-03T20:51:32.797938] [INFO ] [sig       ] [3162/3516] Completed TTD in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:32.797976] [INFO ] [sig       ] [3163/3516] Forecasting TTE...
[2025-12-03T20:51:32.798004] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-03T20:51:32.798057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-03T20:51:32.808343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-03T20:51:32.808657] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-03T20:51:32.809466] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-03T20:51:32.809515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:32.809546] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:32.809596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:32.809669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:32.866370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:32.866984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:32.867057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:32.867088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:33.000678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:33.000829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:33.000876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:33.000904] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:33.004285] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=53.35%)
[2025-12-03T20:51:33.004655] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-03T20:51:33.004793] [INFO ] [sig       ] TTE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:33.143186] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TTE.txt
[2025-12-03T20:51:33.143317] [INFO ] [sig       ] [3163/3516] Completed TTE in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:33.143354] [INFO ] [sig       ] [3164/3516] Forecasting TTEC...
[2025-12-03T20:51:33.143382] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-03T20:51:33.143410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-03T20:51:33.154159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-03T20:51:33.154421] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-03T20:51:33.155178] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-03T20:51:33.155227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:33.155283] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:33.155311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:33.155366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:33.210393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:33.210995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:33.211068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:33.211098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:33.329222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:33.329354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:33.329389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:33.329416] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:33.332610] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-12-03T20:51:33.332880] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-03T20:51:33.332996] [INFO ] [sig       ] TTEC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:33.467411] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TTEC.txt
[2025-12-03T20:51:33.467529] [INFO ] [sig       ] [3164/3516] Completed TTEC in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:33.467565] [INFO ] [sig       ] [3165/3516] Forecasting TTEK...
[2025-12-03T20:51:33.467612] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-03T20:51:33.467641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-03T20:51:33.478967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-03T20:51:33.479258] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-03T20:51:33.480001] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-03T20:51:33.480050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:33.480080] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:33.480106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:33.480160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:33.534346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:33.534926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:33.534997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:33.535032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:33.656752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:33.656859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:33.656894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:33.656920] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:33.660049] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: UP (p=52.01%)
[2025-12-03T20:51:33.660301] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-03T20:51:33.660416] [INFO ] [sig       ] TTEK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:33.796729] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TTEK.txt
[2025-12-03T20:51:33.796840] [INFO ] [sig       ] [3165/3516] Completed TTEK in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:33.796876] [INFO ] [sig       ] [3166/3516] Forecasting TTI...
[2025-12-03T20:51:33.796903] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-03T20:51:33.796931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-03T20:51:33.808223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-03T20:51:33.808504] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-03T20:51:33.809265] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-03T20:51:33.809314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:33.809346] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:33.809371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:33.809426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:33.864526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:33.865111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:33.865181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:33.865211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:33.985833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:33.985954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:33.985989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:33.986015] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:33.989071] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=75.99%)
[2025-12-03T20:51:33.989323] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-03T20:51:33.989435] [INFO ] [sig       ] TTI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:34.129958] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TTI.txt
[2025-12-03T20:51:34.130134] [INFO ] [sig       ] [3166/3516] Completed TTI in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:34.130171] [INFO ] [sig       ] [3167/3516] Forecasting TTMI...
[2025-12-03T20:51:34.130199] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-03T20:51:34.130230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-03T20:51:34.141034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-03T20:51:34.141306] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-03T20:51:34.142061] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-03T20:51:34.142111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:34.142141] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:34.142166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:34.142221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:34.197218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:34.197806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:34.197878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:34.197908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:34.312260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:34.312377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:34.312412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:34.312481] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:34.315641] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-03T20:51:34.315902] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-03T20:51:34.316021] [INFO ] [sig       ] TTMI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:34.452624] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TTMI.txt
[2025-12-03T20:51:34.452742] [INFO ] [sig       ] [3167/3516] Completed TTMI in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.0m
[2025-12-03T20:51:34.452778] [INFO ] [sig       ] [3168/3516] Forecasting TTSH...
[2025-12-03T20:51:34.452806] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-03T20:51:34.452835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-03T20:51:34.463235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-03T20:51:34.463494] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-03T20:51:34.464231] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-03T20:51:34.464279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:34.464309] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:34.464334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:34.464388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:34.519305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:34.519921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:34.519992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:34.520022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:34.635780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:34.635940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:34.635979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:34.636006] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:34.639395] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-12-03T20:51:34.639692] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-03T20:51:34.639819] [INFO ] [sig       ] TTSH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:34.774148] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TTSH.txt
[2025-12-03T20:51:34.774257] [INFO ] [sig       ] [3168/3516] Completed TTSH in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:34.774293] [INFO ] [sig       ] [3169/3516] Forecasting TTWO...
[2025-12-03T20:51:34.774321] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-03T20:51:34.774349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-03T20:51:34.785431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-03T20:51:34.785714] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-03T20:51:34.786444] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-03T20:51:34.786491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:34.786521] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:34.786546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:34.786620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:34.841001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:34.841589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:34.841664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:34.841694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:34.958439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:34.958602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:34.958641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:34.958670] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:34.962025] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-03T20:51:34.962283] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-03T20:51:34.962400] [INFO ] [sig       ] TTWO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:35.103380] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TTWO.txt
[2025-12-03T20:51:35.103563] [INFO ] [sig       ] [3169/3516] Completed TTWO in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:35.103658] [INFO ] [sig       ] [3170/3516] Forecasting TUGN...
[2025-12-03T20:51:35.103721] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-03T20:51:35.103763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-03T20:51:35.115278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-03T20:51:35.115610] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-03T20:51:35.116337] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-03T20:51:35.116397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:35.116439] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:35.116472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:35.116540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:35.175704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:35.176502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:35.176598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:35.176633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:35.281380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:35.281498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:35.281532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:35.281559] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:35.284663] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=58.42%)
[2025-12-03T20:51:35.284920] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-03T20:51:35.285037] [INFO ] [sig       ] TUGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:35.437965] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TUGN.txt
[2025-12-03T20:51:35.438122] [INFO ] [sig       ] [3170/3516] Completed TUGN in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:35.438161] [INFO ] [sig       ] [3171/3516] Forecasting TUSK...
[2025-12-03T20:51:35.438190] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-03T20:51:35.438219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-03T20:51:35.449105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-03T20:51:35.449376] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-03T20:51:35.450122] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-03T20:51:35.450170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:35.450200] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:35.450225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:35.450278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:35.506827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:35.507533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:35.507628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:35.507661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:35.630357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:35.630506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:35.630545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:35.630588] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:35.633834] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: UP (p=66.11%)
[2025-12-03T20:51:35.634092] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-03T20:51:35.634209] [INFO ] [sig       ] TUSK: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:35.774082] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TUSK.txt
[2025-12-03T20:51:35.774204] [INFO ] [sig       ] [3171/3516] Completed TUSK in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:35.774248] [INFO ] [sig       ] [3172/3516] Forecasting TVC...
[2025-12-03T20:51:35.774277] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-03T20:51:35.774306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-03T20:51:35.784741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-03T20:51:35.784993] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-03T20:51:35.785724] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-03T20:51:35.785771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:35.785801] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:35.785827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:35.785880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:35.841467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:35.842239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:35.842332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:35.842366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:35.950132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:35.950308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:35.950359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:35.950387] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:35.954741] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=52.90%)
[2025-12-03T20:51:35.955086] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-03T20:51:35.955228] [INFO ] [sig       ] TVC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:36.093533] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TVC.txt
[2025-12-03T20:51:36.093674] [INFO ] [sig       ] [3172/3516] Completed TVC in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:36.093712] [INFO ] [sig       ] [3173/3516] Forecasting TVE...
[2025-12-03T20:51:36.093743] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-03T20:51:36.093771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-03T20:51:36.104836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-03T20:51:36.105141] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-03T20:51:36.105878] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-03T20:51:36.105927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:36.105966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:36.106003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:36.106060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:36.161396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:36.162017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:36.162091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:36.162121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:36.260746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:36.260877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:36.260912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:36.260938] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:36.264059] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=42.36%)
[2025-12-03T20:51:36.264317] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-03T20:51:36.264434] [INFO ] [sig       ] TVE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:36.404401] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TVE.txt
[2025-12-03T20:51:36.404552] [INFO ] [sig       ] [3173/3516] Completed TVE in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:36.404619] [INFO ] [sig       ] [3174/3516] Forecasting TVTX...
[2025-12-03T20:51:36.404650] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-03T20:51:36.404680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-03T20:51:36.416792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-03T20:51:36.417184] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-03T20:51:36.418001] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-03T20:51:36.418074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:36.418105] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:36.418131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:36.418186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:36.475996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:36.476859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:36.476978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:36.477017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:36.604653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:36.604824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:36.604867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:36.604895] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:36.608365] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-03T20:51:36.608672] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-03T20:51:36.608799] [INFO ] [sig       ] TVTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:36.747425] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TVTX.txt
[2025-12-03T20:51:36.747561] [INFO ] [sig       ] [3174/3516] Completed TVTX in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:36.747615] [INFO ] [sig       ] [3175/3516] Forecasting TWFG...
[2025-12-03T20:51:36.747644] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-03T20:51:36.747673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-03T20:51:36.759137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-03T20:51:36.759470] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-03T20:51:36.760223] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-03T20:51:36.760272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:36.760302] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:36.760328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:36.760383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:36.815205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:36.815978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:36.816053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:36.816083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:36.938567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:36.938736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:36.938775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:36.938804] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:36.942450] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-03T20:51:36.942833] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-03T20:51:36.942979] [INFO ] [sig       ] TWFG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:37.089946] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TWFG.txt
[2025-12-03T20:51:37.090102] [INFO ] [sig       ] [3175/3516] Completed TWFG in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:37.090139] [INFO ] [sig       ] [3176/3516] Forecasting TWG...
[2025-12-03T20:51:37.090166] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-03T20:51:37.090194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-03T20:51:37.100736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-03T20:51:37.101077] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-03T20:51:37.101824] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-03T20:51:37.101873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:37.101903] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:37.101928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:37.101982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:37.156558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:37.157402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:37.157484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:37.157515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:37.271517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:37.271676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:37.271718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:37.271745] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:37.274946] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=66.41%)
[2025-12-03T20:51:37.275204] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-03T20:51:37.275322] [INFO ] [sig       ] TWG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:37.419914] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TWG.txt
[2025-12-03T20:51:37.420065] [INFO ] [sig       ] [3176/3516] Completed TWG in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:37.420105] [INFO ] [sig       ] [3177/3516] Forecasting TWI...
[2025-12-03T20:51:37.420135] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-03T20:51:37.420166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-03T20:51:37.431498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-03T20:51:37.431811] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-03T20:51:37.432569] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-03T20:51:37.432637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:37.432669] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:37.432696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:37.432752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:37.488946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:37.489822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:37.489917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:37.489952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:37.606099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:37.606259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:37.606317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:37.606348] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:37.609750] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-12-03T20:51:37.610025] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-03T20:51:37.610149] [INFO ] [sig       ] TWI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:37.759750] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TWI.txt
[2025-12-03T20:51:37.759936] [INFO ] [sig       ] [3177/3516] Completed TWI in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:37.759974] [INFO ] [sig       ] [3178/3516] Forecasting TWIN...
[2025-12-03T20:51:37.760003] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-03T20:51:37.760033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-03T20:51:37.771529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-03T20:51:37.771954] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-03T20:51:37.772739] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-03T20:51:37.772787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:37.772817] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:37.772841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:37.772896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:37.828917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:37.829796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:37.829876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:37.829908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:37.948779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:37.948943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:37.948998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:37.949043] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:37.952513] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-03T20:51:37.952807] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-03T20:51:37.952937] [INFO ] [sig       ] TWIN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:38.090793] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TWIN.txt
[2025-12-03T20:51:38.090919] [INFO ] [sig       ] [3178/3516] Completed TWIN in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:38.090956] [INFO ] [sig       ] [3179/3516] Forecasting TWLO...
[2025-12-03T20:51:38.090983] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-03T20:51:38.091012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-03T20:51:38.102148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-03T20:51:38.102454] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-03T20:51:38.103193] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-03T20:51:38.103242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:38.103272] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:38.103298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:38.103352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:38.157604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:38.158227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:38.158300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:38.158330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:38.281885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:38.282028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:38.282065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:38.282091] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:38.285282] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-12-03T20:51:38.285537] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-03T20:51:38.285672] [INFO ] [sig       ] TWLO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:38.425049] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TWLO.txt
[2025-12-03T20:51:38.425169] [INFO ] [sig       ] [3179/3516] Completed TWLO in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:38.425205] [INFO ] [sig       ] [3180/3516] Forecasting TWO...
[2025-12-03T20:51:38.425233] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-03T20:51:38.425262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-03T20:51:38.436126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-03T20:51:38.436384] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-03T20:51:38.437124] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-03T20:51:38.437173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:38.437204] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:38.437230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:38.437284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:38.493395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:38.494129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:38.494207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:38.494240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:38.612209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:38.612383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:38.612421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:38.612451] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:38.615855] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=39.64%)
[2025-12-03T20:51:38.616141] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-03T20:51:38.616263] [INFO ] [sig       ] TWO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:38.753343] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TWO.txt
[2025-12-03T20:51:38.753477] [INFO ] [sig       ] [3180/3516] Completed TWO in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:38.753514] [INFO ] [sig       ] [3181/3516] Forecasting TX...
[2025-12-03T20:51:38.753542] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-03T20:51:38.753586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-03T20:51:38.764107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-03T20:51:38.764367] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-03T20:51:38.765102] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-03T20:51:38.765150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:38.765216] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:38.765244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:38.765299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:38.819547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:38.820157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:38.820231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:38.820261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:38.935642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:38.935788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:38.935826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:38.935852] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:38.939066] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2025-12-03T20:51:38.939324] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-03T20:51:38.939443] [INFO ] [sig       ] TX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:39.075204] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TX.txt
[2025-12-03T20:51:39.075326] [INFO ] [sig       ] [3181/3516] Completed TX in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:39.075362] [INFO ] [sig       ] [3182/3516] Forecasting TXG...
[2025-12-03T20:51:39.075390] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-03T20:51:39.075418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-03T20:51:39.087561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-03T20:51:39.088000] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-03T20:51:39.088918] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-03T20:51:39.088971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:39.089003] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:39.089029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:39.089085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:39.144440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:39.145369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:39.145458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:39.145491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:39.262519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:39.262709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:39.262750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:39.262779] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:39.266272] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: UP (p=62.93%)
[2025-12-03T20:51:39.266552] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-03T20:51:39.266699] [INFO ] [sig       ] TXG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:39.412167] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TXG.txt
[2025-12-03T20:51:39.412335] [INFO ] [sig       ] [3182/3516] Completed TXG in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:39.412376] [INFO ] [sig       ] [3183/3516] Forecasting TXMD...
[2025-12-03T20:51:39.412405] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-03T20:51:39.412435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-03T20:51:39.424023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-03T20:51:39.424393] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-03T20:51:39.425195] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-03T20:51:39.425244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:39.425275] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:39.425300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:39.425354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:39.480799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:39.481649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:39.481729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:39.481762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:39.592938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:39.593093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:39.593131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:39.593159] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:39.596508] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-03T20:51:39.596793] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-03T20:51:39.596917] [INFO ] [sig       ] TXMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:39.732459] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TXMD.txt
[2025-12-03T20:51:39.732614] [INFO ] [sig       ] [3183/3516] Completed TXMD in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:39.732654] [INFO ] [sig       ] [3184/3516] Forecasting TXN...
[2025-12-03T20:51:39.732683] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-03T20:51:39.732715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-03T20:51:39.744442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-03T20:51:39.744813] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-03T20:51:39.745604] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-03T20:51:39.745655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:39.745686] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:39.745713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:39.745773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:39.802150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:39.803006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:39.803092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:39.803125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:39.924010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:39.924171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:39.924212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:39.924280] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:39.927730] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-03T20:51:39.928039] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-03T20:51:39.928175] [INFO ] [sig       ] TXN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:40.066657] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TXN.txt
[2025-12-03T20:51:40.066810] [INFO ] [sig       ] [3184/3516] Completed TXN in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:40.066848] [INFO ] [sig       ] [3185/3516] Forecasting TXO...
[2025-12-03T20:51:40.066883] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-03T20:51:40.066914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-03T20:51:40.078134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-03T20:51:40.078486] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-03T20:51:40.079264] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-03T20:51:40.079315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:40.079346] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:40.079371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:40.079427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:40.138399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:40.139341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:40.139424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:40.139457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:40.258288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:40.258415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:40.258450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:40.258476] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:40.261695] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=42.14%)
[2025-12-03T20:51:40.261960] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-03T20:51:40.262079] [INFO ] [sig       ] TXO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:40.401897] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TXO.txt
[2025-12-03T20:51:40.402039] [INFO ] [sig       ] [3185/3516] Completed TXO in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.9m
[2025-12-03T20:51:40.402075] [INFO ] [sig       ] [3186/3516] Forecasting TXRH...
[2025-12-03T20:51:40.402103] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-03T20:51:40.402131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-03T20:51:40.413685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-03T20:51:40.414003] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-03T20:51:40.414753] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-03T20:51:40.414802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:40.414832] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:40.414857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:40.414912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:40.469430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:40.470203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:40.470283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:40.470313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:40.589178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:40.589332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:40.589369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:40.589397] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:40.592687] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=68.75%)
[2025-12-03T20:51:40.592956] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-03T20:51:40.593077] [INFO ] [sig       ] TXRH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:40.728544] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TXRH.txt
[2025-12-03T20:51:40.728693] [INFO ] [sig       ] [3186/3516] Completed TXRH in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 1.8m
[2025-12-03T20:51:40.728729] [INFO ] [sig       ] [3187/3516] Forecasting TY...
[2025-12-03T20:51:40.728757] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-03T20:51:40.728787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-03T20:51:40.739312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-03T20:51:40.739634] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-03T20:51:40.740427] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-03T20:51:40.740476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:40.740507] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:40.740534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:40.740606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:40.797280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:40.798034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:40.798120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:40.798152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:40.913850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:40.913983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:40.914018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:40.914044] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:40.917230] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=16.55%)
[2025-12-03T20:51:40.917497] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-03T20:51:40.917639] [INFO ] [sig       ] TY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:41.052702] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TY.txt
[2025-12-03T20:51:41.052824] [INFO ] [sig       ] [3187/3516] Completed TY in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:41.052860] [INFO ] [sig       ] [3188/3516] Forecasting TYG...
[2025-12-03T20:51:41.052887] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-03T20:51:41.052916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-03T20:51:41.063238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-03T20:51:41.063515] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-03T20:51:41.064255] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-03T20:51:41.064304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:41.064335] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:41.064360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:41.064415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:41.119082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:41.119724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:41.119799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:41.119831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:41.233451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:41.233601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:41.233637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:41.233665] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:41.236854] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-12-03T20:51:41.237112] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-03T20:51:41.237226] [INFO ] [sig       ] TYG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:41.371679] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TYG.txt
[2025-12-03T20:51:41.371827] [INFO ] [sig       ] [3188/3516] Completed TYG in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:41.371865] [INFO ] [sig       ] [3189/3516] Forecasting TYGO...
[2025-12-03T20:51:41.371892] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-03T20:51:41.371922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-03T20:51:41.385885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-03T20:51:41.386304] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-03T20:51:41.387138] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-03T20:51:41.387191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:41.387222] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:41.387249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:41.387305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:41.442598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:41.443415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:41.443514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:41.443549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:41.560851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:41.560994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:41.561031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:41.561058] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:41.564326] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-03T20:51:41.564603] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-03T20:51:41.564742] [INFO ] [sig       ] TYGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:41.700994] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/TYGO.txt
[2025-12-03T20:51:41.701145] [INFO ] [sig       ] [3189/3516] Completed TYGO in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:41.701192] [INFO ] [sig       ] [3190/3516] Forecasting TYL...
[2025-12-03T20:51:41.701221] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-03T20:51:41.701251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-03T20:51:41.712204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-03T20:51:41.712499] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-03T20:51:41.713247] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-03T20:51:41.713296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:41.713326] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:41.713351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:41.713404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:41.769133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:41.770021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:41.770100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:41.770132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:41.891155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:41.891302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:41.891339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:41.891365] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:41.894599] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-03T20:51:41.894858] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-03T20:51:41.894974] [INFO ] [sig       ] TYL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:42.031044] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TYL.txt
[2025-12-03T20:51:42.031161] [INFO ] [sig       ] [3190/3516] Completed TYL in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:42.031197] [INFO ] [sig       ] [3191/3516] Forecasting TYRA...
[2025-12-03T20:51:42.031224] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-03T20:51:42.031252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-03T20:51:42.042495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-03T20:51:42.042823] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-03T20:51:42.043552] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-03T20:51:42.043619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:42.043651] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:42.043677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:42.043731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:42.100865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:42.101497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:42.101618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:42.101654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:42.223832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:42.224014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:42.224061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:42.224089] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:42.227467] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-03T20:51:42.227752] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-03T20:51:42.227878] [INFO ] [sig       ] TYRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:42.364200] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TYRA.txt
[2025-12-03T20:51:42.364320] [INFO ] [sig       ] [3191/3516] Completed TYRA in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:42.364356] [INFO ] [sig       ] [3192/3516] Forecasting TZOO...
[2025-12-03T20:51:42.364383] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-03T20:51:42.364411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-03T20:51:42.376891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-03T20:51:42.377321] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-03T20:51:42.378204] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-03T20:51:42.378257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:42.378289] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:42.378316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:42.378401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:42.440074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:42.441022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:42.441105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:42.441139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:42.563311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:42.563459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:42.563496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:42.563525] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:42.567023] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=64.63%)
[2025-12-03T20:51:42.567335] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-03T20:51:42.567477] [INFO ] [sig       ] TZOO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:42.703462] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/TZOO.txt
[2025-12-03T20:51:42.703630] [INFO ] [sig       ] [3192/3516] Completed TZOO in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:42.703670] [INFO ] [sig       ] [3193/3516] Forecasting UAA...
[2025-12-03T20:51:42.703698] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-03T20:51:42.703727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-03T20:51:42.714653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-03T20:51:42.715015] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-03T20:51:42.715776] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-03T20:51:42.715830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:42.715860] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:42.715885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:42.715938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:42.770744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:42.771593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:42.771673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:42.771704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:42.889119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:42.889259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:42.889297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:42.889324] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:42.892496] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2025-12-03T20:51:42.892778] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-03T20:51:42.892896] [INFO ] [sig       ] UAA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:43.027276] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UAA.txt
[2025-12-03T20:51:43.027396] [INFO ] [sig       ] [3193/3516] Completed UAA in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:43.027432] [INFO ] [sig       ] [3194/3516] Forecasting UAE...
[2025-12-03T20:51:43.027460] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-03T20:51:43.027487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-03T20:51:43.038742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-03T20:51:43.039037] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-03T20:51:43.039791] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-03T20:51:43.039849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:43.039881] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:43.039906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:43.039961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:43.094586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:43.095212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:43.095286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:43.095316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:43.211886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:43.212035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:43.212072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:43.212100] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:43.215321] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: DOWN (p=16.54%)
[2025-12-03T20:51:43.215632] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-03T20:51:43.215771] [INFO ] [sig       ] UAE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:43.350674] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UAE.txt
[2025-12-03T20:51:43.350826] [INFO ] [sig       ] [3194/3516] Completed UAE in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:43.350863] [INFO ] [sig       ] [3195/3516] Forecasting UAL...
[2025-12-03T20:51:43.350891] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-03T20:51:43.350920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-03T20:51:43.361785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-03T20:51:43.362079] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-03T20:51:43.362818] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-03T20:51:43.362866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:43.362897] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:43.362922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:43.362978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:43.417291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:43.418074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:43.418165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:43.418200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:43.537737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:43.537885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:43.537922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:43.537950] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:43.541199] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-03T20:51:43.541482] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-03T20:51:43.541627] [INFO ] [sig       ] UAL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:43.679927] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UAL.txt
[2025-12-03T20:51:43.680074] [INFO ] [sig       ] [3195/3516] Completed UAL in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:43.680110] [INFO ] [sig       ] [3196/3516] Forecasting UBFO...
[2025-12-03T20:51:43.680138] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-03T20:51:43.680166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-03T20:51:43.690724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-03T20:51:43.691038] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-03T20:51:43.691786] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-03T20:51:43.691835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:43.691869] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:43.691894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:43.691947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:43.746308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:43.747171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:43.747254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:43.747285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:43.861113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:43.861264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:43.861301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:43.861328] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:43.864534] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-12-03T20:51:43.864810] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-03T20:51:43.864934] [INFO ] [sig       ] UBFO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:44.000151] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UBFO.txt
[2025-12-03T20:51:44.000304] [INFO ] [sig       ] [3196/3516] Completed UBFO in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:44.000341] [INFO ] [sig       ] [3197/3516] Forecasting UBND...
[2025-12-03T20:51:44.000369] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-03T20:51:44.000398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-03T20:51:44.010960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-03T20:51:44.011263] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-03T20:51:44.012009] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-03T20:51:44.012058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:44.012089] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:44.012114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:44.012168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:44.066757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:44.067556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:44.067653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:44.067685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:44.185925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:44.186075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:44.186112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:44.186140] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:44.189363] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=60.04%)
[2025-12-03T20:51:44.189643] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-03T20:51:44.189759] [INFO ] [sig       ] UBND: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:44.324566] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UBND.txt
[2025-12-03T20:51:44.324717] [INFO ] [sig       ] [3197/3516] Completed UBND in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:44.324760] [INFO ] [sig       ] [3198/3516] Forecasting UBRL...
[2025-12-03T20:51:44.324789] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-03T20:51:44.324818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-03T20:51:44.336044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-03T20:51:44.336336] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-03T20:51:44.337107] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-03T20:51:44.337156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:44.337213] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:44.337246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:44.337319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:44.394083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:44.394706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:44.394778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:44.394809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:44.519928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:44.520039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:44.520076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:44.520103] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:44.523472] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=56.20%)
[2025-12-03T20:51:44.523785] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-03T20:51:44.523916] [INFO ] [sig       ] UBRL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:44.659359] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UBRL.txt
[2025-12-03T20:51:44.659482] [INFO ] [sig       ] [3198/3516] Completed UBRL in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:44.659518] [INFO ] [sig       ] [3199/3516] Forecasting UBS...
[2025-12-03T20:51:44.659546] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-03T20:51:44.659590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-03T20:51:44.670738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-03T20:51:44.671038] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-03T20:51:44.671845] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-03T20:51:44.671895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:44.671931] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:44.671962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:44.672024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:44.726493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:44.727090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:44.727162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:44.727193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:44.857562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:44.857727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:44.857764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:44.857791] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:44.861056] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-03T20:51:44.861356] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-03T20:51:44.861478] [INFO ] [sig       ] UBS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:44.998151] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UBS.txt
[2025-12-03T20:51:44.998281] [INFO ] [sig       ] [3199/3516] Completed UBS in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:44.998316] [INFO ] [sig       ] [3200/3516] Forecasting UBSI...
[2025-12-03T20:51:44.998344] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-03T20:51:44.998372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-03T20:51:45.009940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-03T20:51:45.010312] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-03T20:51:45.011083] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-03T20:51:45.011132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:45.011164] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:45.011189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:45.011243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:45.065921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:45.066774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:45.066854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:45.066884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:45.179683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:45.179835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:45.179872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:45.179902] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:45.183153] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-03T20:51:45.183434] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-03T20:51:45.183555] [INFO ] [sig       ] UBSI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:45.322931] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UBSI.txt
[2025-12-03T20:51:45.323075] [INFO ] [sig       ] [3200/3516] Completed UBSI in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:45.323113] [INFO ] [sig       ] [3201/3516] Forecasting UDMY...
[2025-12-03T20:51:45.323140] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-03T20:51:45.323169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-03T20:51:45.337479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-03T20:51:45.337934] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-03T20:51:45.338958] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-03T20:51:45.339017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:45.339057] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:45.339091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:45.339170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:45.403723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:45.404600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:45.404683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:45.404714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:45.519913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:45.520071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:45.520126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:45.520184] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:45.524525] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-03T20:51:45.524869] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-03T20:51:45.525005] [INFO ] [sig       ] UDMY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:45.665815] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UDMY.txt
[2025-12-03T20:51:45.665979] [INFO ] [sig       ] [3201/3516] Completed UDMY in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:45.666016] [INFO ] [sig       ] [3202/3516] Forecasting UE...
[2025-12-03T20:51:45.666044] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-03T20:51:45.666073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-03T20:51:45.677319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-03T20:51:45.677751] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-03T20:51:45.678625] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-03T20:51:45.678678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:45.678711] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:45.678739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:45.678797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:45.735563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:45.736455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:45.736539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:45.736590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:45.850742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:45.850904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:45.850941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:45.850969] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:45.854309] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-12-03T20:51:45.854600] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-03T20:51:45.854723] [INFO ] [sig       ] UE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:45.990880] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UE.txt
[2025-12-03T20:51:45.991032] [INFO ] [sig       ] [3202/3516] Completed UE in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:45.991069] [INFO ] [sig       ] [3203/3516] Forecasting UEIC...
[2025-12-03T20:51:45.991096] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-03T20:51:45.991124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-03T20:51:46.002474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-03T20:51:46.002862] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-03T20:51:46.003694] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-03T20:51:46.003745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:46.003777] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:46.003805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:46.003862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:46.059793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:46.060504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:46.060595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:46.060629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:46.175340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:46.175489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:46.175525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:46.175553] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:46.178842] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2025-12-03T20:51:46.179120] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-03T20:51:46.179242] [INFO ] [sig       ] UEIC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:46.318027] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UEIC.txt
[2025-12-03T20:51:46.318186] [INFO ] [sig       ] [3203/3516] Completed UEIC in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.8m
[2025-12-03T20:51:46.318225] [INFO ] [sig       ] [3204/3516] Forecasting UFCS...
[2025-12-03T20:51:46.318253] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-03T20:51:46.318283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-03T20:51:46.329171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-03T20:51:46.329430] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-03T20:51:46.330173] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-03T20:51:46.330221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:46.330251] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:46.330276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:46.330329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:46.385324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:46.386142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:46.386220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:46.386252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:46.504810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:46.504959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:46.504995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:46.505021] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:46.508241] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-03T20:51:46.508498] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-03T20:51:46.508631] [INFO ] [sig       ] UFCS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:46.645068] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UFCS.txt
[2025-12-03T20:51:46.645214] [INFO ] [sig       ] [3204/3516] Completed UFCS in 0.3s | 2.98 sym/s | Total: 17.9m | ETA: 1.7m
[2025-12-03T20:51:46.645251] [INFO ] [sig       ] [3205/3516] Forecasting UFI...
[2025-12-03T20:51:46.645279] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-03T20:51:46.645309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-03T20:51:46.656028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-03T20:51:46.656365] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-03T20:51:46.657123] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-03T20:51:46.657173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:46.657215] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:46.657241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:46.657296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:46.711422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:46.712103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:46.712177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:46.712209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:46.828707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:46.828860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:46.828897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:46.828924] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:46.832149] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-03T20:51:46.832417] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-03T20:51:46.832535] [INFO ] [sig       ] UFI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:46.969128] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UFI.txt
[2025-12-03T20:51:46.969268] [INFO ] [sig       ] [3205/3516] Completed UFI in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:46.969305] [INFO ] [sig       ] [3206/3516] Forecasting UFO...
[2025-12-03T20:51:46.969333] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-03T20:51:46.969362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-03T20:51:46.980507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-03T20:51:46.980766] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-03T20:51:46.981480] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-03T20:51:46.981528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:46.981558] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:46.981603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:46.981659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:47.036819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:47.037641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:47.037719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:47.037749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:47.156501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:47.156688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:47.156727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:47.156754] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:47.160086] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-03T20:51:47.160346] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-03T20:51:47.160463] [INFO ] [sig       ] UFO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:47.298277] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UFO.txt
[2025-12-03T20:51:47.298428] [INFO ] [sig       ] [3206/3516] Completed UFO in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:47.298464] [INFO ] [sig       ] [3207/3516] Forecasting UFPI...
[2025-12-03T20:51:47.298492] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-03T20:51:47.298521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-03T20:51:47.310442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-03T20:51:47.310877] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-03T20:51:47.311672] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-03T20:51:47.311721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:47.311752] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:47.311777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:47.311830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:47.366616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:47.367433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:47.367517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:47.367547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:47.483802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:47.483954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:47.483991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:47.484017] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:47.487683] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2025-12-03T20:51:47.487963] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-03T20:51:47.488113] [INFO ] [sig       ] UFPI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:47.630418] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UFPI.txt
[2025-12-03T20:51:47.630595] [INFO ] [sig       ] [3207/3516] Completed UFPI in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:47.630634] [INFO ] [sig       ] [3208/3516] Forecasting UGI...
[2025-12-03T20:51:47.630663] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-03T20:51:47.630691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-03T20:51:47.643368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-03T20:51:47.643774] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-03T20:51:47.644598] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-03T20:51:47.644649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:47.644681] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:47.644709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:47.644765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:47.702665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:47.703679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:47.703820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:47.703870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:47.825607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:47.825758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:47.825798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:47.825828] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:47.829266] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-03T20:51:47.829545] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-03T20:51:47.829692] [INFO ] [sig       ] UGI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:47.974709] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UGI.txt
[2025-12-03T20:51:47.974840] [INFO ] [sig       ] [3208/3516] Completed UGI in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:47.974876] [INFO ] [sig       ] [3209/3516] Forecasting UGP...
[2025-12-03T20:51:47.974911] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-03T20:51:47.974942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-03T20:51:47.986544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-03T20:51:47.986975] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-03T20:51:47.987844] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-03T20:51:47.987896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:47.987929] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:47.987955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:47.988037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:48.042634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:48.043486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:48.043568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:48.043619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:48.162591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:48.162744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:48.162786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:48.162815] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:48.166201] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=78.79%)
[2025-12-03T20:51:48.166487] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-03T20:51:48.166636] [INFO ] [sig       ] UGP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:48.305012] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UGP.txt
[2025-12-03T20:51:48.305160] [INFO ] [sig       ] [3209/3516] Completed UGP in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:48.305197] [INFO ] [sig       ] [3210/3516] Forecasting UHAL...
[2025-12-03T20:51:48.305226] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-03T20:51:48.305255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-03T20:51:48.316222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-03T20:51:48.316607] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-03T20:51:48.317354] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-03T20:51:48.317424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:48.317455] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:48.317480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:48.317534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:48.372213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:48.373037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:48.373117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:48.373148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:48.497385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:48.497559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:48.497614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:48.497642] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:48.501072] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=69.96%)
[2025-12-03T20:51:48.501342] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-03T20:51:48.501461] [INFO ] [sig       ] UHAL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:48.644392] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UHAL.txt
[2025-12-03T20:51:48.644525] [INFO ] [sig       ] [3210/3516] Completed UHAL in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:48.644586] [INFO ] [sig       ] [3211/3516] Forecasting UHG...
[2025-12-03T20:51:48.644618] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-03T20:51:48.644646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-03T20:51:48.655366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-03T20:51:48.655712] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-03T20:51:48.656451] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-03T20:51:48.656499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:48.656530] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:48.656555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:48.656636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:48.713634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:48.714445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:48.714532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:48.714565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:48.834499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:48.834661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:48.834698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:48.834726] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:48.837910] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-03T20:51:48.838204] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-03T20:51:48.838325] [INFO ] [sig       ] UHG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:48.974762] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UHG.txt
[2025-12-03T20:51:48.974936] [INFO ] [sig       ] [3211/3516] Completed UHG in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:48.974974] [INFO ] [sig       ] [3212/3516] Forecasting UHS...
[2025-12-03T20:51:48.975002] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-03T20:51:48.975033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-03T20:51:48.986242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-03T20:51:48.986620] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-03T20:51:48.987361] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-03T20:51:48.987410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:48.987442] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:48.987467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:48.987522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:49.043254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:49.044074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:49.044162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:49.044195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:49.162324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:49.162466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:49.162503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:49.162546] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:49.165760] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=53.60%)
[2025-12-03T20:51:49.166016] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-03T20:51:49.166132] [INFO ] [sig       ] UHS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:49.301784] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UHS.txt
[2025-12-03T20:51:49.301903] [INFO ] [sig       ] [3212/3516] Completed UHS in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:49.301939] [INFO ] [sig       ] [3213/3516] Forecasting UI...
[2025-12-03T20:51:49.301975] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-03T20:51:49.302005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-03T20:51:49.312752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-03T20:51:49.313044] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-03T20:51:49.313806] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-03T20:51:49.313856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:49.313887] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:49.313914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:49.313974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:49.368746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:49.369349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:49.369424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:49.369454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:49.486759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:49.486907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:49.486944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:49.486971] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:49.490270] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=80.79%)
[2025-12-03T20:51:49.490534] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-03T20:51:49.490668] [INFO ] [sig       ] UI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:49.627307] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UI.txt
[2025-12-03T20:51:49.627441] [INFO ] [sig       ] [3213/3516] Completed UI in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:49.627478] [INFO ] [sig       ] [3214/3516] Forecasting UIS...
[2025-12-03T20:51:49.627506] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-03T20:51:49.627535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-03T20:51:49.638551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-03T20:51:49.638852] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-03T20:51:49.639594] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-03T20:51:49.639643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:49.639674] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:49.639699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:49.639753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:49.694464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:49.695228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:49.695305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:49.695336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:49.815461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:49.815628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:49.815667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:49.815695] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:49.818936] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=68.99%)
[2025-12-03T20:51:49.819195] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-03T20:51:49.819310] [INFO ] [sig       ] UIS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:49.953860] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UIS.txt
[2025-12-03T20:51:49.953981] [INFO ] [sig       ] [3214/3516] Completed UIS in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:49.954017] [INFO ] [sig       ] [3215/3516] Forecasting UITB...
[2025-12-03T20:51:49.954045] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-03T20:51:49.954074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-03T20:51:49.964724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-03T20:51:49.965064] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-03T20:51:49.965885] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-03T20:51:49.965936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:49.965994] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:49.966041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:49.966127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:50.024770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:50.025511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:50.025606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:50.025642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:50.140695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:50.140843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:50.140882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:50.140910] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:50.144215] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=61.28%)
[2025-12-03T20:51:50.144492] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-03T20:51:50.144636] [INFO ] [sig       ] UITB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:50.285659] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UITB.txt
[2025-12-03T20:51:50.285784] [INFO ] [sig       ] [3215/3516] Completed UITB in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:50.285820] [INFO ] [sig       ] [3216/3516] Forecasting UL...
[2025-12-03T20:51:50.285847] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-03T20:51:50.285875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-03T20:51:50.297064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-03T20:51:50.297379] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-03T20:51:50.298206] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-03T20:51:50.298257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:50.298288] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:50.298314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:50.298391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:50.355230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:50.355866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:50.355946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:50.355979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:50.487012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:50.487179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:50.487220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:50.487250] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:50.490798] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-03T20:51:50.491085] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-03T20:51:50.491218] [INFO ] [sig       ] UL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:50.638938] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UL.txt
[2025-12-03T20:51:50.639068] [INFO ] [sig       ] [3216/3516] Completed UL in 0.4s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:50.639104] [INFO ] [sig       ] [3217/3516] Forecasting ULBI...
[2025-12-03T20:51:50.639133] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-03T20:51:50.639161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-03T20:51:50.649495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-03T20:51:50.649797] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-03T20:51:50.650532] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-03T20:51:50.650599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:50.650631] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:50.650657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:50.650711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:50.706027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:50.706689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:50.706769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:50.706802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:50.821505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:50.821623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:50.821661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:50.821687] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:50.824901] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-12-03T20:51:50.825157] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-03T20:51:50.825270] [INFO ] [sig       ] ULBI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:50.960905] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ULBI.txt
[2025-12-03T20:51:50.961061] [INFO ] [sig       ] [3217/3516] Completed ULBI in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:50.961098] [INFO ] [sig       ] [3218/3516] Forecasting ULCC...
[2025-12-03T20:51:50.961125] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-03T20:51:50.961154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-03T20:51:50.972756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-03T20:51:50.973117] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-03T20:51:50.973878] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-03T20:51:50.973938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:50.973969] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:50.973994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:50.974049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:51.030138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:51.030955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:51.031036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:51.031069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:51.149377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:51.149524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:51.149562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:51.149640] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:51.153024] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-03T20:51:51.153349] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-03T20:51:51.153494] [INFO ] [sig       ] ULCC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:51.289475] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ULCC.txt
[2025-12-03T20:51:51.289638] [INFO ] [sig       ] [3218/3516] Completed ULCC in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:51.289678] [INFO ] [sig       ] [3219/3516] Forecasting ULH...
[2025-12-03T20:51:51.289706] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-03T20:51:51.289735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-03T20:51:51.300333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-03T20:51:51.300698] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-03T20:51:51.301428] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-03T20:51:51.301477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:51.301508] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:51.301534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:51.301609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:51.356841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:51.357637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:51.357715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:51.357747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:51.477256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:51.477414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:51.477453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:51.477480] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:51.480807] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2025-12-03T20:51:51.481084] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-03T20:51:51.481206] [INFO ] [sig       ] ULH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:51.619829] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ULH.txt
[2025-12-03T20:51:51.619972] [INFO ] [sig       ] [3219/3516] Completed ULH in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:51.620008] [INFO ] [sig       ] [3220/3516] Forecasting ULTA...
[2025-12-03T20:51:51.620039] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-03T20:51:51.620071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-03T20:51:51.634333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-03T20:51:51.634745] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-03T20:51:51.635783] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-03T20:51:51.635846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:51.635894] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:51.635939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:51.636023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:51.698670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:51.699447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:51.699523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:51.699555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:51.816721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:51.816891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:51.816940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:51.816976] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:51.820838] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=36.14%)
[2025-12-03T20:51:51.821117] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-03T20:51:51.821245] [INFO ] [sig       ] ULTA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:51.964448] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ULTA.txt
[2025-12-03T20:51:51.964597] [INFO ] [sig       ] [3220/3516] Completed ULTA in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:51.964635] [INFO ] [sig       ] [3221/3516] Forecasting ULY...
[2025-12-03T20:51:51.964663] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-03T20:51:51.964692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-03T20:51:51.976117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-03T20:51:51.976436] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-03T20:51:51.977179] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-03T20:51:51.977227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:51.977257] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:51.977282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:51.977336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:52.032795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:52.033519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:52.033613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:52.033647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:52.146508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:52.146676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:52.146713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:52.146740] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:52.150050] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-03T20:51:52.150331] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-03T20:51:52.150455] [INFO ] [sig       ] ULY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:52.290587] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ULY.txt
[2025-12-03T20:51:52.290749] [INFO ] [sig       ] [3221/3516] Completed ULY in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.7m
[2025-12-03T20:51:52.290787] [INFO ] [sig       ] [3222/3516] Forecasting UMBF...
[2025-12-03T20:51:52.290815] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-03T20:51:52.290844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-03T20:51:52.302528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-03T20:51:52.302931] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-03T20:51:52.303782] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-03T20:51:52.303834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:52.303866] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:52.303893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:52.303949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:52.361253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:52.362103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:52.362186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:52.362218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:52.480872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:52.481017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:52.481055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:52.481086] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:52.484396] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-03T20:51:52.484683] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-03T20:51:52.484805] [INFO ] [sig       ] UMBF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:52.622303] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UMBF.txt
[2025-12-03T20:51:52.622450] [INFO ] [sig       ] [3222/3516] Completed UMBF in 0.3s | 2.98 sym/s | Total: 18.0m | ETA: 1.6m
[2025-12-03T20:51:52.622488] [INFO ] [sig       ] [3223/3516] Forecasting UMC...
[2025-12-03T20:51:52.622517] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-03T20:51:52.622547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-03T20:51:52.633832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-03T20:51:52.634155] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-03T20:51:52.634911] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-03T20:51:52.634960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:52.634991] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:52.635017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:52.635072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:52.690781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:52.691451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:52.691526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:52.691557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:52.810056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:52.810217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:52.810254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:52.810281] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:52.813667] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=19.10%)
[2025-12-03T20:51:52.813971] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-03T20:51:52.814099] [INFO ] [sig       ] UMC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:52.950227] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UMC.txt
[2025-12-03T20:51:52.950351] [INFO ] [sig       ] [3223/3516] Completed UMC in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:52.950387] [INFO ] [sig       ] [3224/3516] Forecasting UMH...
[2025-12-03T20:51:52.950414] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-03T20:51:52.950443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-03T20:51:52.961719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-03T20:51:52.962010] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-03T20:51:52.962749] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-03T20:51:52.962797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:52.962832] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:52.962866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:52.962937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:53.018048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:53.019002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:53.019087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:53.019123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:53.135113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:53.135262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:53.135303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:53.135330] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:53.138678] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=89.27%)
[2025-12-03T20:51:53.138946] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-03T20:51:53.139068] [INFO ] [sig       ] UMH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:53.275321] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UMH.txt
[2025-12-03T20:51:53.275468] [INFO ] [sig       ] [3224/3516] Completed UMH in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:53.275506] [INFO ] [sig       ] [3225/3516] Forecasting UMMA...
[2025-12-03T20:51:53.275535] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-03T20:51:53.275563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-03T20:51:53.287164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-03T20:51:53.287534] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-03T20:51:53.288352] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-03T20:51:53.288403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:53.288434] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:53.288461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:53.288517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:53.346242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:53.347098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:53.347221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:53.347255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:53.460305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:53.460457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:53.460512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:53.460541] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:53.463865] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-03T20:51:53.464146] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-03T20:51:53.464272] [INFO ] [sig       ] UMMA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:53.609608] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UMMA.txt
[2025-12-03T20:51:53.609769] [INFO ] [sig       ] [3225/3516] Completed UMMA in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:53.609824] [INFO ] [sig       ] [3226/3516] Forecasting UNCY...
[2025-12-03T20:51:53.609859] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-03T20:51:53.609889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-03T20:51:53.621566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-03T20:51:53.622000] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-03T20:51:53.622890] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-03T20:51:53.622943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:53.622976] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:53.623002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:53.623058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:53.695157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:53.696188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:53.696287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:53.696321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:53.820762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:53.820910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:53.820947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:53.820974] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:53.824237] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2025-12-03T20:51:53.824501] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-03T20:51:53.824645] [INFO ] [sig       ] UNCY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:53.959901] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UNCY.txt
[2025-12-03T20:51:53.960019] [INFO ] [sig       ] [3226/3516] Completed UNCY in 0.4s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:53.960055] [INFO ] [sig       ] [3227/3516] Forecasting UNF...
[2025-12-03T20:51:53.960083] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-03T20:51:53.960111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-03T20:51:53.971822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-03T20:51:53.972148] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-03T20:51:53.972937] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-03T20:51:53.972988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:53.973020] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:53.973046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:53.973101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:54.030240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:54.030901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:54.030977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:54.031010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:54.154850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:54.154999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:54.155037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:54.155064] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:54.158383] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-12-03T20:51:54.158666] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-03T20:51:54.158787] [INFO ] [sig       ] UNF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:54.298267] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UNF.txt
[2025-12-03T20:51:54.298395] [INFO ] [sig       ] [3227/3516] Completed UNF in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:54.298431] [INFO ] [sig       ] [3228/3516] Forecasting UNFI...
[2025-12-03T20:51:54.298458] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-03T20:51:54.298487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-03T20:51:54.309646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-03T20:51:54.309962] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-03T20:51:54.310721] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-03T20:51:54.310769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:54.310800] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:54.310826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:54.310880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:54.369412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:54.370250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:54.370348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:54.370391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:54.494535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:54.494704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:54.494742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:54.494769] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:54.498083] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-12-03T20:51:54.498376] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-03T20:51:54.498504] [INFO ] [sig       ] UNFI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:54.636061] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UNFI.txt
[2025-12-03T20:51:54.636246] [INFO ] [sig       ] [3228/3516] Completed UNFI in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:54.636284] [INFO ] [sig       ] [3229/3516] Forecasting UNH...
[2025-12-03T20:51:54.636312] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-03T20:51:54.636341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-03T20:51:54.647828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-03T20:51:54.648252] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-03T20:51:54.649046] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-03T20:51:54.649097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:54.649144] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:54.649173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:54.649230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:54.709207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:54.710018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:54.710100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:54.710137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:54.825101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:54.825251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:54.825290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:54.825317] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:54.828560] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-03T20:51:54.828840] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-03T20:51:54.828960] [INFO ] [sig       ] UNH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:54.965137] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UNH.txt
[2025-12-03T20:51:54.965276] [INFO ] [sig       ] [3229/3516] Completed UNH in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:54.965313] [INFO ] [sig       ] [3230/3516] Forecasting UNM...
[2025-12-03T20:51:54.965341] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-03T20:51:54.965370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-03T20:51:54.976079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-03T20:51:54.976355] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-03T20:51:54.977091] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-03T20:51:54.977139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:54.977169] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:54.977194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:54.977248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:55.032657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:55.033232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:55.033303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:55.033333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:55.153962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:55.154109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:55.154149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:55.154177] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:55.157510] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=66.51%)
[2025-12-03T20:51:55.157794] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-03T20:51:55.157916] [INFO ] [sig       ] UNM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:55.301362] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UNM.txt
[2025-12-03T20:51:55.301489] [INFO ] [sig       ] [3230/3516] Completed UNM in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:55.301527] [INFO ] [sig       ] [3231/3516] Forecasting UNMA...
[2025-12-03T20:51:55.301555] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-03T20:51:55.301603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-03T20:51:55.312145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-03T20:51:55.312416] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-03T20:51:55.313172] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-03T20:51:55.313224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:55.313255] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:55.313280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:55.313334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:55.369118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:55.369814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:55.369890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:55.369921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:55.478830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:55.478959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:55.478995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:55.479023] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:55.482221] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2025-12-03T20:51:55.482490] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-03T20:51:55.482631] [INFO ] [sig       ] UNMA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:55.623743] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UNMA.txt
[2025-12-03T20:51:55.623862] [INFO ] [sig       ] [3231/3516] Completed UNMA in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:55.623898] [INFO ] [sig       ] [3232/3516] Forecasting UNP...
[2025-12-03T20:51:55.623925] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-03T20:51:55.623953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-03T20:51:55.634725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-03T20:51:55.634995] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-03T20:51:55.635755] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-03T20:51:55.635803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:55.635861] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:55.635889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:55.635945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:55.693247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:55.693872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:55.693945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:55.693976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:55.814156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:55.814309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:55.814348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:55.814374] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:55.817946] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=62.02%)
[2025-12-03T20:51:55.818308] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-03T20:51:55.818460] [INFO ] [sig       ] UNP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:55.967091] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UNP.txt
[2025-12-03T20:51:55.967258] [INFO ] [sig       ] [3232/3516] Completed UNP in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:55.967304] [INFO ] [sig       ] [3233/3516] Forecasting UNTY...
[2025-12-03T20:51:55.967346] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-03T20:51:55.967393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-03T20:51:55.978879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-03T20:51:55.979211] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-03T20:51:55.979992] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-03T20:51:55.980042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:55.980074] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:55.980101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:55.980157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:56.042103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:56.042964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:56.043040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:56.043071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:56.163741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:56.163889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:56.163939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:56.163972] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:56.167277] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-12-03T20:51:56.167542] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-03T20:51:56.167683] [INFO ] [sig       ] UNTY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:56.305432] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UNTY.txt
[2025-12-03T20:51:56.305559] [INFO ] [sig       ] [3233/3516] Completed UNTY in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:56.305612] [INFO ] [sig       ] [3234/3516] Forecasting UONE...
[2025-12-03T20:51:56.305641] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-03T20:51:56.305669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-03T20:51:56.316768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-03T20:51:56.317055] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-03T20:51:56.317860] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-03T20:51:56.317909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:56.317941] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:56.317966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:56.318066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:56.376149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:56.376985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:56.377065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:56.377096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:56.489493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:56.489658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:56.489697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:56.489724] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:56.493003] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2025-12-03T20:51:56.493271] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-03T20:51:56.493395] [INFO ] [sig       ] UONE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:56.632056] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UONE.txt
[2025-12-03T20:51:56.632223] [INFO ] [sig       ] [3234/3516] Completed UONE in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:56.632272] [INFO ] [sig       ] [3235/3516] Forecasting UPBD...
[2025-12-03T20:51:56.632303] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-03T20:51:56.632334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-03T20:51:56.644373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-03T20:51:56.644732] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-03T20:51:56.645496] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-03T20:51:56.645545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:56.645595] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:56.645623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:56.645678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:56.700783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:56.701499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:56.701598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:56.701635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:56.821236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:56.821392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:56.821429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:56.821492] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:56.824769] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=81.58%)
[2025-12-03T20:51:56.825030] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-03T20:51:56.825149] [INFO ] [sig       ] UPBD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:56.961856] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UPBD.txt
[2025-12-03T20:51:56.961993] [INFO ] [sig       ] [3235/3516] Completed UPBD in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:56.962030] [INFO ] [sig       ] [3236/3516] Forecasting UPC...
[2025-12-03T20:51:56.962058] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-03T20:51:56.962087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-03T20:51:56.973241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-03T20:51:56.973632] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-03T20:51:56.974396] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-03T20:51:56.974445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:56.974476] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:56.974502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:56.974556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:57.029128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:57.029954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:57.030038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:57.030069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:57.141400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:57.141551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:57.141622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:57.141668] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:57.144915] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=42.46%)
[2025-12-03T20:51:57.145176] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-03T20:51:57.145292] [INFO ] [sig       ] UPC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:57.283750] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UPC.txt
[2025-12-03T20:51:57.283892] [INFO ] [sig       ] [3236/3516] Completed UPC in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:57.283928] [INFO ] [sig       ] [3237/3516] Forecasting UPLD...
[2025-12-03T20:51:57.283956] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-03T20:51:57.283985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-03T20:51:57.294677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-03T20:51:57.294998] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-03T20:51:57.295746] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-03T20:51:57.295795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:57.295824] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:57.295848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:57.295902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:57.351084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:57.351900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:57.351978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:57.352008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:57.470349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:57.470506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:57.470543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:57.470587] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:57.473817] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=50.93%)
[2025-12-03T20:51:57.474080] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-03T20:51:57.474195] [INFO ] [sig       ] UPLD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:57.624384] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UPLD.txt
[2025-12-03T20:51:57.624543] [INFO ] [sig       ] [3237/3516] Completed UPLD in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:57.624599] [INFO ] [sig       ] [3238/3516] Forecasting UPS...
[2025-12-03T20:51:57.624629] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-03T20:51:57.624659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-03T20:51:57.636000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-03T20:51:57.636294] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-03T20:51:57.637049] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-03T20:51:57.637098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:57.637127] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:57.637153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:57.637211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:57.693451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:57.694173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:57.694252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:57.694318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:57.820125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:57.820291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:57.820335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:57.820362] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:57.823610] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-03T20:51:57.823868] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-03T20:51:57.823982] [INFO ] [sig       ] UPS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:57.966162] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UPS.txt
[2025-12-03T20:51:57.966318] [INFO ] [sig       ] [3238/3516] Completed UPS in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:57.966356] [INFO ] [sig       ] [3239/3516] Forecasting UPWK...
[2025-12-03T20:51:57.966384] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-03T20:51:57.966414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-03T20:51:57.983282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-03T20:51:57.983693] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-03T20:51:57.984456] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-03T20:51:57.984507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:57.984540] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:57.984589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:57.984652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:58.043659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:58.044491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:58.044590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:58.044626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:58.171898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:58.172055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:58.172094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:58.172123] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:58.175526] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=40.43%)
[2025-12-03T20:51:58.175820] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-03T20:51:58.175942] [INFO ] [sig       ] UPWK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:58.316712] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UPWK.txt
[2025-12-03T20:51:58.316842] [INFO ] [sig       ] [3239/3516] Completed UPWK in 0.4s | 2.98 sym/s | Total: 18.1m | ETA: 1.6m
[2025-12-03T20:51:58.316879] [INFO ] [sig       ] [3240/3516] Forecasting UPXI...
[2025-12-03T20:51:58.316906] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-03T20:51:58.316934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-03T20:51:58.327705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-03T20:51:58.328036] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-03T20:51:58.328785] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-03T20:51:58.328834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:58.328864] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:58.328901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:58.328956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:58.383722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:58.384537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:58.384637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:58.384671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:58.501026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:58.501176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:58.501216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:58.501244] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:58.504589] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2025-12-03T20:51:58.504855] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-03T20:51:58.504977] [INFO ] [sig       ] UPXI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:58.646032] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UPXI.txt
[2025-12-03T20:51:58.646162] [INFO ] [sig       ] [3240/3516] Completed UPXI in 0.3s | 2.98 sym/s | Total: 18.1m | ETA: 1.5m
[2025-12-03T20:51:58.646200] [INFO ] [sig       ] [3241/3516] Forecasting URBN...
[2025-12-03T20:51:58.646230] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-03T20:51:58.646258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-03T20:51:58.657314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-03T20:51:58.657651] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-03T20:51:58.658446] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-03T20:51:58.658497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:58.658528] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:58.658553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:58.658635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:58.714952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:58.715832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:58.715917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:58.715950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:58.836996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:58.837153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:58.837192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:58.837221] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:58.840475] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-12-03T20:51:58.840758] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-03T20:51:58.840880] [INFO ] [sig       ] URBN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:58.979370] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/URBN.txt
[2025-12-03T20:51:58.979503] [INFO ] [sig       ] [3241/3516] Completed URBN in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:51:58.979540] [INFO ] [sig       ] [3242/3516] Forecasting URGN...
[2025-12-03T20:51:58.979585] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-03T20:51:58.979618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-03T20:51:58.990708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-03T20:51:58.991032] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-03T20:51:58.991809] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-03T20:51:58.991858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:58.991889] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:58.991915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:58.991970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:59.046163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:59.047013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:59.047129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:59.047162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:59.163862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:59.164014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:59.164052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:59.164080] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:59.167311] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-03T20:51:59.167570] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-03T20:51:59.167705] [INFO ] [sig       ] URGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:59.302907] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/URGN.txt
[2025-12-03T20:51:59.303041] [INFO ] [sig       ] [3242/3516] Completed URGN in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:51:59.303077] [INFO ] [sig       ] [3243/3516] Forecasting URI...
[2025-12-03T20:51:59.303105] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-03T20:51:59.303134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-03T20:51:59.313952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-03T20:51:59.314281] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-03T20:51:59.315026] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-03T20:51:59.315074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:59.315105] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:59.315130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:59.315184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:59.369126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:59.369712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:59.369786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:59.369817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:59.490365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:59.490471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:59.490504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:59.490530] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:59.493531] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-12-03T20:51:59.493800] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-03T20:51:59.493916] [INFO ] [sig       ] URI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:51:59.628452] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/URI.txt
[2025-12-03T20:51:59.628559] [INFO ] [sig       ] [3243/3516] Completed URI in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:51:59.628615] [INFO ] [sig       ] [3244/3516] Forecasting URNJ...
[2025-12-03T20:51:59.628643] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-03T20:51:59.628678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-03T20:51:59.640727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-03T20:51:59.641109] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-03T20:51:59.641960] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-03T20:51:59.642022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:59.642058] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:59.642083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:59.642138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:51:59.699709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:51:59.700428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:51:59.700510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:51:59.700541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:51:59.828936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:51:59.829080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:51:59.829117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:51:59.829144] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:51:59.832564] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-03T20:51:59.832876] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-03T20:51:59.833007] [INFO ] [sig       ] URNJ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:51:59.973082] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/URNJ.txt
[2025-12-03T20:51:59.973216] [INFO ] [sig       ] [3244/3516] Completed URNJ in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:51:59.973254] [INFO ] [sig       ] [3245/3516] Forecasting UROY...
[2025-12-03T20:51:59.973282] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-03T20:51:59.973310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-03T20:51:59.985285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-03T20:51:59.985676] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-03T20:51:59.986497] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-03T20:51:59.986549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:51:59.986602] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:51:59.986632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:51:59.986688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:00.048353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:00.049217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:00.049308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:00.049347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:00.181827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:00.181979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:00.182017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:00.182047] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:00.185471] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-03T20:52:00.185808] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-03T20:52:00.185968] [INFO ] [sig       ] UROY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:00.330855] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UROY.txt
[2025-12-03T20:52:00.331036] [INFO ] [sig       ] [3245/3516] Completed UROY in 0.4s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:00.331074] [INFO ] [sig       ] [3246/3516] Forecasting USA...
[2025-12-03T20:52:00.331103] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-03T20:52:00.331131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-03T20:52:00.342024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-03T20:52:00.342344] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-03T20:52:00.343123] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-03T20:52:00.343177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:00.343231] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:00.343277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:00.343335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:00.400255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:00.401037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:00.401120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:00.401154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:00.520524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:00.520693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:00.520731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:00.520760] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:00.524154] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-03T20:52:00.524433] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-03T20:52:00.524570] [INFO ] [sig       ] USA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:00.665054] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USA.txt
[2025-12-03T20:52:00.665183] [INFO ] [sig       ] [3246/3516] Completed USA in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:00.665219] [INFO ] [sig       ] [3247/3516] Forecasting USAC...
[2025-12-03T20:52:00.665247] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-03T20:52:00.665277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-03T20:52:00.676412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-03T20:52:00.676761] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-03T20:52:00.677534] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-03T20:52:00.677605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:00.677639] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:00.677665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:00.677721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:00.738143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:00.738950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:00.739031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:00.739064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:00.860702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:00.860861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:00.860902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:00.860931] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:00.864325] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-03T20:52:00.864615] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-03T20:52:00.864737] [INFO ] [sig       ] USAC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:01.005274] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USAC.txt
[2025-12-03T20:52:01.005412] [INFO ] [sig       ] [3247/3516] Completed USAC in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:01.005450] [INFO ] [sig       ] [3248/3516] Forecasting USB...
[2025-12-03T20:52:01.005478] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-03T20:52:01.005509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-03T20:52:01.020671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-03T20:52:01.020962] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-03T20:52:01.021708] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-03T20:52:01.021757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:01.021788] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:01.021813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:01.021867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:01.080498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:01.081165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:01.081248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:01.081281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:01.200764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:01.200919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:01.200957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:01.200986] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:01.204291] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-12-03T20:52:01.204560] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-03T20:52:01.204702] [INFO ] [sig       ] USB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:01.343258] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/USB.txt
[2025-12-03T20:52:01.343384] [INFO ] [sig       ] [3248/3516] Completed USB in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:01.343420] [INFO ] [sig       ] [3249/3516] Forecasting USCB...
[2025-12-03T20:52:01.343447] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-03T20:52:01.343476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-03T20:52:01.354336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-03T20:52:01.354688] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-03T20:52:01.355489] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-03T20:52:01.355539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:01.355616] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:01.355645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:01.355700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:01.412078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:01.412780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:01.412860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:01.412892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:01.527535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:01.527684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:01.527721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:01.527747] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:01.531063] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-12-03T20:52:01.531327] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-03T20:52:01.531449] [INFO ] [sig       ] USCB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:01.670343] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USCB.txt
[2025-12-03T20:52:01.670490] [INFO ] [sig       ] [3249/3516] Completed USCB in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:01.670530] [INFO ] [sig       ] [3250/3516] Forecasting USDX...
[2025-12-03T20:52:01.670561] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-03T20:52:01.670614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-03T20:52:01.681401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-03T20:52:01.681726] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-03T20:52:01.682480] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-03T20:52:01.682532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:01.682564] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:01.682611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:01.682668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:01.740183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:01.740928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:01.741015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:01.741048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:01.863924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:01.864086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:01.864124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:01.864152] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:01.867700] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-12-03T20:52:01.868039] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-03T20:52:01.868172] [INFO ] [sig       ] USDX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:02.008435] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/USDX.txt
[2025-12-03T20:52:02.008605] [INFO ] [sig       ] [3250/3516] Completed USDX in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:02.008645] [INFO ] [sig       ] [3251/3516] Forecasting USEA...
[2025-12-03T20:52:02.008674] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-03T20:52:02.008704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-03T20:52:02.019849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-03T20:52:02.020216] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-03T20:52:02.020975] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-03T20:52:02.021024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:02.021055] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:02.021081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:02.021149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:02.076461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:02.077311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:02.077393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:02.077426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:02.190883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:02.191039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:02.191077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:02.191106] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:02.194430] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-12-03T20:52:02.194719] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-03T20:52:02.194840] [INFO ] [sig       ] USEA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:02.336151] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USEA.txt
[2025-12-03T20:52:02.336274] [INFO ] [sig       ] [3251/3516] Completed USEA in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:02.336321] [INFO ] [sig       ] [3252/3516] Forecasting USFD...
[2025-12-03T20:52:02.336363] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-03T20:52:02.336398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-03T20:52:02.347619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-03T20:52:02.347899] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-03T20:52:02.348714] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-03T20:52:02.348765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:02.348797] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:02.348823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:02.348879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:02.406689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:02.407296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:02.407374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:02.407406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:02.530624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:02.530773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:02.530812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:02.530870] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:02.534112] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-03T20:52:02.534379] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-03T20:52:02.534500] [INFO ] [sig       ] USFD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:02.671902] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USFD.txt
[2025-12-03T20:52:02.672030] [INFO ] [sig       ] [3252/3516] Completed USFD in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:02.672069] [INFO ] [sig       ] [3253/3516] Forecasting USGO...
[2025-12-03T20:52:02.672099] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-03T20:52:02.672131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-03T20:52:02.683508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-03T20:52:02.683860] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-03T20:52:02.684641] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-03T20:52:02.684703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:02.684736] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:02.684761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:02.684816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:02.739870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:02.740716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:02.740799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:02.740831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:02.862962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:02.863131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:02.863172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:02.863201] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:02.866717] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-03T20:52:02.867003] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-03T20:52:02.867133] [INFO ] [sig       ] USGO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:03.012410] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USGO.txt
[2025-12-03T20:52:03.012554] [INFO ] [sig       ] [3253/3516] Completed USGO in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:03.012609] [INFO ] [sig       ] [3254/3516] Forecasting USIG...
[2025-12-03T20:52:03.012640] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-03T20:52:03.012670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-03T20:52:03.024031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-03T20:52:03.024329] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-03T20:52:03.025123] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-03T20:52:03.025173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:03.025208] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:03.025234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:03.025291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:03.082291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:03.082924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:03.082997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:03.083029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:03.212481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:03.212654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:03.212700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:03.212729] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:03.216108] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=0.17%)
[2025-12-03T20:52:03.216384] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-03T20:52:03.216503] [INFO ] [sig       ] USIG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:03.357275] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USIG.txt
[2025-12-03T20:52:03.357422] [INFO ] [sig       ] [3254/3516] Completed USIG in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:03.357461] [INFO ] [sig       ] [3255/3516] Forecasting USIO...
[2025-12-03T20:52:03.357494] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-03T20:52:03.357525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-03T20:52:03.368448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-03T20:52:03.368751] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-03T20:52:03.369470] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-03T20:52:03.369519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:03.369549] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:03.369594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:03.369652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:03.424798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:03.425394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:03.425469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:03.425500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:03.536185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:03.536315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:03.536351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:03.536378] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:03.539538] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-12-03T20:52:03.539812] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-03T20:52:03.539930] [INFO ] [sig       ] USIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:03.675815] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/USIO.txt
[2025-12-03T20:52:03.675962] [INFO ] [sig       ] [3255/3516] Completed USIO in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:03.676000] [INFO ] [sig       ] [3256/3516] Forecasting USLM...
[2025-12-03T20:52:03.676027] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-03T20:52:03.676057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-03T20:52:03.687070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-03T20:52:03.687373] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-03T20:52:03.688210] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-03T20:52:03.688261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:03.688292] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:03.688318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:03.688372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:03.748148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:03.748807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:03.748882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:03.748912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:03.863859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:03.864003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:03.864040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:03.864067] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:03.867272] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2025-12-03T20:52:03.867528] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-03T20:52:03.867661] [INFO ] [sig       ] USLM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:04.010270] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/USLM.txt
[2025-12-03T20:52:04.010397] [INFO ] [sig       ] [3256/3516] Completed USLM in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:04.010434] [INFO ] [sig       ] [3257/3516] Forecasting USMC...
[2025-12-03T20:52:04.010463] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-03T20:52:04.010491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-03T20:52:04.021627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-03T20:52:04.021919] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-03T20:52:04.022690] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-03T20:52:04.022740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:04.022771] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:04.022798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:04.022854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:04.079935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:04.080541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:04.080635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:04.080669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:04.192942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:04.193080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:04.193117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:04.193144] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:04.196321] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-03T20:52:04.196605] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-03T20:52:04.196722] [INFO ] [sig       ] USMC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:04.340449] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USMC.txt
[2025-12-03T20:52:04.340597] [INFO ] [sig       ] [3257/3516] Completed USMC in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.5m
[2025-12-03T20:52:04.340635] [INFO ] [sig       ] [3258/3516] Forecasting USOI...
[2025-12-03T20:52:04.340664] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-03T20:52:04.340693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-03T20:52:04.351877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-03T20:52:04.352230] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-03T20:52:04.353026] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-03T20:52:04.353076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:04.353107] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:04.353133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:04.353188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:04.411428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:04.412344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:04.412429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:04.412462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:04.540133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:04.540284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:04.540323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:04.540353] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:04.543937] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-12-03T20:52:04.544289] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-03T20:52:04.544446] [INFO ] [sig       ] USOI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:04.687649] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/USOI.txt
[2025-12-03T20:52:04.687799] [INFO ] [sig       ] [3258/3516] Completed USOI in 0.3s | 2.98 sym/s | Total: 18.2m | ETA: 1.4m
[2025-12-03T20:52:04.687835] [INFO ] [sig       ] [3259/3516] Forecasting USOY...
[2025-12-03T20:52:04.687864] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-03T20:52:04.687893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-03T20:52:04.699065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-03T20:52:04.699422] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-03T20:52:04.700202] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-03T20:52:04.700253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:04.700283] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:04.700310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:04.700369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:04.757045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:04.757898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:04.758036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:04.758073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:04.873854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:04.874008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:04.874048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:04.874077] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:04.877468] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=55.10%)
[2025-12-03T20:52:04.877802] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-03T20:52:04.877934] [INFO ] [sig       ] USOY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:05.018750] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/USOY.txt
[2025-12-03T20:52:05.018905] [INFO ] [sig       ] [3259/3516] Completed USOY in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:05.018943] [INFO ] [sig       ] [3260/3516] Forecasting USTB...
[2025-12-03T20:52:05.018973] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-03T20:52:05.019004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-03T20:52:05.030343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-03T20:52:05.030746] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-03T20:52:05.031519] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-03T20:52:05.031594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:05.031631] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:05.031659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:05.031716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:05.088717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:05.089537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:05.089638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:05.089673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:05.204716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:05.204886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:05.204926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:05.204954] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:05.208417] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=56.23%)
[2025-12-03T20:52:05.208769] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-03T20:52:05.208905] [INFO ] [sig       ] USTB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:05.349541] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/USTB.txt
[2025-12-03T20:52:05.349708] [INFO ] [sig       ] [3260/3516] Completed USTB in 0.3s | 2.98 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:05.349745] [INFO ] [sig       ] [3261/3516] Forecasting USVM...
[2025-12-03T20:52:05.349772] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-03T20:52:05.349801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-03T20:52:05.360883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-03T20:52:05.361229] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-03T20:52:05.362014] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-03T20:52:05.362065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:05.362096] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:05.362122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:05.362181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:05.436228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:05.437072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:05.437156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:05.437189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:05.566357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:05.566533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:05.566597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:05.566637] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:05.571727] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-03T20:52:05.572217] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-03T20:52:05.572416] [INFO ] [sig       ] USVM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:05.784637] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USVM.txt
[2025-12-03T20:52:05.784849] [INFO ] [sig       ] [3261/3516] Completed USVM in 0.4s | 2.98 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:05.784913] [INFO ] [sig       ] [3262/3516] Forecasting USXF...
[2025-12-03T20:52:05.784964] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-03T20:52:05.785016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-03T20:52:05.801877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-03T20:52:05.802348] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-03T20:52:05.803460] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-03T20:52:05.803527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:05.803790] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:05.803839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:05.803928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:05.888154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:05.889312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:05.889423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:05.889475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:06.031541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:06.031748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:06.031811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:06.031861] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:06.036989] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=42.71%)
[2025-12-03T20:52:06.037427] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-03T20:52:06.037634] [INFO ] [sig       ] USXF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:06.214159] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/USXF.txt
[2025-12-03T20:52:06.214348] [INFO ] [sig       ] [3262/3516] Completed USXF in 0.4s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:06.214387] [INFO ] [sig       ] [3263/3516] Forecasting UTEN...
[2025-12-03T20:52:06.214416] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-03T20:52:06.214446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-03T20:52:06.226325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-03T20:52:06.226770] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-03T20:52:06.227611] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-03T20:52:06.227663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:06.227696] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:06.227722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:06.227777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:06.285077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:06.286060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:06.286156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:06.286194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:06.431361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:06.431541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:06.431612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:06.431653] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:06.436350] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2025-12-03T20:52:06.436780] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-03T20:52:06.436954] [INFO ] [sig       ] UTEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:06.646050] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UTEN.txt
[2025-12-03T20:52:06.646217] [INFO ] [sig       ] [3263/3516] Completed UTEN in 0.4s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:06.646258] [INFO ] [sig       ] [3264/3516] Forecasting UTF...
[2025-12-03T20:52:06.646287] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-03T20:52:06.646317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-03T20:52:06.661781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-03T20:52:06.662243] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-03T20:52:06.663218] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-03T20:52:06.663292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:06.663334] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:06.663377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:06.663466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:06.741959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:06.743160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:06.743273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:06.743324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:06.878070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:06.878256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:06.878296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:06.878324] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:06.881749] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-12-03T20:52:06.882036] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-03T20:52:06.882167] [INFO ] [sig       ] UTF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:07.064503] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UTF.txt
[2025-12-03T20:52:07.064733] [INFO ] [sig       ] [3264/3516] Completed UTF in 0.4s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:07.064794] [INFO ] [sig       ] [3265/3516] Forecasting UTI...
[2025-12-03T20:52:07.064838] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-03T20:52:07.064885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-03T20:52:07.081260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-03T20:52:07.081688] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-03T20:52:07.082766] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-03T20:52:07.082830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:07.082878] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:07.082919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:07.083005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:07.148089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:07.148974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:07.149057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:07.149090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:07.277066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:07.277215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:07.277253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:07.277281] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:07.280662] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=92.93%)
[2025-12-03T20:52:07.280941] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-03T20:52:07.281065] [INFO ] [sig       ] UTI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:07.420992] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UTI.txt
[2025-12-03T20:52:07.421144] [INFO ] [sig       ] [3265/3516] Completed UTI in 0.4s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:07.421183] [INFO ] [sig       ] [3266/3516] Forecasting UTL...
[2025-12-03T20:52:07.421212] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-03T20:52:07.421242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-03T20:52:07.433223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-03T20:52:07.433592] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-03T20:52:07.434325] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-03T20:52:07.434375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:07.434431] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:07.434458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:07.434512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:07.489453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:07.490254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:07.490331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:07.490363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:07.605625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:07.605776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:07.605814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:07.605841] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:07.609087] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-03T20:52:07.609345] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-03T20:52:07.609468] [INFO ] [sig       ] UTL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:07.747138] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UTL.txt
[2025-12-03T20:52:07.747261] [INFO ] [sig       ] [3266/3516] Completed UTL in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:07.747298] [INFO ] [sig       ] [3267/3516] Forecasting UTMD...
[2025-12-03T20:52:07.747326] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-03T20:52:07.747354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-03T20:52:07.757955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-03T20:52:07.758309] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-03T20:52:07.759058] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-03T20:52:07.759106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:07.759137] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:07.759163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:07.759216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:07.814190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:07.814997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:07.815076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:07.815107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:07.927600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:07.927754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:07.927794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:07.927820] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:07.931171] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2025-12-03T20:52:07.931474] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-03T20:52:07.931623] [INFO ] [sig       ] UTMD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:08.069598] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UTMD.txt
[2025-12-03T20:52:08.069722] [INFO ] [sig       ] [3267/3516] Completed UTMD in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:08.069766] [INFO ] [sig       ] [3268/3516] Forecasting UTWO...
[2025-12-03T20:52:08.069795] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-03T20:52:08.069825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-03T20:52:08.080627] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTWO'.
[2025-12-03T20:52:08.080887] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-03T20:52:08.081620] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-03T20:52:08.081669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:08.081699] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:08.081725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:08.081779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:08.136324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:08.137205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:08.137284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:08.137316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:08.257103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:08.257251] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:52:08.257289] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:08.257316] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:08.260515] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=79.89%)
[2025-12-03T20:52:08.260790] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-03T20:52:08.260910] [INFO ] [sig       ] UTWO: Forecast for 2025-12-02: UP (sign=1.00)
[2025-12-03T20:52:08.396242] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-03	1 -> ./output/forecasts/individual/2025-12-03/UTWO.txt
[2025-12-03T20:52:08.396349] [INFO ] [sig       ] [3268/3516] Completed UTWO in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:08.396396] [INFO ] [sig       ] [3269/3516] Forecasting UTZ...
[2025-12-03T20:52:08.396430] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-03T20:52:08.396483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-03T20:52:08.407233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-03T20:52:08.407523] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-03T20:52:08.408315] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-03T20:52:08.408363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:08.408393] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:08.408418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:08.408471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:08.463622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:08.464201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:08.464274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:08.464305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:08.578336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:08.578483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:08.578520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:08.578597] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:08.581940] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=10.26%)
[2025-12-03T20:52:08.582210] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-03T20:52:08.582340] [INFO ] [sig       ] UTZ: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:08.720381] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UTZ.txt
[2025-12-03T20:52:08.720530] [INFO ] [sig       ] [3269/3516] Completed UTZ in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:08.720567] [INFO ] [sig       ] [3270/3516] Forecasting UVE...
[2025-12-03T20:52:08.720618] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-03T20:52:08.720649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-03T20:52:08.731373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-03T20:52:08.731875] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-03T20:52:08.732820] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-03T20:52:08.732869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:08.732898] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:08.732923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:08.732977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:08.789613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:08.790427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:08.790512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:08.790543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:08.907392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:08.907542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:08.907595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:08.907625] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:08.910836] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-03T20:52:08.911100] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-03T20:52:08.911220] [INFO ] [sig       ] UVE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:09.048595] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UVE.txt
[2025-12-03T20:52:09.048734] [INFO ] [sig       ] [3270/3516] Completed UVE in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:09.048771] [INFO ] [sig       ] [3271/3516] Forecasting UVSP...
[2025-12-03T20:52:09.048798] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-03T20:52:09.048826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-03T20:52:09.059401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-03T20:52:09.059738] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-03T20:52:09.060458] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-03T20:52:09.060506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:09.060535] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:09.060561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:09.060635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:09.119894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:09.120585] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:09.120660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:09.120692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:09.238033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:09.238183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:09.238238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:09.238266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:09.241489] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2025-12-03T20:52:09.241770] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-03T20:52:09.241887] [INFO ] [sig       ] UVSP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:09.378283] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UVSP.txt
[2025-12-03T20:52:09.378418] [INFO ] [sig       ] [3271/3516] Completed UVSP in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:09.378455] [INFO ] [sig       ] [3272/3516] Forecasting UWMC...
[2025-12-03T20:52:09.378483] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-03T20:52:09.378513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-03T20:52:09.388869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-03T20:52:09.389140] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-03T20:52:09.389874] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-03T20:52:09.389922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:09.389952] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:09.389978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:09.390032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:09.445151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:09.445782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:09.445853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:09.445884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:09.563255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:09.563383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:09.563422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:09.563456] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:09.566725] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2025-12-03T20:52:09.566985] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-03T20:52:09.567106] [INFO ] [sig       ] UWMC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:09.704791] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/UWMC.txt
[2025-12-03T20:52:09.704909] [INFO ] [sig       ] [3272/3516] Completed UWMC in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:09.704945] [INFO ] [sig       ] [3273/3516] Forecasting UXIN...
[2025-12-03T20:52:09.704972] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-03T20:52:09.704999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-03T20:52:09.715548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-03T20:52:09.715843] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-03T20:52:09.716609] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-03T20:52:09.716658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:09.716688] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:09.716713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:09.716767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:09.772795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:09.773674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:09.773767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:09.773799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:09.892912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:09.893073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:09.893111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:09.893138] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:09.896419] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-03T20:52:09.896732] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-03T20:52:09.896851] [INFO ] [sig       ] UXIN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:10.077860] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UXIN.txt
[2025-12-03T20:52:10.077989] [INFO ] [sig       ] [3273/3516] Completed UXIN in 0.4s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:10.078043] [INFO ] [sig       ] [3274/3516] Forecasting UYLD...
[2025-12-03T20:52:10.078080] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-03T20:52:10.078108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-03T20:52:10.088509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-03T20:52:10.088828] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-03T20:52:10.089562] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-03T20:52:10.089633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:10.089665] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:10.089690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:10.089744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:10.144933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:10.145629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:10.145703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:10.145734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:10.254513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:10.254676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:10.254715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:10.254742] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:10.258174] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: DOWN (p=47.63%)
[2025-12-03T20:52:10.258467] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-03T20:52:10.258613] [INFO ] [sig       ] UYLD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:10.396560] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UYLD.txt
[2025-12-03T20:52:10.396716] [INFO ] [sig       ] [3274/3516] Completed UYLD in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:10.396752] [INFO ] [sig       ] [3275/3516] Forecasting UZE...
[2025-12-03T20:52:10.396779] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-03T20:52:10.396808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-03T20:52:10.408006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-03T20:52:10.408281] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-03T20:52:10.409055] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-03T20:52:10.409103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:10.409143] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:10.409169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:10.409223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:10.464410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:10.465051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:10.465124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:10.465154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:10.574042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:10.574181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:10.574216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:10.574243] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:10.577478] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-03T20:52:10.577758] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-03T20:52:10.577874] [INFO ] [sig       ] UZE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:10.717890] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/UZE.txt
[2025-12-03T20:52:10.718053] [INFO ] [sig       ] [3275/3516] Completed UZE in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 1.4m
[2025-12-03T20:52:10.718100] [INFO ] [sig       ] [3276/3516] Forecasting VAC...
[2025-12-03T20:52:10.718130] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-03T20:52:10.718160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-03T20:52:10.729224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-03T20:52:10.729479] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-03T20:52:10.730237] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-03T20:52:10.730286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:10.730315] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:10.730341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:10.730394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:10.784920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:10.785507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:10.785622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:10.785656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:10.903429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:10.903593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:10.903633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:10.903660] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:10.906890] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-03T20:52:10.907149] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-03T20:52:10.907265] [INFO ] [sig       ] VAC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:11.043753] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VAC.txt
[2025-12-03T20:52:11.043879] [INFO ] [sig       ] [3276/3516] Completed VAC in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:11.043915] [INFO ] [sig       ] [3277/3516] Forecasting VAL...
[2025-12-03T20:52:11.043943] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-03T20:52:11.043971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-03T20:52:11.054951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-03T20:52:11.055224] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-03T20:52:11.055967] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-03T20:52:11.056025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:11.056055] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:11.056081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:11.056135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:11.110521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:11.111122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:11.111195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:11.111226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:11.230053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:11.230210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:11.230250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:11.230278] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:11.233517] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-03T20:52:11.233795] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-03T20:52:11.233913] [INFO ] [sig       ] VAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:11.370318] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VAL.txt
[2025-12-03T20:52:11.370439] [INFO ] [sig       ] [3277/3516] Completed VAL in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:11.370475] [INFO ] [sig       ] [3278/3516] Forecasting VALE...
[2025-12-03T20:52:11.370502] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-03T20:52:11.370531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-03T20:52:11.381802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-03T20:52:11.382090] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-03T20:52:11.382841] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-03T20:52:11.382890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:11.382919] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:11.382944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:11.382997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:11.438117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:11.438989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:11.439068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:11.439100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:11.559935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:11.560107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:11.560150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:11.560178] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:11.563540] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=8.75%)
[2025-12-03T20:52:11.563836] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-03T20:52:11.563953] [INFO ] [sig       ] VALE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:11.701515] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VALE.txt
[2025-12-03T20:52:11.701694] [INFO ] [sig       ] [3278/3516] Completed VALE in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:11.701737] [INFO ] [sig       ] [3279/3516] Forecasting VALN...
[2025-12-03T20:52:11.701773] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-03T20:52:11.701802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-03T20:52:11.714594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-03T20:52:11.715108] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-03T20:52:11.716000] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-03T20:52:11.716052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:11.716086] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:11.716113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:11.716171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:11.773848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:11.774994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:11.775091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:11.775124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:11.884729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:11.884954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:11.884999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:11.885028] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:11.889005] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=26.99%)
[2025-12-03T20:52:11.889329] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-03T20:52:11.889482] [INFO ] [sig       ] VALN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:12.033488] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VALN.txt
[2025-12-03T20:52:12.033740] [INFO ] [sig       ] [3279/3516] Completed VALN in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:12.033783] [INFO ] [sig       ] [3280/3516] Forecasting VANI...
[2025-12-03T20:52:12.033814] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-03T20:52:12.033848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-03T20:52:12.046984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-03T20:52:12.047389] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-03T20:52:12.048198] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-03T20:52:12.048252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:12.048302] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:12.048336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:12.048394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:12.104166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:12.104952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:12.105036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:12.105068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:12.225405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:12.225556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:12.225626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:12.225654] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:12.228943] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=45.57%)
[2025-12-03T20:52:12.229206] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-03T20:52:12.229330] [INFO ] [sig       ] VANI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:12.367431] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VANI.txt
[2025-12-03T20:52:12.367585] [INFO ] [sig       ] [3280/3516] Completed VANI in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:12.367623] [INFO ] [sig       ] [3281/3516] Forecasting VBF...
[2025-12-03T20:52:12.367652] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-03T20:52:12.367680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-03T20:52:12.381085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-03T20:52:12.381603] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-03T20:52:12.382523] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-03T20:52:12.382593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:12.382628] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:12.382654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:12.382710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:12.443528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:12.444721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:12.444841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:12.444874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:12.570422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:12.570667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:12.570713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:12.570741] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:12.574749] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-12-03T20:52:12.575062] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-03T20:52:12.575195] [INFO ] [sig       ] VBF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:12.720371] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VBF.txt
[2025-12-03T20:52:12.720607] [INFO ] [sig       ] [3281/3516] Completed VBF in 0.4s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:12.720652] [INFO ] [sig       ] [3282/3516] Forecasting VBNK...
[2025-12-03T20:52:12.720683] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-03T20:52:12.720716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-03T20:52:12.734208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-03T20:52:12.734724] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-03T20:52:12.735631] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-03T20:52:12.735684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:12.735717] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:12.735744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:12.735821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:12.794602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:12.795760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:12.795857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:12.795890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:12.920445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:12.920686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:12.920728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:12.920784] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:12.924603] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-12-03T20:52:12.924950] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-03T20:52:12.925093] [INFO ] [sig       ] VBNK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:13.066657] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VBNK.txt
[2025-12-03T20:52:13.066854] [INFO ] [sig       ] [3282/3516] Completed VBNK in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:13.066893] [INFO ] [sig       ] [3283/3516] Forecasting VC...
[2025-12-03T20:52:13.066921] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-03T20:52:13.066952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-03T20:52:13.080200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-03T20:52:13.080639] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-03T20:52:13.081405] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-03T20:52:13.081455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:13.081518] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:13.081544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:13.081613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:13.136907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:13.137795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:13.137881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:13.137913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:13.257005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:13.257164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:13.257201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:13.257228] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:13.260530] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=11.48%)
[2025-12-03T20:52:13.260817] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-03T20:52:13.260939] [INFO ] [sig       ] VC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:13.397881] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VC.txt
[2025-12-03T20:52:13.398044] [INFO ] [sig       ] [3283/3516] Completed VC in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:13.398084] [INFO ] [sig       ] [3284/3516] Forecasting VCEL...
[2025-12-03T20:52:13.398113] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-03T20:52:13.398142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-03T20:52:13.408999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-03T20:52:13.409323] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-03T20:52:13.410079] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-03T20:52:13.410128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:13.410157] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:13.410183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:13.410237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:13.465670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:13.466446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:13.466525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:13.466591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:13.584077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:13.584252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:13.584292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:13.584319] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:13.587562] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2025-12-03T20:52:13.587843] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-03T20:52:13.587968] [INFO ] [sig       ] VCEL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:13.744907] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VCEL.txt
[2025-12-03T20:52:13.745105] [INFO ] [sig       ] [3284/3516] Completed VCEL in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:13.745162] [INFO ] [sig       ] [3285/3516] Forecasting VCIG...
[2025-12-03T20:52:13.745201] [INFO ] [sig       ] Generating forecast for: VCIG
[2025-12-03T20:52:13.745238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCIG' from 'https://tdm.silogroup.org/data/derivative_storage/VCIG.csv'.
[2025-12-03T20:52:13.759438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCIG'.
[2025-12-03T20:52:13.759952] [INFO ] [FORECASTER] Starting predict_future for VCIG
[2025-12-03T20:52:13.761104] [DEBUG] [LOCAL     ] No optimal features file found for VCIG: ./output/feature-sets/VCIG.txt
[2025-12-03T20:52:13.761170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:13.761223] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:13.761266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:13.761348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:13.836247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:13.837260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:13.837361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:13.837408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:13.957533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:13.957703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:13.957741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:13.957768] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:13.961114] [DEBUG] [FORECASTER] VCIG: Forecast T+1@11:T+2@11: DOWN (p=11.33%)
[2025-12-03T20:52:13.961421] [INFO ] [FORECASTER] Completed predict_future for VCIG
[2025-12-03T20:52:13.961554] [INFO ] [sig       ] VCIG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:14.112920] [INFO ] [LOCAL     ] Saved forecast: VCIG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VCIG.txt
[2025-12-03T20:52:14.113079] [INFO ] [sig       ] [3285/3516] Completed VCIG in 0.4s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:14.113116] [INFO ] [sig       ] [3286/3516] Forecasting VCRB...
[2025-12-03T20:52:14.113143] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-03T20:52:14.113173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-03T20:52:14.125032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-03T20:52:14.125403] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-03T20:52:14.126164] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-03T20:52:14.126214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:14.126244] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:14.126269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:14.126347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:14.181767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:14.182568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:14.182670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:14.182702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:14.299201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:14.299354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:14.299391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:14.299451] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:14.302678] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=81.68%)
[2025-12-03T20:52:14.302942] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-03T20:52:14.303062] [INFO ] [sig       ] VCRB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:14.440871] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VCRB.txt
[2025-12-03T20:52:14.441024] [INFO ] [sig       ] [3286/3516] Completed VCRB in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:14.441061] [INFO ] [sig       ] [3287/3516] Forecasting VCSH...
[2025-12-03T20:52:14.441089] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-03T20:52:14.441117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-03T20:52:14.452008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-03T20:52:14.452282] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-03T20:52:14.453025] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-03T20:52:14.453074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:14.453104] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:14.453130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:14.453184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:14.508351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:14.509189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:14.509267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:14.509298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:14.629714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:14.629866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:14.629904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:14.629931] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:14.633130] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-03T20:52:14.633391] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-03T20:52:14.633508] [INFO ] [sig       ] VCSH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:14.771262] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VCSH.txt
[2025-12-03T20:52:14.771402] [INFO ] [sig       ] [3287/3516] Completed VCSH in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:14.771439] [INFO ] [sig       ] [3288/3516] Forecasting VECO...
[2025-12-03T20:52:14.771467] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-03T20:52:14.771495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-03T20:52:14.782674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-03T20:52:14.783043] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-03T20:52:14.783867] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-03T20:52:14.783927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:14.783964] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:14.783991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:14.784048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:14.843034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:14.843900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:14.843979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:14.844011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:14.965345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:14.965508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:14.965545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:14.965591] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:14.968929] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2025-12-03T20:52:14.969207] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-03T20:52:14.969332] [INFO ] [sig       ] VECO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:15.106735] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VECO.txt
[2025-12-03T20:52:15.106878] [INFO ] [sig       ] [3288/3516] Completed VECO in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:15.106914] [INFO ] [sig       ] [3289/3516] Forecasting VEEE...
[2025-12-03T20:52:15.106943] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-03T20:52:15.106972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-03T20:52:15.121049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-03T20:52:15.121498] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-03T20:52:15.122512] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-03T20:52:15.122597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:15.122639] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:15.122670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:15.122753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:15.192029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:15.192882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:15.192965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:15.192996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:15.306134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:15.306279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:15.306316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:15.306343] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:15.309650] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=63.55%)
[2025-12-03T20:52:15.309948] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-03T20:52:15.310076] [INFO ] [sig       ] VEEE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:15.448849] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VEEE.txt
[2025-12-03T20:52:15.449005] [INFO ] [sig       ] [3289/3516] Completed VEEE in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:15.449042] [INFO ] [sig       ] [3290/3516] Forecasting VEL...
[2025-12-03T20:52:15.449070] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-03T20:52:15.449107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-03T20:52:15.460609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-03T20:52:15.460994] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-03T20:52:15.461838] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-03T20:52:15.461888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:15.461918] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:15.461943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:15.461996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:15.518319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:15.519126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:15.519210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:15.519242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:15.637694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:15.637850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:15.637887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:15.637913] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:15.641251] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=91.31%)
[2025-12-03T20:52:15.641535] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-03T20:52:15.641689] [INFO ] [sig       ] VEL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:15.782504] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VEL.txt
[2025-12-03T20:52:15.782683] [INFO ] [sig       ] [3290/3516] Completed VEL in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:15.782731] [INFO ] [sig       ] [3291/3516] Forecasting VEON...
[2025-12-03T20:52:15.782759] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-03T20:52:15.782788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-03T20:52:15.794502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-03T20:52:15.794890] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-03T20:52:15.795724] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-03T20:52:15.795776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:15.795806] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:15.795831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:15.795885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:15.851787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:15.852618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:15.852706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:15.852737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:15.974943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:15.975100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:15.975140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:15.975169] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:15.978555] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-03T20:52:15.978844] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-03T20:52:15.978969] [INFO ] [sig       ] VEON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:16.117514] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VEON.txt
[2025-12-03T20:52:16.117687] [INFO ] [sig       ] [3291/3516] Completed VEON in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:16.117727] [INFO ] [sig       ] [3292/3516] Forecasting VERA...
[2025-12-03T20:52:16.117755] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-03T20:52:16.117784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-03T20:52:16.129098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-03T20:52:16.129468] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-03T20:52:16.130319] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-03T20:52:16.130371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:16.130403] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:16.130430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:16.130486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:16.186257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:16.187130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:16.187210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:16.187242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:16.301900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:16.302054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:16.302092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:16.302119] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:16.305448] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=19.43%)
[2025-12-03T20:52:16.305744] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-03T20:52:16.305869] [INFO ] [sig       ] VERA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:16.446632] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VERA.txt
[2025-12-03T20:52:16.446791] [INFO ] [sig       ] [3292/3516] Completed VERA in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.3m
[2025-12-03T20:52:16.446830] [INFO ] [sig       ] [3293/3516] Forecasting VERI...
[2025-12-03T20:52:16.446857] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-03T20:52:16.446886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-03T20:52:16.457558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-03T20:52:16.457860] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-03T20:52:16.458648] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-03T20:52:16.458706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:16.458743] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:16.458774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:16.458830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:16.514192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:16.514796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:16.514899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:16.514931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:16.630415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:16.630593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:16.630635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:16.630664] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:16.633937] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-03T20:52:16.634210] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-03T20:52:16.634330] [INFO ] [sig       ] VERI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:16.771091] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VERI.txt
[2025-12-03T20:52:16.771227] [INFO ] [sig       ] [3293/3516] Completed VERI in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:16.771264] [INFO ] [sig       ] [3294/3516] Forecasting VERO...
[2025-12-03T20:52:16.771291] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-03T20:52:16.771320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-03T20:52:16.782467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-03T20:52:16.782780] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-03T20:52:16.783509] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-03T20:52:16.783557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:16.783605] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:16.783632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:16.783687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:16.838239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:16.839035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:16.839120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:16.839151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:16.956969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:16.957118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:16.957155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:16.957181] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:16.960444] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-03T20:52:16.960726] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-03T20:52:16.960844] [INFO ] [sig       ] VERO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:17.099411] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VERO.txt
[2025-12-03T20:52:17.099538] [INFO ] [sig       ] [3294/3516] Completed VERO in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:17.099591] [INFO ] [sig       ] [3295/3516] Forecasting VERX...
[2025-12-03T20:52:17.099622] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-03T20:52:17.099650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-03T20:52:17.113800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-03T20:52:17.114119] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-03T20:52:17.114886] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-03T20:52:17.114935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:17.114966] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:17.114991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:17.115045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:17.171058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:17.171703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:17.171786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:17.171820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:17.290446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:17.290637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:17.290686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:17.290722] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:17.294117] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-12-03T20:52:17.294387] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-03T20:52:17.294508] [INFO ] [sig       ] VERX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:17.431511] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VERX.txt
[2025-12-03T20:52:17.431652] [INFO ] [sig       ] [3295/3516] Completed VERX in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:17.431715] [INFO ] [sig       ] [3296/3516] Forecasting VFC...
[2025-12-03T20:52:17.431751] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-03T20:52:17.431782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-03T20:52:17.443011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-03T20:52:17.443290] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-03T20:52:17.444077] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-03T20:52:17.444128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:17.444169] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:17.444196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:17.444252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:17.501524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:17.502316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:17.502396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:17.502428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:17.622224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:17.622372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:17.622409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:17.622437] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:17.625781] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2025-12-03T20:52:17.626048] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-03T20:52:17.626166] [INFO ] [sig       ] VFC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:17.773010] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VFC.txt
[2025-12-03T20:52:17.773172] [INFO ] [sig       ] [3296/3516] Completed VFC in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:17.773210] [INFO ] [sig       ] [3297/3516] Forecasting VFF...
[2025-12-03T20:52:17.773238] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-03T20:52:17.773267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-03T20:52:17.783700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-03T20:52:17.783986] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-03T20:52:17.784737] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-03T20:52:17.784785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:17.784816] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:17.784842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:17.784896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:17.840447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:17.841034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:17.841107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:17.841138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:17.957158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:17.957310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:17.957349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:17.957378] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:17.960625] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=79.05%)
[2025-12-03T20:52:17.960887] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-03T20:52:17.961004] [INFO ] [sig       ] VFF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:18.102645] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VFF.txt
[2025-12-03T20:52:18.102775] [INFO ] [sig       ] [3297/3516] Completed VFF in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:18.102817] [INFO ] [sig       ] [3298/3516] Forecasting VFLO...
[2025-12-03T20:52:18.102846] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-03T20:52:18.102876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-03T20:52:18.113605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-03T20:52:18.113901] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-03T20:52:18.114691] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-03T20:52:18.114741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:18.114773] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:18.114800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:18.114857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:18.170229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:18.171268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:18.171377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:18.171411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:18.296809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:18.296991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:18.297056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:18.297095] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:18.300636] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2025-12-03T20:52:18.300911] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-03T20:52:18.301037] [INFO ] [sig       ] VFLO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:18.447995] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VFLO.txt
[2025-12-03T20:52:18.448153] [INFO ] [sig       ] [3298/3516] Completed VFLO in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:18.448193] [INFO ] [sig       ] [3299/3516] Forecasting VFS...
[2025-12-03T20:52:18.448221] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-03T20:52:18.448251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-03T20:52:18.462121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-03T20:52:18.462456] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-03T20:52:18.463214] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-03T20:52:18.463275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:18.463306] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:18.463332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:18.463386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:18.518950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:18.519845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:18.519925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:18.519956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:18.638308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:18.638457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:18.638496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:18.638523] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:18.641822] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-03T20:52:18.642080] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-03T20:52:18.642195] [INFO ] [sig       ] VFS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:18.780290] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VFS.txt
[2025-12-03T20:52:18.780437] [INFO ] [sig       ] [3299/3516] Completed VFS in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:18.780474] [INFO ] [sig       ] [3300/3516] Forecasting VGI...
[2025-12-03T20:52:18.780502] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-03T20:52:18.780530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-03T20:52:18.792476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-03T20:52:18.792853] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-03T20:52:18.793680] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-03T20:52:18.793731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:18.793791] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:18.793819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:18.793877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:18.854511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:18.855385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:18.855467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:18.855498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:18.964891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:18.965034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:18.965070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:18.965097] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:18.968298] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-03T20:52:18.968560] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-03T20:52:18.968696] [INFO ] [sig       ] VGI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:19.107169] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VGI.txt
[2025-12-03T20:52:19.107292] [INFO ] [sig       ] [3300/3516] Completed VGI in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:19.107329] [INFO ] [sig       ] [3301/3516] Forecasting VGM...
[2025-12-03T20:52:19.107357] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-03T20:52:19.107385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-03T20:52:19.117847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-03T20:52:19.118162] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-03T20:52:19.118913] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-03T20:52:19.118961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:19.118991] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:19.119017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:19.119072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:19.176295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:19.176991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:19.177066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:19.177099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:19.295811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:19.295949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:19.295985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:19.296011] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:19.302167] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=72.65%)
[2025-12-03T20:52:19.302477] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-03T20:52:19.302614] [INFO ] [sig       ] VGM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:19.438971] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VGM.txt
[2025-12-03T20:52:19.439095] [INFO ] [sig       ] [3301/3516] Completed VGM in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:19.439131] [INFO ] [sig       ] [3302/3516] Forecasting VGSH...
[2025-12-03T20:52:19.439158] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-03T20:52:19.439186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-03T20:52:19.450046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-03T20:52:19.450320] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-03T20:52:19.451125] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-03T20:52:19.451175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:19.451207] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:19.451233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:19.451289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:19.508816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:19.509416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:19.509490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:19.509520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:19.629818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:19.629953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:19.629987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:19.630013] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:19.633247] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-03T20:52:19.633503] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-03T20:52:19.633638] [INFO ] [sig       ] VGSH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:19.772752] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VGSH.txt
[2025-12-03T20:52:19.772890] [INFO ] [sig       ] [3302/3516] Completed VGSH in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:19.772933] [INFO ] [sig       ] [3303/3516] Forecasting VICI...
[2025-12-03T20:52:19.772962] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-03T20:52:19.772992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-03T20:52:19.785010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-03T20:52:19.785419] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-03T20:52:19.786187] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-03T20:52:19.786235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:19.786266] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:19.786291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:19.786344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:19.841822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:19.842635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:19.842712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:19.842742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:19.964155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:19.964297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:19.964332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:19.964389] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:19.967621] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-03T20:52:19.967882] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-03T20:52:19.967999] [INFO ] [sig       ] VICI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:20.106340] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VICI.txt
[2025-12-03T20:52:20.106472] [INFO ] [sig       ] [3303/3516] Completed VICI in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:20.106508] [INFO ] [sig       ] [3304/3516] Forecasting VIGI...
[2025-12-03T20:52:20.106536] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-03T20:52:20.106564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-03T20:52:20.118368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-03T20:52:20.118708] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-03T20:52:20.119465] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-03T20:52:20.119514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:20.119544] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:20.119583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:20.119640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:20.174198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:20.174813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:20.174895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:20.174926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:20.289317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:20.289484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:20.289521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:20.289549] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:20.292848] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-03T20:52:20.293109] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-03T20:52:20.293245] [INFO ] [sig       ] VIGI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:20.428956] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VIGI.txt
[2025-12-03T20:52:20.429077] [INFO ] [sig       ] [3304/3516] Completed VIGI in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:20.429114] [INFO ] [sig       ] [3305/3516] Forecasting VINP...
[2025-12-03T20:52:20.429141] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-03T20:52:20.429170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-03T20:52:20.440831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-03T20:52:20.441133] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-03T20:52:20.441892] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-03T20:52:20.441941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:20.441971] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:20.441997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:20.442052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:20.498167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:20.499282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:20.499370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:20.499400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:20.614466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:20.614633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:20.614672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:20.614701] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:20.618027] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2025-12-03T20:52:20.618332] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-03T20:52:20.618460] [INFO ] [sig       ] VINP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:20.754729] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VINP.txt
[2025-12-03T20:52:20.754844] [INFO ] [sig       ] [3305/3516] Completed VINP in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:20.754880] [INFO ] [sig       ] [3306/3516] Forecasting VIPS...
[2025-12-03T20:52:20.754907] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-03T20:52:20.754936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-03T20:52:20.766345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-03T20:52:20.766638] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-03T20:52:20.767410] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-03T20:52:20.767458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:20.767489] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:20.767515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:20.767592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:20.823179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:20.823907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:20.823981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:20.824012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:20.949244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:20.949420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:20.949478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:20.949506] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:20.952875] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-12-03T20:52:20.953148] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-03T20:52:20.953277] [INFO ] [sig       ] VIPS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:21.089161] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VIPS.txt
[2025-12-03T20:52:21.089311] [INFO ] [sig       ] [3306/3516] Completed VIPS in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:21.089349] [INFO ] [sig       ] [3307/3516] Forecasting VIRC...
[2025-12-03T20:52:21.089378] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-03T20:52:21.089407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-03T20:52:21.100282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-03T20:52:21.100602] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-03T20:52:21.101334] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-03T20:52:21.101382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:21.101412] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:21.101438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:21.101496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:21.155727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:21.156400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:21.156476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:21.156506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:21.274699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:21.274848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:21.274886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:21.274914] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:21.278155] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-03T20:52:21.278418] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-03T20:52:21.278536] [INFO ] [sig       ] VIRC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:21.415078] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VIRC.txt
[2025-12-03T20:52:21.415213] [INFO ] [sig       ] [3307/3516] Completed VIRC in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:21.415250] [INFO ] [sig       ] [3308/3516] Forecasting VITL...
[2025-12-03T20:52:21.415278] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-03T20:52:21.415307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-03T20:52:21.426268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-03T20:52:21.426620] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-03T20:52:21.427489] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-03T20:52:21.427541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:21.427589] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:21.427618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:21.427675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:21.487003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:21.487899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:21.487998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:21.488049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:21.617146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:21.617295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:21.617335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:21.617363] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:21.620845] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-03T20:52:21.621129] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-03T20:52:21.621253] [INFO ] [sig       ] VITL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:21.759396] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VITL.txt
[2025-12-03T20:52:21.759529] [INFO ] [sig       ] [3308/3516] Completed VITL in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:21.759566] [INFO ] [sig       ] [3309/3516] Forecasting VKQ...
[2025-12-03T20:52:21.759616] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-03T20:52:21.759647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-03T20:52:21.770604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-03T20:52:21.770929] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-03T20:52:21.771690] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-03T20:52:21.771739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:21.771769] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:21.771795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:21.771849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:21.826975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:21.827719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:21.827809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:21.827847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:21.948686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:21.948846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:21.948889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:21.948921] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:21.952306] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-03T20:52:21.952583] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-03T20:52:21.952700] [INFO ] [sig       ] VKQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:22.089173] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VKQ.txt
[2025-12-03T20:52:22.089307] [INFO ] [sig       ] [3309/3516] Completed VKQ in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:22.089343] [INFO ] [sig       ] [3310/3516] Forecasting VKTX...
[2025-12-03T20:52:22.089372] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-03T20:52:22.089400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-03T20:52:22.100558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-03T20:52:22.100897] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-03T20:52:22.101646] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-03T20:52:22.101695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:22.101737] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:22.101765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:22.101823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:22.156425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:22.156997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:22.157094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:22.157125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:22.275148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:22.275292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:22.275328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:22.275355] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:22.278598] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-03T20:52:22.278862] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-03T20:52:22.278976] [INFO ] [sig       ] VKTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:22.415093] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VKTX.txt
[2025-12-03T20:52:22.415228] [INFO ] [sig       ] [3310/3516] Completed VKTX in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.2m
[2025-12-03T20:52:22.415264] [INFO ] [sig       ] [3311/3516] Forecasting VLGEA...
[2025-12-03T20:52:22.415293] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-03T20:52:22.415321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-03T20:52:22.426280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-03T20:52:22.426548] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-03T20:52:22.427287] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-03T20:52:22.427335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:22.427365] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:22.427391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:22.427445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:22.482744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:22.483300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:22.483370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:22.483401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:22.602466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:22.602623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:22.602660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:22.602687] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:22.605876] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-03T20:52:22.606134] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-03T20:52:22.606249] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:22.743427] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VLGEA.txt
[2025-12-03T20:52:22.743541] [INFO ] [sig       ] [3311/3516] Completed VLGEA in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:22.743595] [INFO ] [sig       ] [3312/3516] Forecasting VLN...
[2025-12-03T20:52:22.743627] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-03T20:52:22.743655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-03T20:52:22.755190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-03T20:52:22.755527] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-03T20:52:22.756325] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-03T20:52:22.756374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:22.756403] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:22.756428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:22.756481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:22.812394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:22.813087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:22.813170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:22.813231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:22.929800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:22.929949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:22.929986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:22.930012] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:22.933648] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=69.83%)
[2025-12-03T20:52:22.934109] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-03T20:52:22.934232] [INFO ] [sig       ] VLN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:23.072753] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VLN.txt
[2025-12-03T20:52:23.072897] [INFO ] [sig       ] [3312/3516] Completed VLN in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:23.072935] [INFO ] [sig       ] [3313/3516] Forecasting VLO...
[2025-12-03T20:52:23.072964] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-03T20:52:23.072992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-03T20:52:23.084979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-03T20:52:23.085288] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-03T20:52:23.086029] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-03T20:52:23.086077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:23.086108] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:23.086133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:23.086187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:23.141054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:23.141658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:23.141730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:23.141761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:23.261766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:23.261920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:23.261958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:23.261984] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:23.265179] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-03T20:52:23.265435] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-03T20:52:23.265548] [INFO ] [sig       ] VLO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:23.404099] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VLO.txt
[2025-12-03T20:52:23.404247] [INFO ] [sig       ] [3313/3516] Completed VLO in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:23.404283] [INFO ] [sig       ] [3314/3516] Forecasting VLRS...
[2025-12-03T20:52:23.404341] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-03T20:52:23.404371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-03T20:52:23.415562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-03T20:52:23.415843] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-03T20:52:23.416555] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-03T20:52:23.416622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:23.416653] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:23.416679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:23.416733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:23.475116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:23.475756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:23.475837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:23.475874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:23.594709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:23.594855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:23.594892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:23.594919] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:23.598308] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-12-03T20:52:23.598591] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-03T20:52:23.598712] [INFO ] [sig       ] VLRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:23.736023] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VLRS.txt
[2025-12-03T20:52:23.736141] [INFO ] [sig       ] [3314/3516] Completed VLRS in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:23.736176] [INFO ] [sig       ] [3315/3516] Forecasting VLTO...
[2025-12-03T20:52:23.736203] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-03T20:52:23.736231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-03T20:52:23.748350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-03T20:52:23.748629] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-03T20:52:23.749399] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-03T20:52:23.749446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:23.749476] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:23.749501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:23.749554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:23.806078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:23.806694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:23.806765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:23.806795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:23.930773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:23.930931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:23.930969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:23.930997] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:23.934237] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-12-03T20:52:23.934493] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-03T20:52:23.934624] [INFO ] [sig       ] VLTO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:24.073567] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VLTO.txt
[2025-12-03T20:52:24.073705] [INFO ] [sig       ] [3315/3516] Completed VLTO in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:24.073741] [INFO ] [sig       ] [3316/3516] Forecasting VLY...
[2025-12-03T20:52:24.073769] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-03T20:52:24.073797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-03T20:52:24.084653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-03T20:52:24.084993] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-03T20:52:24.085758] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-03T20:52:24.085807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:24.085838] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:24.085864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:24.085919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:24.142541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:24.143212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:24.143291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:24.143324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:24.263558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:24.263735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:24.263772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:24.263800] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:24.267051] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: UP (p=66.80%)
[2025-12-03T20:52:24.267314] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-03T20:52:24.267436] [INFO ] [sig       ] VLY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:24.414054] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VLY.txt
[2025-12-03T20:52:24.414208] [INFO ] [sig       ] [3316/3516] Completed VLY in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:24.414249] [INFO ] [sig       ] [3317/3516] Forecasting VMBS...
[2025-12-03T20:52:24.414279] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-03T20:52:24.414309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-03T20:52:24.425627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-03T20:52:24.425958] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-03T20:52:24.426705] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-03T20:52:24.426754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:24.426818] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:24.426851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:24.426924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:24.483079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:24.483710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:24.483789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:24.483826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:24.609323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:24.609527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:24.609589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:24.609648] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:24.613113] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-03T20:52:24.613399] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-03T20:52:24.613528] [INFO ] [sig       ] VMBS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:24.751440] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VMBS.txt
[2025-12-03T20:52:24.751558] [INFO ] [sig       ] [3317/3516] Completed VMBS in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:24.751642] [INFO ] [sig       ] [3318/3516] Forecasting VMD...
[2025-12-03T20:52:24.751682] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-03T20:52:24.751711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-03T20:52:24.762455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-03T20:52:24.762744] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-03T20:52:24.763461] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-03T20:52:24.763510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:24.763541] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:24.763566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:24.763643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:24.820083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:24.820733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:24.820810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:24.820841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:24.936790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:24.936934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:24.936973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:24.937001] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:24.940282] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=73.68%)
[2025-12-03T20:52:24.940548] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-03T20:52:24.940690] [INFO ] [sig       ] VMD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:25.077282] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VMD.txt
[2025-12-03T20:52:25.077406] [INFO ] [sig       ] [3318/3516] Completed VMD in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:25.077442] [INFO ] [sig       ] [3319/3516] Forecasting VMI...
[2025-12-03T20:52:25.077470] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-03T20:52:25.077497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-03T20:52:25.088472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-03T20:52:25.088759] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-03T20:52:25.089509] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-03T20:52:25.089557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:25.089613] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:25.089641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:25.089695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:25.144963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:25.145635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:25.145710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:25.145756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:25.263903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:25.264055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:25.264092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:25.264120] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:25.267349] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=28.45%)
[2025-12-03T20:52:25.267620] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-03T20:52:25.267740] [INFO ] [sig       ] VMI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:25.404680] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VMI.txt
[2025-12-03T20:52:25.404801] [INFO ] [sig       ] [3319/3516] Completed VMI in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:25.404840] [INFO ] [sig       ] [3320/3516] Forecasting VMO...
[2025-12-03T20:52:25.404870] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-03T20:52:25.404905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-03T20:52:25.415607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-03T20:52:25.415896] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-03T20:52:25.416640] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-03T20:52:25.416688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:25.416718] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:25.416744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:25.416832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:25.471494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:25.472100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:25.472172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:25.472204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:25.588216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:25.588364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:25.588402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:25.588462] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:25.591738] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-03T20:52:25.592042] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-03T20:52:25.592161] [INFO ] [sig       ] VMO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:25.726761] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VMO.txt
[2025-12-03T20:52:25.726886] [INFO ] [sig       ] [3320/3516] Completed VMO in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:25.726923] [INFO ] [sig       ] [3321/3516] Forecasting VNDA...
[2025-12-03T20:52:25.726951] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-03T20:52:25.726979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-03T20:52:25.737634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-03T20:52:25.737923] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-03T20:52:25.738695] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-03T20:52:25.738744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:25.738773] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:25.738798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:25.738875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:25.794086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:25.794777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:25.794852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:25.794885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:25.909725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:25.909875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:25.909920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:25.909954] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:25.913231] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-12-03T20:52:25.913500] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-03T20:52:25.913640] [INFO ] [sig       ] VNDA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:26.052943] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VNDA.txt
[2025-12-03T20:52:26.053088] [INFO ] [sig       ] [3321/3516] Completed VNDA in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:26.053125] [INFO ] [sig       ] [3322/3516] Forecasting VNO...
[2025-12-03T20:52:26.053153] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-03T20:52:26.053181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-03T20:52:26.064284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-03T20:52:26.064608] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-03T20:52:26.065325] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-03T20:52:26.065373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:26.065403] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:26.065428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:26.065483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:26.120588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:26.121405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:26.121482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:26.121512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:26.237438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:26.237607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:26.237644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:26.237672] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:26.240955] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-03T20:52:26.241210] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-03T20:52:26.241324] [INFO ] [sig       ] VNO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:26.377377] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VNO.txt
[2025-12-03T20:52:26.377497] [INFO ] [sig       ] [3322/3516] Completed VNO in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:26.377532] [INFO ] [sig       ] [3323/3516] Forecasting VNOM...
[2025-12-03T20:52:26.377560] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-03T20:52:26.377607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-03T20:52:26.388535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-03T20:52:26.388853] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-03T20:52:26.389637] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-03T20:52:26.389686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:26.389715] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:26.389740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:26.389794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:26.445166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:26.445767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:26.445840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:26.445870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:26.564300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:26.564430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:26.564465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:26.564491] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:26.567652] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=55.25%)
[2025-12-03T20:52:26.567907] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-03T20:52:26.568039] [INFO ] [sig       ] VNOM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:26.703350] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VNOM.txt
[2025-12-03T20:52:26.703462] [INFO ] [sig       ] [3323/3516] Completed VNOM in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:26.703497] [INFO ] [sig       ] [3324/3516] Forecasting VNQI...
[2025-12-03T20:52:26.703525] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-03T20:52:26.703553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-03T20:52:26.714136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-03T20:52:26.714408] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-03T20:52:26.715142] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-03T20:52:26.715191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:26.715222] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:26.715248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:26.715302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:26.769911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:26.770644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:26.770720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:26.770752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:26.888044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:26.888154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:26.888191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:26.888217] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:26.891416] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-03T20:52:26.891693] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-03T20:52:26.891820] [INFO ] [sig       ] VNQI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:27.026660] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VNQI.txt
[2025-12-03T20:52:27.026774] [INFO ] [sig       ] [3324/3516] Completed VNQI in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:27.026810] [INFO ] [sig       ] [3325/3516] Forecasting VOC...
[2025-12-03T20:52:27.026838] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-03T20:52:27.026875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-03T20:52:27.037265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-03T20:52:27.037536] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-03T20:52:27.038294] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-03T20:52:27.038342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:27.038372] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:27.038397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:27.038452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:27.093244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:27.093977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:27.094055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:27.094086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:27.205944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:27.206080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:27.206118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:27.206146] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:27.209429] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-03T20:52:27.209704] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-03T20:52:27.209823] [INFO ] [sig       ] VOC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:27.346422] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VOC.txt
[2025-12-03T20:52:27.346563] [INFO ] [sig       ] [3325/3516] Completed VOC in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:27.346633] [INFO ] [sig       ] [3326/3516] Forecasting VOD...
[2025-12-03T20:52:27.346661] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-03T20:52:27.346690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-03T20:52:27.357257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-03T20:52:27.357541] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-03T20:52:27.358300] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-03T20:52:27.358349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:27.358379] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:27.358404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:27.358457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:27.412499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:27.413075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:27.413146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:27.413176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:27.532395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:27.532541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:27.532595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:27.532626] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:27.535932] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-03T20:52:27.536193] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-03T20:52:27.536321] [INFO ] [sig       ] VOD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:27.674039] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VOD.txt
[2025-12-03T20:52:27.674166] [INFO ] [sig       ] [3326/3516] Completed VOD in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:27.674202] [INFO ] [sig       ] [3327/3516] Forecasting VONE...
[2025-12-03T20:52:27.674230] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-03T20:52:27.674257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-03T20:52:27.687182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-03T20:52:27.687540] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-03T20:52:27.688376] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-03T20:52:27.688426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:27.688458] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:27.688484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:27.688539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:27.744511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:27.745342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:27.745451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:27.745486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:27.865644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:27.865802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:27.865841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:27.865879] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:27.869328] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-12-03T20:52:27.869623] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-03T20:52:27.869750] [INFO ] [sig       ] VONE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:28.008372] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VONE.txt
[2025-12-03T20:52:28.008521] [INFO ] [sig       ] [3327/3516] Completed VONE in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:28.008559] [INFO ] [sig       ] [3328/3516] Forecasting VONG...
[2025-12-03T20:52:28.008614] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-03T20:52:28.008646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-03T20:52:28.020175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-03T20:52:28.020468] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-03T20:52:28.021226] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-03T20:52:28.021275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:28.021305] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:28.021331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:28.021385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:28.076773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:28.077329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:28.077404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:28.077434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:28.201697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:28.201795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:28.201828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:28.201854] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:28.204930] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: UP (p=50.80%)
[2025-12-03T20:52:28.205180] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-03T20:52:28.205293] [INFO ] [sig       ] VONG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:28.341168] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VONG.txt
[2025-12-03T20:52:28.341277] [INFO ] [sig       ] [3328/3516] Completed VONG in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.1m
[2025-12-03T20:52:28.341314] [INFO ] [sig       ] [3329/3516] Forecasting VOTE...
[2025-12-03T20:52:28.341342] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-03T20:52:28.341370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-03T20:52:28.351806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-03T20:52:28.352083] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-03T20:52:28.352823] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-03T20:52:28.352871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:28.352901] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:28.352926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:28.352979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:28.407803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:28.408381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:28.408454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:28.408484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:28.523674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:28.523768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:28.523800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:28.523826] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:28.526822] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-12-03T20:52:28.527074] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-03T20:52:28.527188] [INFO ] [sig       ] VOTE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:28.666296] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VOTE.txt
[2025-12-03T20:52:28.666411] [INFO ] [sig       ] [3329/3516] Completed VOTE in 0.3s | 2.98 sym/s | Total: 18.6m | ETA: 1.0m
[2025-12-03T20:52:28.666447] [INFO ] [sig       ] [3330/3516] Forecasting VPG...
[2025-12-03T20:52:28.666475] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-03T20:52:28.666504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-03T20:52:28.677634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-03T20:52:28.677901] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-03T20:52:28.678690] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-03T20:52:28.678738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:28.678769] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:28.678795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:28.678850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:28.736019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:28.736632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:28.736709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:28.736742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:28.854631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:28.854771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:28.854807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:28.854836] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:28.857987] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-03T20:52:28.858261] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-03T20:52:28.858382] [INFO ] [sig       ] VPG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:28.993857] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VPG.txt
[2025-12-03T20:52:28.993995] [INFO ] [sig       ] [3330/3516] Completed VPG in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.0m
[2025-12-03T20:52:28.994032] [INFO ] [sig       ] [3331/3516] Forecasting VPLS...
[2025-12-03T20:52:28.994060] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-03T20:52:28.994088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-03T20:52:29.007766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-03T20:52:29.008062] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-03T20:52:29.008805] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-03T20:52:29.008853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:29.008884] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:29.008910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:29.008964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:29.064113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:29.064699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:29.064772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:29.064803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:29.183446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:29.183597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:29.183635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:29.183674] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:29.186817] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: DOWN (p=46.07%)
[2025-12-03T20:52:29.187076] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-03T20:52:29.187192] [INFO ] [sig       ] VPLS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:29.322484] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VPLS.txt
[2025-12-03T20:52:29.322614] [INFO ] [sig       ] [3331/3516] Completed VPLS in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.0m
[2025-12-03T20:52:29.322652] [INFO ] [sig       ] [3332/3516] Forecasting VRA...
[2025-12-03T20:52:29.322680] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-03T20:52:29.322708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-03T20:52:29.334250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-03T20:52:29.334523] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-03T20:52:29.335265] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-03T20:52:29.335314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:29.335345] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:29.335371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:29.335429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:29.390731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:29.391328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:29.391400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:29.391431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:29.510561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:29.510688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:29.510724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:29.510751] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:29.513839] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-03T20:52:29.514092] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-03T20:52:29.514208] [INFO ] [sig       ] VRA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:29.649951] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VRA.txt
[2025-12-03T20:52:29.650078] [INFO ] [sig       ] [3332/3516] Completed VRA in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.0m
[2025-12-03T20:52:29.650114] [INFO ] [sig       ] [3333/3516] Forecasting VRCA...
[2025-12-03T20:52:29.650141] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-03T20:52:29.650170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-03T20:52:29.660713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-03T20:52:29.661003] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-03T20:52:29.661750] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-03T20:52:29.661799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:29.661830] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:29.661857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:29.661912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:29.716701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:29.717273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:29.717345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:29.717377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:29.840029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:29.840131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:29.840168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:29.840196] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:29.843443] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-03T20:52:29.843717] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-03T20:52:29.843835] [INFO ] [sig       ] VRCA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:29.981159] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VRCA.txt
[2025-12-03T20:52:29.981308] [INFO ] [sig       ] [3333/3516] Completed VRCA in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.0m
[2025-12-03T20:52:29.981347] [INFO ] [sig       ] [3334/3516] Forecasting VRDN...
[2025-12-03T20:52:29.981377] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-03T20:52:29.981406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-03T20:52:29.993241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-03T20:52:29.993553] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-03T20:52:29.994305] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-03T20:52:29.994366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:29.994424] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:29.994451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:29.994505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:30.048829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:30.049406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:30.049479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:30.049510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:30.171535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:30.171660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:30.171709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:30.171738] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:30.175064] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=58.80%)
[2025-12-03T20:52:30.175320] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-03T20:52:30.175438] [INFO ] [sig       ] VRDN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:30.309999] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VRDN.txt
[2025-12-03T20:52:30.310109] [INFO ] [sig       ] [3334/3516] Completed VRDN in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.0m
[2025-12-03T20:52:30.310144] [INFO ] [sig       ] [3335/3516] Forecasting VRE...
[2025-12-03T20:52:30.310172] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-03T20:52:30.310199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-03T20:52:30.322270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-03T20:52:30.322668] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-03T20:52:30.323449] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-03T20:52:30.323498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:30.323529] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:30.323554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:30.323634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:30.378036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:30.378825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:30.378903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:30.378941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:30.496858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:30.497016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:30.497054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:30.497081] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:30.500386] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=79.57%)
[2025-12-03T20:52:30.500674] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-03T20:52:30.500797] [INFO ] [sig       ] VRE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:30.637908] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VRE.txt
[2025-12-03T20:52:30.638075] [INFO ] [sig       ] [3335/3516] Completed VRE in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.0m
[2025-12-03T20:52:30.638113] [INFO ] [sig       ] [3336/3516] Forecasting VREX...
[2025-12-03T20:52:30.638142] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-03T20:52:30.638171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-03T20:52:30.649088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-03T20:52:30.649394] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-03T20:52:30.650165] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-03T20:52:30.650215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:30.650248] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:30.650274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:30.650328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:30.705672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:30.706487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:30.706565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:30.706617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:30.823187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:30.823343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:30.823381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:30.823409] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:30.826660] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=60.60%)
[2025-12-03T20:52:30.826923] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-03T20:52:30.827045] [INFO ] [sig       ] VREX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:30.965090] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VREX.txt
[2025-12-03T20:52:30.965242] [INFO ] [sig       ] [3336/3516] Completed VREX in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.0m
[2025-12-03T20:52:30.965280] [INFO ] [sig       ] [3337/3516] Forecasting VRIG...
[2025-12-03T20:52:30.965309] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-03T20:52:30.965341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-03T20:52:30.976623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-03T20:52:30.976918] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-03T20:52:30.977675] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-03T20:52:30.977723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:30.977753] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:30.977777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:30.977831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:31.032549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:31.033365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:31.033445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:31.033476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:31.126600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:31.126750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:31.126788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:31.126848] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:31.130133] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: DOWN (p=19.12%)
[2025-12-03T20:52:31.130404] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-03T20:52:31.130526] [INFO ] [sig       ] VRIG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:31.266908] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VRIG.txt
[2025-12-03T20:52:31.267059] [INFO ] [sig       ] [3337/3516] Completed VRIG in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 1.0m
[2025-12-03T20:52:31.267101] [INFO ] [sig       ] [3338/3516] Forecasting VRNS...
[2025-12-03T20:52:31.267131] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-03T20:52:31.267160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-03T20:52:31.278411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-03T20:52:31.278730] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-03T20:52:31.279511] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-03T20:52:31.279562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:31.279638] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:31.279676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:31.279744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:31.337040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:31.337879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:31.337959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:31.337991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:31.463849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:31.464003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:31.464047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:31.464081] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:31.467283] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-03T20:52:31.467544] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-03T20:52:31.467679] [INFO ] [sig       ] VRNS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:31.610797] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VRNS.txt
[2025-12-03T20:52:31.610947] [INFO ] [sig       ] [3338/3516] Completed VRNS in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 59.8s
[2025-12-03T20:52:31.610988] [INFO ] [sig       ] [3339/3516] Forecasting VRRM...
[2025-12-03T20:52:31.611019] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-03T20:52:31.611047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-03T20:52:31.622250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-03T20:52:31.622590] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-03T20:52:31.623348] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-03T20:52:31.623397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:31.623428] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:31.623454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:31.623510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:31.678956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:31.679834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:31.679931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:31.679963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:31.797190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:31.797347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:31.797384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:31.797413] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:31.800699] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=65.98%)
[2025-12-03T20:52:31.801003] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-03T20:52:31.801129] [INFO ] [sig       ] VRRM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:31.937436] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VRRM.txt
[2025-12-03T20:52:31.937604] [INFO ] [sig       ] [3339/3516] Completed VRRM in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 59.5s
[2025-12-03T20:52:31.937644] [INFO ] [sig       ] [3340/3516] Forecasting VRSK...
[2025-12-03T20:52:31.937674] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-03T20:52:31.937704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-03T20:52:31.948983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-03T20:52:31.949340] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-03T20:52:31.950134] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-03T20:52:31.950183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:31.950213] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:31.950238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:31.950293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:32.006001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:32.006833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:32.006911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:32.006942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:32.127274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:32.127420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:32.127458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:32.127485] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:32.130728] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=24.60%)
[2025-12-03T20:52:32.130985] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-03T20:52:32.131103] [INFO ] [sig       ] VRSK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:32.265463] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VRSK.txt
[2025-12-03T20:52:32.265592] [INFO ] [sig       ] [3340/3516] Completed VRSK in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 59.2s
[2025-12-03T20:52:32.265630] [INFO ] [sig       ] [3341/3516] Forecasting VRSN...
[2025-12-03T20:52:32.265658] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-03T20:52:32.265686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-03T20:52:32.276936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-03T20:52:32.277213] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-03T20:52:32.277950] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-03T20:52:32.277999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:32.278047] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:32.278073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:32.278127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:32.332028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:32.332636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:32.332708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:32.332738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:32.453519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:32.453662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:32.453714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:32.453743] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:32.456949] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=29.39%)
[2025-12-03T20:52:32.457211] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-03T20:52:32.457330] [INFO ] [sig       ] VRSN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:32.596590] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VRSN.txt
[2025-12-03T20:52:32.596700] [INFO ] [sig       ] [3341/3516] Completed VRSN in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 58.8s
[2025-12-03T20:52:32.596737] [INFO ] [sig       ] [3342/3516] Forecasting VRTS...
[2025-12-03T20:52:32.596766] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-03T20:52:32.596793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-03T20:52:32.608532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-03T20:52:32.608841] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-03T20:52:32.609638] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-03T20:52:32.609689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:32.609720] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:32.609748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:32.609804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:32.665626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:32.666240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:32.666318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:32.666350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:32.784060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:32.784189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:32.784225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:32.784252] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:32.787423] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-12-03T20:52:32.787711] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-03T20:52:32.787831] [INFO ] [sig       ] VRTS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:32.927036] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VRTS.txt
[2025-12-03T20:52:32.927159] [INFO ] [sig       ] [3342/3516] Completed VRTS in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 58.5s
[2025-12-03T20:52:32.927195] [INFO ] [sig       ] [3343/3516] Forecasting VRTX...
[2025-12-03T20:52:32.927221] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-03T20:52:32.927248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-03T20:52:32.937784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-03T20:52:32.938101] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-03T20:52:32.938913] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-03T20:52:32.938964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:32.938997] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:32.939024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:32.939086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:32.995688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:32.996286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:32.996361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:32.996393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:33.114180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:33.114302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:33.114337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:33.114364] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:33.117498] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=40.43%)
[2025-12-03T20:52:33.117769] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-03T20:52:33.117884] [INFO ] [sig       ] VRTX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:33.255153] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VRTX.txt
[2025-12-03T20:52:33.255277] [INFO ] [sig       ] [3343/3516] Completed VRTX in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 58.1s
[2025-12-03T20:52:33.255313] [INFO ] [sig       ] [3344/3516] Forecasting VS...
[2025-12-03T20:52:33.255341] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-03T20:52:33.255370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-03T20:52:33.265917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-03T20:52:33.266180] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-03T20:52:33.266938] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-03T20:52:33.266989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:33.267021] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:33.267050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:33.267111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:33.324209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:33.324803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:33.324900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:33.324932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:33.436918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:33.437022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:33.437055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:33.437081] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:33.440122] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-12-03T20:52:33.440375] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-03T20:52:33.440489] [INFO ] [sig       ] VS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:33.576210] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VS.txt
[2025-12-03T20:52:33.576314] [INFO ] [sig       ] [3344/3516] Completed VS in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 57.8s
[2025-12-03T20:52:33.576348] [INFO ] [sig       ] [3345/3516] Forecasting VSCO...
[2025-12-03T20:52:33.576376] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-03T20:52:33.576404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-03T20:52:33.587656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-03T20:52:33.587922] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-03T20:52:33.588684] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-03T20:52:33.588732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:33.588773] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:33.588800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:33.588854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:33.644558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:33.645157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:33.645235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:33.645266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:33.761852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:33.761985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:33.762027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:33.762060] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:33.765263] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=37.85%)
[2025-12-03T20:52:33.765517] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-03T20:52:33.765649] [INFO ] [sig       ] VSCO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:33.903235] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VSCO.txt
[2025-12-03T20:52:33.903340] [INFO ] [sig       ] [3345/3516] Completed VSCO in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 57.5s
[2025-12-03T20:52:33.903374] [INFO ] [sig       ] [3346/3516] Forecasting VSDA...
[2025-12-03T20:52:33.903402] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-03T20:52:33.903430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-03T20:52:33.914459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-03T20:52:33.914779] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-03T20:52:33.915546] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-03T20:52:33.915621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:33.915659] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:33.915687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:33.915744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:33.973018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:33.973651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:33.973726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:33.973759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:34.081974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:34.082083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:34.082123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:34.082154] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:34.085154] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-03T20:52:34.085404] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-03T20:52:34.085516] [INFO ] [sig       ] VSDA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:34.226210] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VSDA.txt
[2025-12-03T20:52:34.226315] [INFO ] [sig       ] [3346/3516] Completed VSDA in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 57.1s
[2025-12-03T20:52:34.226351] [INFO ] [sig       ] [3347/3516] Forecasting VSEC...
[2025-12-03T20:52:34.226379] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-03T20:52:34.226406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-03T20:52:34.237669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-03T20:52:34.237962] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-03T20:52:34.238798] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-03T20:52:34.238848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:34.238881] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:34.238908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:34.238963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:34.294700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:34.295274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:34.295350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:34.295381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:34.414964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:34.415065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:34.415098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:34.415124] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:34.418172] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: UP (p=93.78%)
[2025-12-03T20:52:34.418424] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-03T20:52:34.418537] [INFO ] [sig       ] VSEC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:34.555345] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VSEC.txt
[2025-12-03T20:52:34.555471] [INFO ] [sig       ] [3347/3516] Completed VSEC in 0.3s | 2.98 sym/s | Total: 18.7m | ETA: 56.8s
[2025-12-03T20:52:34.555508] [INFO ] [sig       ] [3348/3516] Forecasting VSH...
[2025-12-03T20:52:34.555537] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-03T20:52:34.555565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-03T20:52:34.567074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-03T20:52:34.567378] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-03T20:52:34.568149] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-03T20:52:34.568197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:34.568228] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:34.568253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:34.568307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:34.624662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:34.625248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:34.625322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:34.625353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:34.743040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:34.743158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:34.743199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:34.743226] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:34.746299] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=53.33%)
[2025-12-03T20:52:34.746548] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-03T20:52:34.746680] [INFO ] [sig       ] VSH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:34.884717] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VSH.txt
[2025-12-03T20:52:34.884816] [INFO ] [sig       ] [3348/3516] Completed VSH in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 56.5s
[2025-12-03T20:52:34.884858] [INFO ] [sig       ] [3349/3516] Forecasting VSTM...
[2025-12-03T20:52:34.884886] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-03T20:52:34.884914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-03T20:52:34.895846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-03T20:52:34.896123] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-03T20:52:34.896899] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-03T20:52:34.896950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:34.896981] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:34.897006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:34.897061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:34.954156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:34.954751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:34.954825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:34.954857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:35.072279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:35.072367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:35.072400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:35.072425] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:35.075432] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-03T20:52:35.075699] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-03T20:52:35.075812] [INFO ] [sig       ] VSTM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:35.216940] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VSTM.txt
[2025-12-03T20:52:35.217045] [INFO ] [sig       ] [3349/3516] Completed VSTM in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 56.1s
[2025-12-03T20:52:35.217081] [INFO ] [sig       ] [3350/3516] Forecasting VSTS...
[2025-12-03T20:52:35.217108] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-03T20:52:35.217136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-03T20:52:35.227939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-03T20:52:35.228266] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-03T20:52:35.229036] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-03T20:52:35.229097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:35.229136] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:35.229169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:35.229233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:35.286412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:35.286996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:35.287069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:35.287101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:35.406867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:35.406965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:35.406997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:35.407024] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:35.410173] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-03T20:52:35.410422] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-03T20:52:35.410553] [INFO ] [sig       ] VSTS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:35.552929] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VSTS.txt
[2025-12-03T20:52:35.553028] [INFO ] [sig       ] [3350/3516] Completed VSTS in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 55.8s
[2025-12-03T20:52:35.553063] [INFO ] [sig       ] [3351/3516] Forecasting VTC...
[2025-12-03T20:52:35.553091] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-03T20:52:35.553118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-03T20:52:35.563885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-03T20:52:35.564153] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-03T20:52:35.564917] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-03T20:52:35.564966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:35.565030] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:35.565068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:35.565147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:35.622138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:35.622719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:35.622790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:35.622822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:35.737003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:35.737093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:35.737126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:35.737152] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:35.740141] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-03T20:52:35.740389] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-03T20:52:35.740503] [INFO ] [sig       ] VTC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:35.882766] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VTC.txt
[2025-12-03T20:52:35.882898] [INFO ] [sig       ] [3351/3516] Completed VTC in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 55.5s
[2025-12-03T20:52:35.882936] [INFO ] [sig       ] [3352/3516] Forecasting VTEX...
[2025-12-03T20:52:35.882965] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-03T20:52:35.882994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-03T20:52:35.893264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-03T20:52:35.893524] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-03T20:52:35.894260] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-03T20:52:35.894308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:35.894338] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:35.894363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:35.894416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:35.949654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:35.950223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:35.950295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:35.950326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:36.067250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:36.067352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:36.067385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:36.067428] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:36.070476] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-03T20:52:36.070743] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-03T20:52:36.070857] [INFO ] [sig       ] VTEX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:36.208094] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VTEX.txt
[2025-12-03T20:52:36.208221] [INFO ] [sig       ] [3352/3516] Completed VTEX in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 55.1s
[2025-12-03T20:52:36.208261] [INFO ] [sig       ] [3353/3516] Forecasting VTGN...
[2025-12-03T20:52:36.208287] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-03T20:52:36.208314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-03T20:52:36.218503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-03T20:52:36.218795] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-03T20:52:36.219518] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-03T20:52:36.219566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:36.219624] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:36.219652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:36.219706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:36.274779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:36.275340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:36.275412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:36.275442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:36.395854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:36.395953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:36.395985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:36.396011] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:36.399110] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-03T20:52:36.399381] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-03T20:52:36.399495] [INFO ] [sig       ] VTGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:36.535098] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VTGN.txt
[2025-12-03T20:52:36.535210] [INFO ] [sig       ] [3353/3516] Completed VTGN in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 54.8s
[2025-12-03T20:52:36.535245] [INFO ] [sig       ] [3354/3516] Forecasting VTIP...
[2025-12-03T20:52:36.535273] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-03T20:52:36.535302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-03T20:52:36.546416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-03T20:52:36.546719] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-03T20:52:36.547441] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-03T20:52:36.547490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:36.547520] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:36.547545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:36.547615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:36.602232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:36.602830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:36.602915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:36.602946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:36.718043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:36.718167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:36.718204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:36.718259] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:36.721429] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=4.62%)
[2025-12-03T20:52:36.721710] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-03T20:52:36.721830] [INFO ] [sig       ] VTIP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:36.856841] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VTIP.txt
[2025-12-03T20:52:36.856956] [INFO ] [sig       ] [3354/3516] Completed VTIP in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 54.4s
[2025-12-03T20:52:36.856992] [INFO ] [sig       ] [3355/3516] Forecasting VTLE...
[2025-12-03T20:52:36.857020] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-12-03T20:52:36.857048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-12-03T20:52:36.867773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-12-03T20:52:36.868073] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-12-03T20:52:36.868817] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-12-03T20:52:36.868865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:36.868895] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:36.868921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:36.868975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:36.924103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:36.924697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:36.924770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:36.924800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:37.041278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:37.041405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:37.041440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:37.041466] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:37.044639] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-03T20:52:37.044896] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-12-03T20:52:37.045013] [INFO ] [sig       ] VTLE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:37.180650] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VTLE.txt
[2025-12-03T20:52:37.180766] [INFO ] [sig       ] [3355/3516] Completed VTLE in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 54.1s
[2025-12-03T20:52:37.180803] [INFO ] [sig       ] [3356/3516] Forecasting VTMX...
[2025-12-03T20:52:37.180831] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-03T20:52:37.180858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-03T20:52:37.191773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-03T20:52:37.192094] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-03T20:52:37.192902] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-03T20:52:37.192951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:37.192993] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:37.193022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:37.193078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:37.248531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:37.249160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:37.249233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:37.249263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:37.372254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:37.372392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:37.372427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:37.372455] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:37.375732] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-03T20:52:37.375986] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-03T20:52:37.376102] [INFO ] [sig       ] VTMX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:37.509981] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VTMX.txt
[2025-12-03T20:52:37.510093] [INFO ] [sig       ] [3356/3516] Completed VTMX in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 53.8s
[2025-12-03T20:52:37.510136] [INFO ] [sig       ] [3357/3516] Forecasting VTN...
[2025-12-03T20:52:37.510163] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-03T20:52:37.510193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-03T20:52:37.521032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-03T20:52:37.521319] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-03T20:52:37.522140] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-03T20:52:37.522190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:37.522220] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:37.522245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:37.522299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:37.580063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:37.580742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:37.580819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:37.580851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:37.697622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:37.697755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:37.697793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:37.697820] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:37.701015] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-03T20:52:37.701274] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-03T20:52:37.701388] [INFO ] [sig       ] VTN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:37.836059] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VTN.txt
[2025-12-03T20:52:37.836180] [INFO ] [sig       ] [3357/3516] Completed VTN in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 53.4s
[2025-12-03T20:52:37.836215] [INFO ] [sig       ] [3358/3516] Forecasting VTOL...
[2025-12-03T20:52:37.836243] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-03T20:52:37.836271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-03T20:52:37.846587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-03T20:52:37.846876] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-03T20:52:37.847613] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-03T20:52:37.847661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:37.847692] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:37.847718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:37.847772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:37.902379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:37.902961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:37.903032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:37.903062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:38.015503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:38.015614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:38.015649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:38.015675] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:38.018673] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-03T20:52:38.018923] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-03T20:52:38.019038] [INFO ] [sig       ] VTOL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:38.154796] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VTOL.txt
[2025-12-03T20:52:38.154895] [INFO ] [sig       ] [3358/3516] Completed VTOL in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 53.1s
[2025-12-03T20:52:38.154931] [INFO ] [sig       ] [3359/3516] Forecasting VTRS...
[2025-12-03T20:52:38.154958] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-03T20:52:38.154986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-03T20:52:38.165910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-03T20:52:38.166184] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-03T20:52:38.166928] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-03T20:52:38.166976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:38.167006] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:38.167032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:38.167085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:38.222081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:38.222654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:38.222728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:38.222759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:38.344035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:38.344131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:38.344164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:38.344191] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:38.347206] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=51.62%)
[2025-12-03T20:52:38.347453] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-03T20:52:38.347583] [INFO ] [sig       ] VTRS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:38.484855] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VTRS.txt
[2025-12-03T20:52:38.484955] [INFO ] [sig       ] [3359/3516] Completed VTRS in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 52.8s
[2025-12-03T20:52:38.484990] [INFO ] [sig       ] [3360/3516] Forecasting VTS...
[2025-12-03T20:52:38.485024] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-03T20:52:38.485054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-03T20:52:38.495992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-03T20:52:38.496252] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-03T20:52:38.496987] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-03T20:52:38.497035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:38.497064] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:38.497089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:38.497144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:38.551677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:38.552243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:38.552316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:38.552347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:38.668265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:38.668349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:38.668381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:38.668406] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:38.671367] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-03T20:52:38.671633] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-03T20:52:38.671749] [INFO ] [sig       ] VTS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:38.807315] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VTS.txt
[2025-12-03T20:52:38.807421] [INFO ] [sig       ] [3360/3516] Completed VTS in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 52.4s
[2025-12-03T20:52:38.807456] [INFO ] [sig       ] [3361/3516] Forecasting VTSI...
[2025-12-03T20:52:38.807484] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-03T20:52:38.807511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-03T20:52:38.818442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-03T20:52:38.818728] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-03T20:52:38.819442] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-03T20:52:38.819490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:38.819520] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:38.819546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:38.819623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:38.875402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:38.876001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:38.876111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:38.876150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:38.991411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:38.991508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:38.991543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:38.991587] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:38.994771] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-03T20:52:38.995026] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-03T20:52:38.995141] [INFO ] [sig       ] VTSI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:39.130264] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VTSI.txt
[2025-12-03T20:52:39.130365] [INFO ] [sig       ] [3361/3516] Completed VTSI in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 52.1s
[2025-12-03T20:52:39.130401] [INFO ] [sig       ] [3362/3516] Forecasting VTWG...
[2025-12-03T20:52:39.130430] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-03T20:52:39.130459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-03T20:52:39.141174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-03T20:52:39.141445] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-03T20:52:39.142190] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-03T20:52:39.142238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:39.142268] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:39.142294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:39.142348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:39.200706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:39.201427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:39.201506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:39.201538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:39.319037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:39.319131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:39.319164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:39.319190] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:39.322157] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2025-12-03T20:52:39.322407] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-03T20:52:39.322519] [INFO ] [sig       ] VTWG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:39.459370] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VTWG.txt
[2025-12-03T20:52:39.459495] [INFO ] [sig       ] [3362/3516] Completed VTWG in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 51.7s
[2025-12-03T20:52:39.459532] [INFO ] [sig       ] [3363/3516] Forecasting VTWO...
[2025-12-03T20:52:39.459560] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-03T20:52:39.459606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-03T20:52:39.470391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-03T20:52:39.470675] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-03T20:52:39.471392] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-03T20:52:39.471440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:39.471470] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:39.471495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:39.471550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:39.527655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:39.528293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:39.528377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:39.528409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:39.644963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:39.645062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:39.645095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:39.645138] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:39.648198] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-03T20:52:39.648447] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-03T20:52:39.648562] [INFO ] [sig       ] VTWO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:39.786239] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VTWO.txt
[2025-12-03T20:52:39.786348] [INFO ] [sig       ] [3363/3516] Completed VTWO in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 51.4s
[2025-12-03T20:52:39.786383] [INFO ] [sig       ] [3364/3516] Forecasting VTYX...
[2025-12-03T20:52:39.786411] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-03T20:52:39.786439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-03T20:52:39.797372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-03T20:52:39.797656] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-03T20:52:39.798401] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-03T20:52:39.798449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:39.798480] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:39.798505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:39.798559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:39.854201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:39.854779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:39.854851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:39.854882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:39.975758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:39.975860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:39.975894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:39.975921] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:39.978977] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=81.01%)
[2025-12-03T20:52:39.979231] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-03T20:52:39.979344] [INFO ] [sig       ] VTYX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:40.114742] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VTYX.txt
[2025-12-03T20:52:40.114872] [INFO ] [sig       ] [3364/3516] Completed VTYX in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 51.1s
[2025-12-03T20:52:40.114909] [INFO ] [sig       ] [3365/3516] Forecasting VUZI...
[2025-12-03T20:52:40.114937] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-03T20:52:40.114965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-03T20:52:40.125146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-03T20:52:40.125421] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-03T20:52:40.126158] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-03T20:52:40.126210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:40.126239] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:40.126265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:40.126319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:40.181056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:40.181630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:40.181703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:40.181745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:40.301363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:40.301474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:40.301507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:40.301534] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:40.304627] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-03T20:52:40.304881] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-03T20:52:40.304995] [INFO ] [sig       ] VUZI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:40.440672] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VUZI.txt
[2025-12-03T20:52:40.440825] [INFO ] [sig       ] [3365/3516] Completed VUZI in 0.3s | 2.98 sym/s | Total: 18.8m | ETA: 50.7s
[2025-12-03T20:52:40.440862] [INFO ] [sig       ] [3366/3516] Forecasting VVOS...
[2025-12-03T20:52:40.440891] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-03T20:52:40.440920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-03T20:52:40.451685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-03T20:52:40.452029] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-03T20:52:40.452815] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-03T20:52:40.452866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:40.452896] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:40.452922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:40.452977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:40.507979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:40.508827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:40.508906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:40.508937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:40.624240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:40.624394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:40.624431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:40.624458] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:40.627733] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=73.82%)
[2025-12-03T20:52:40.627991] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-03T20:52:40.628129] [INFO ] [sig       ] VVOS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:40.765226] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VVOS.txt
[2025-12-03T20:52:40.765375] [INFO ] [sig       ] [3366/3516] Completed VVOS in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 50.4s
[2025-12-03T20:52:40.765412] [INFO ] [sig       ] [3367/3516] Forecasting VVX...
[2025-12-03T20:52:40.765441] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-03T20:52:40.765469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-03T20:52:40.775086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-03T20:52:40.775347] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-03T20:52:40.776082] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-03T20:52:40.776130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:40.776160] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:40.776186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:40.776254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:40.830828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:40.831379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:40.831451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:40.831481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:40.950274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:40.950385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:40.950418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:40.950444] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:40.953478] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-03T20:52:40.953747] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-03T20:52:40.953861] [INFO ] [sig       ] VVX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:41.090568] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VVX.txt
[2025-12-03T20:52:41.090696] [INFO ] [sig       ] [3367/3516] Completed VVX in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 50.1s
[2025-12-03T20:52:41.090732] [INFO ] [sig       ] [3368/3516] Forecasting VWOB...
[2025-12-03T20:52:41.090759] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-03T20:52:41.090786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-03T20:52:41.100827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-03T20:52:41.101086] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-03T20:52:41.101832] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-03T20:52:41.101880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:41.101935] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:41.101962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:41.102017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:41.156931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:41.157503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:41.157591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:41.157623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:41.278599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:41.278707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:41.278741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:41.278767] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:41.281845] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-12-03T20:52:41.282100] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-03T20:52:41.282214] [INFO ] [sig       ] VWOB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:41.418126] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/VWOB.txt
[2025-12-03T20:52:41.418233] [INFO ] [sig       ] [3368/3516] Completed VWOB in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 49.7s
[2025-12-03T20:52:41.418271] [INFO ] [sig       ] [3369/3516] Forecasting VXUS...
[2025-12-03T20:52:41.418299] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-03T20:52:41.418327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-03T20:52:41.428437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-03T20:52:41.428729] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-03T20:52:41.429452] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-03T20:52:41.429499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:41.429529] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:41.429554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:41.429634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:41.484987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:41.485541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:41.485628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:41.485659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:41.610101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:41.610262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:41.610306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:41.610339] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:41.613628] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2025-12-03T20:52:41.613900] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-03T20:52:41.614018] [INFO ] [sig       ] VXUS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:41.750906] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VXUS.txt
[2025-12-03T20:52:41.751027] [INFO ] [sig       ] [3369/3516] Completed VXUS in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 49.4s
[2025-12-03T20:52:41.751063] [INFO ] [sig       ] [3370/3516] Forecasting VYMI...
[2025-12-03T20:52:41.751091] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-03T20:52:41.751118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-03T20:52:41.760768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-03T20:52:41.761022] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-03T20:52:41.761754] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-03T20:52:41.761803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:41.761834] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:41.761860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:41.761914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:41.819883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:41.820456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:41.820527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:41.820558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:41.934069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:41.934163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:41.934199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:41.934226] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:41.937486] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-03T20:52:41.937757] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-03T20:52:41.937873] [INFO ] [sig       ] VYMI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:42.074133] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VYMI.txt
[2025-12-03T20:52:42.074243] [INFO ] [sig       ] [3370/3516] Completed VYMI in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 49.1s
[2025-12-03T20:52:42.074282] [INFO ] [sig       ] [3371/3516] Forecasting VYX...
[2025-12-03T20:52:42.074310] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-03T20:52:42.074346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-03T20:52:42.084590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-03T20:52:42.084862] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-03T20:52:42.085596] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-03T20:52:42.085648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:42.085678] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:42.085704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:42.085757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:42.140895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:42.141450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:42.141522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:42.141553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:42.259802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:42.259909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:42.259945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:42.260007] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:42.263291] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=93.24%)
[2025-12-03T20:52:42.263549] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-03T20:52:42.263687] [INFO ] [sig       ] VYX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:42.399708] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VYX.txt
[2025-12-03T20:52:42.399827] [INFO ] [sig       ] [3371/3516] Completed VYX in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 48.7s
[2025-12-03T20:52:42.399863] [INFO ] [sig       ] [3372/3516] Forecasting VZ...
[2025-12-03T20:52:42.399891] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-03T20:52:42.399919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-03T20:52:42.409790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-03T20:52:42.410080] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-03T20:52:42.410898] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-03T20:52:42.410948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:42.410978] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:42.411003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:42.411057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:42.466266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:42.466856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:42.466927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:42.466957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:42.584101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:42.584195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:42.584234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:42.584266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:42.587292] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=64.89%)
[2025-12-03T20:52:42.587564] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-03T20:52:42.587695] [INFO ] [sig       ] VZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:42.725212] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/VZ.txt
[2025-12-03T20:52:42.725366] [INFO ] [sig       ] [3372/3516] Completed VZ in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 48.4s
[2025-12-03T20:52:42.725403] [INFO ] [sig       ] [3373/3516] Forecasting WAB...
[2025-12-03T20:52:42.725432] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-03T20:52:42.725460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-03T20:52:42.735347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-03T20:52:42.735649] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-03T20:52:42.736430] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-03T20:52:42.736479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:42.736510] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:42.736535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:42.736616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:42.792431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:42.793007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:42.793081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:42.793112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:42.907556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:42.907680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:42.907713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:42.907741] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:42.910870] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2025-12-03T20:52:42.911125] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-03T20:52:42.911243] [INFO ] [sig       ] WAB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:43.046985] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WAB.txt
[2025-12-03T20:52:43.047086] [INFO ] [sig       ] [3373/3516] Completed WAB in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 48.0s
[2025-12-03T20:52:43.047122] [INFO ] [sig       ] [3374/3516] Forecasting WABC...
[2025-12-03T20:52:43.047150] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-03T20:52:43.047178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-03T20:52:43.056901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-03T20:52:43.057196] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-03T20:52:43.058005] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-03T20:52:43.058079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:43.058109] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:43.058134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:43.058188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:43.113126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:43.113693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:43.113765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:43.113795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:43.227101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:43.227213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:43.227247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:43.227273] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:43.230391] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-03T20:52:43.230683] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-03T20:52:43.230799] [INFO ] [sig       ] WABC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:43.366206] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WABC.txt
[2025-12-03T20:52:43.366313] [INFO ] [sig       ] [3374/3516] Completed WABC in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 47.7s
[2025-12-03T20:52:43.366349] [INFO ] [sig       ] [3375/3516] Forecasting WAFD...
[2025-12-03T20:52:43.366377] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-03T20:52:43.366405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-03T20:52:43.376161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-03T20:52:43.376436] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-03T20:52:43.377175] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-03T20:52:43.377225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:43.377255] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:43.377282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:43.377337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:43.432420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:43.433007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:43.433078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:43.433109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:43.549172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:43.549275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:43.549308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:43.549334] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:43.552369] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-03T20:52:43.552642] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-03T20:52:43.552758] [INFO ] [sig       ] WAFD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:43.691168] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WAFD.txt
[2025-12-03T20:52:43.691277] [INFO ] [sig       ] [3375/3516] Completed WAFD in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 47.4s
[2025-12-03T20:52:43.691314] [INFO ] [sig       ] [3376/3516] Forecasting WAFDP...
[2025-12-03T20:52:43.691343] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-03T20:52:43.691371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-03T20:52:43.701084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-03T20:52:43.701344] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-03T20:52:43.702089] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-03T20:52:43.702138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:43.702168] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:43.702193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:43.702247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:43.757405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:43.758257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:43.758337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:43.758367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:43.863664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:43.863826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:43.863863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:43.863890] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:43.867094] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=54.49%)
[2025-12-03T20:52:43.867348] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-03T20:52:43.867461] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:44.002180] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WAFDP.txt
[2025-12-03T20:52:44.002282] [INFO ] [sig       ] [3376/3516] Completed WAFDP in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 47.0s
[2025-12-03T20:52:44.002322] [INFO ] [sig       ] [3377/3516] Forecasting WAL...
[2025-12-03T20:52:44.002350] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-03T20:52:44.002378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-03T20:52:44.012065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-03T20:52:44.012327] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-03T20:52:44.013057] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-03T20:52:44.013106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:44.013136] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:44.013161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:44.013215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:44.067691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:44.068288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:44.068361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:44.068391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:44.185009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:44.185114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:44.185147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:44.185174] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:44.188197] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=23.35%)
[2025-12-03T20:52:44.188450] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-03T20:52:44.188565] [INFO ] [sig       ] WAL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:44.323088] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WAL.txt
[2025-12-03T20:52:44.323189] [INFO ] [sig       ] [3377/3516] Completed WAL in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 46.7s
[2025-12-03T20:52:44.323224] [INFO ] [sig       ] [3378/3516] Forecasting WALD...
[2025-12-03T20:52:44.323252] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-03T20:52:44.323280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-03T20:52:44.333401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-03T20:52:44.333675] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-03T20:52:44.334402] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-03T20:52:44.334450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:44.334480] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:44.334506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:44.334560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:44.389821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:44.390396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:44.390493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:44.390526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:44.504508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:44.504626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:44.504661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:44.504688] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:44.507748] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-03T20:52:44.508002] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-03T20:52:44.508143] [INFO ] [sig       ] WALD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:44.643492] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WALD.txt
[2025-12-03T20:52:44.643669] [INFO ] [sig       ] [3378/3516] Completed WALD in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 46.4s
[2025-12-03T20:52:44.643709] [INFO ] [sig       ] [3379/3516] Forecasting WASH...
[2025-12-03T20:52:44.643738] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-03T20:52:44.643766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-03T20:52:44.653934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-03T20:52:44.654304] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-03T20:52:44.655080] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-03T20:52:44.655128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:44.655158] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:44.655184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:44.655238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:44.710349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:44.711170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:44.711250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:44.711281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:44.826495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:44.826664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:44.826702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:44.826728] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:44.830089] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=55.46%)
[2025-12-03T20:52:44.830439] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-03T20:52:44.830593] [INFO ] [sig       ] WASH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:44.985277] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WASH.txt
[2025-12-03T20:52:44.985426] [INFO ] [sig       ] [3379/3516] Completed WASH in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 46.0s
[2025-12-03T20:52:44.985463] [INFO ] [sig       ] [3380/3516] Forecasting WAVE...
[2025-12-03T20:52:44.985492] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-03T20:52:44.985522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-03T20:52:44.995247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-03T20:52:44.995662] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-03T20:52:44.996482] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-03T20:52:44.996548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:44.996612] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:44.996646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:44.996704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:45.054788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:45.055690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:45.055783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:45.055818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:45.164950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:45.165101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:45.165138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:45.165165] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:45.168481] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=17.17%)
[2025-12-03T20:52:45.168790] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-03T20:52:45.168920] [INFO ] [sig       ] WAVE: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:45.313452] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WAVE.txt
[2025-12-03T20:52:45.313621] [INFO ] [sig       ] [3380/3516] Completed WAVE in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 45.7s
[2025-12-03T20:52:45.313660] [INFO ] [sig       ] [3381/3516] Forecasting WAY...
[2025-12-03T20:52:45.313687] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-03T20:52:45.313716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-03T20:52:45.324050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-03T20:52:45.324431] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-03T20:52:45.325219] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-03T20:52:45.325269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:45.325301] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:45.325327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:45.325381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:45.383252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:45.384109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:45.384197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:45.384230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:45.506808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:45.506959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:45.506997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:45.507026] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:45.510519] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-03T20:52:45.510858] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-03T20:52:45.510986] [INFO ] [sig       ] WAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:45.653042] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WAY.txt
[2025-12-03T20:52:45.653189] [INFO ] [sig       ] [3381/3516] Completed WAY in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 45.4s
[2025-12-03T20:52:45.653226] [INFO ] [sig       ] [3382/3516] Forecasting WB...
[2025-12-03T20:52:45.653256] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-03T20:52:45.653290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-03T20:52:45.663169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-03T20:52:45.663437] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-03T20:52:45.664190] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-03T20:52:45.664238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:45.664270] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:45.664295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:45.664349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:45.721519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:45.722130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:45.722206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:45.722239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:45.848375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:45.848502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:45.848536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:45.848563] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:45.851675] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=76.33%)
[2025-12-03T20:52:45.851930] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-03T20:52:45.852043] [INFO ] [sig       ] WB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:45.990006] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WB.txt
[2025-12-03T20:52:45.990157] [INFO ] [sig       ] [3382/3516] Completed WB in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 45.0s
[2025-12-03T20:52:45.990194] [INFO ] [sig       ] [3383/3516] Forecasting WBD...
[2025-12-03T20:52:45.990223] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-03T20:52:45.990251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-03T20:52:46.000449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-03T20:52:46.000795] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-03T20:52:46.001548] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-03T20:52:46.001613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:46.001644] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:46.001670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:46.001724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:46.056631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:46.057401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:46.057476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:46.057507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:46.176421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:46.176525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:46.176559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:46.176603] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:46.179666] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=75.27%)
[2025-12-03T20:52:46.179922] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-03T20:52:46.180039] [INFO ] [sig       ] WBD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:46.315127] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WBD.txt
[2025-12-03T20:52:46.315231] [INFO ] [sig       ] [3383/3516] Completed WBD in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 44.7s
[2025-12-03T20:52:46.315273] [INFO ] [sig       ] [3384/3516] Forecasting WBS...
[2025-12-03T20:52:46.315302] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-03T20:52:46.315330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-03T20:52:46.325228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-03T20:52:46.325488] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-03T20:52:46.326228] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-03T20:52:46.326277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:46.326307] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:46.326334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:46.326392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:46.381657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:46.382229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:46.382302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:46.382332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:46.504294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:46.504454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:46.504496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:46.504524] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:46.507763] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2025-12-03T20:52:46.508039] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-03T20:52:46.508156] [INFO ] [sig       ] WBS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:46.645900] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WBS.txt
[2025-12-03T20:52:46.646020] [INFO ] [sig       ] [3384/3516] Completed WBS in 0.3s | 2.98 sym/s | Total: 18.9m | ETA: 44.3s
[2025-12-03T20:52:46.646057] [INFO ] [sig       ] [3385/3516] Forecasting WBTN...
[2025-12-03T20:52:46.646085] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-03T20:52:46.646112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-03T20:52:46.657073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-03T20:52:46.657328] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-03T20:52:46.658109] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-03T20:52:46.658159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:46.658213] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:46.658240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:46.658294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:46.713520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:46.714100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:46.714172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:46.714202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:46.835598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:46.835706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:46.835739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:46.835765] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:46.838808] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=60.59%)
[2025-12-03T20:52:46.839062] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-03T20:52:46.839193] [INFO ] [sig       ] WBTN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:46.973640] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WBTN.txt
[2025-12-03T20:52:46.973738] [INFO ] [sig       ] [3385/3516] Completed WBTN in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 44.0s
[2025-12-03T20:52:46.973774] [INFO ] [sig       ] [3386/3516] Forecasting WBX...
[2025-12-03T20:52:46.973802] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-03T20:52:46.973830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-03T20:52:46.983625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-03T20:52:46.983869] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-03T20:52:46.984625] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-03T20:52:46.984673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:46.984704] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:46.984729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:46.984783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:47.040452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:47.041023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:47.041096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:47.041126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:47.163653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:47.163758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:47.163792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:47.163819] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:47.166880] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-03T20:52:47.167129] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-03T20:52:47.167241] [INFO ] [sig       ] WBX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:47.304009] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WBX.txt
[2025-12-03T20:52:47.304108] [INFO ] [sig       ] [3386/3516] Completed WBX in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 43.7s
[2025-12-03T20:52:47.304143] [INFO ] [sig       ] [3387/3516] Forecasting WCC...
[2025-12-03T20:52:47.304171] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-03T20:52:47.304199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-03T20:52:47.314566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-03T20:52:47.314845] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-03T20:52:47.315545] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-03T20:52:47.315612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:47.315645] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:47.315670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:47.315724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:47.370786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:47.371326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:47.371400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:47.371431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:47.492034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:47.492164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:47.492200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:47.492245] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:47.495412] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=15.72%)
[2025-12-03T20:52:47.495692] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-03T20:52:47.495809] [INFO ] [sig       ] WCC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:47.630946] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WCC.txt
[2025-12-03T20:52:47.631058] [INFO ] [sig       ] [3387/3516] Completed WCC in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 43.3s
[2025-12-03T20:52:47.631094] [INFO ] [sig       ] [3388/3516] Forecasting WCLD...
[2025-12-03T20:52:47.631122] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-03T20:52:47.631151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-03T20:52:47.642053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-03T20:52:47.642404] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-03T20:52:47.643194] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-03T20:52:47.643245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:47.643276] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:47.643302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:47.643362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:47.700954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:47.701812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:47.701896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:47.701928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:47.820983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:47.821149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:47.821187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:47.821256] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:47.824648] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: UP (p=60.37%)
[2025-12-03T20:52:47.824913] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-03T20:52:47.825033] [INFO ] [sig       ] WCLD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:47.972629] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WCLD.txt
[2025-12-03T20:52:47.972774] [INFO ] [sig       ] [3388/3516] Completed WCLD in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 43.0s
[2025-12-03T20:52:47.972813] [INFO ] [sig       ] [3389/3516] Forecasting WD...
[2025-12-03T20:52:47.972841] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-03T20:52:47.972870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-03T20:52:47.983073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-03T20:52:47.983414] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-03T20:52:47.984201] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-03T20:52:47.984252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:47.984284] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:47.984309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:47.984372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:48.040570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:48.041397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:48.041496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:48.041530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:48.158705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:48.158857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:48.158897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:48.158925] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:48.162421] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=30.52%)
[2025-12-03T20:52:48.162726] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-03T20:52:48.162849] [INFO ] [sig       ] WD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:48.306050] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WD.txt
[2025-12-03T20:52:48.306180] [INFO ] [sig       ] [3389/3516] Completed WD in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 42.7s
[2025-12-03T20:52:48.306217] [INFO ] [sig       ] [3390/3516] Forecasting WDAY...
[2025-12-03T20:52:48.306246] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-03T20:52:48.306274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-03T20:52:48.316597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-03T20:52:48.316910] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-03T20:52:48.317664] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-03T20:52:48.317713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:48.317743] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:48.317767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:48.317821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:48.372451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:48.373054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:48.373127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:48.373158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:48.490521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:48.490673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:48.490710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:48.490738] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:48.493883] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-12-03T20:52:48.494139] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-03T20:52:48.494259] [INFO ] [sig       ] WDAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:48.629709] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WDAY.txt
[2025-12-03T20:52:48.629819] [INFO ] [sig       ] [3390/3516] Completed WDAY in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 42.3s
[2025-12-03T20:52:48.629854] [INFO ] [sig       ] [3391/3516] Forecasting WDC...
[2025-12-03T20:52:48.629882] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-03T20:52:48.629911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-03T20:52:48.639920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-03T20:52:48.640181] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-03T20:52:48.640914] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-03T20:52:48.640961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:48.640990] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:48.641026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:48.641081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:48.695484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:48.696277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:48.696356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:48.696387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:48.819082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:48.819224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:48.819263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:48.819289] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:48.822586] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=64.28%)
[2025-12-03T20:52:48.822849] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-03T20:52:48.822965] [INFO ] [sig       ] WDC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:48.958420] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WDC.txt
[2025-12-03T20:52:48.958538] [INFO ] [sig       ] [3391/3516] Completed WDC in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 42.0s
[2025-12-03T20:52:48.958591] [INFO ] [sig       ] [3392/3516] Forecasting WDFC...
[2025-12-03T20:52:48.958622] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-03T20:52:48.958650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-03T20:52:48.968502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-03T20:52:48.968828] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-03T20:52:48.969596] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-03T20:52:48.969649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:48.969679] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:48.969705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:48.969759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:49.024401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:49.025092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:49.025168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:49.025199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:49.142255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:49.142390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:49.142426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:49.142453] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:49.145673] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=13.08%)
[2025-12-03T20:52:49.145931] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-03T20:52:49.146049] [INFO ] [sig       ] WDFC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:49.280290] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WDFC.txt
[2025-12-03T20:52:49.280402] [INFO ] [sig       ] [3392/3516] Completed WDFC in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 41.7s
[2025-12-03T20:52:49.280438] [INFO ] [sig       ] [3393/3516] Forecasting WDH...
[2025-12-03T20:52:49.280466] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-03T20:52:49.280493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-03T20:52:49.290228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-03T20:52:49.290500] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-03T20:52:49.291245] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-03T20:52:49.291294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:49.291324] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:49.291350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:49.291404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:49.345770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:49.346335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:49.346412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:49.346443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:49.462897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:49.463034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:49.463071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:49.463099] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:49.466352] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-03T20:52:49.466665] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-03T20:52:49.466782] [INFO ] [sig       ] WDH: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:49.601732] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WDH.txt
[2025-12-03T20:52:49.601847] [INFO ] [sig       ] [3393/3516] Completed WDH in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 41.3s
[2025-12-03T20:52:49.601883] [INFO ] [sig       ] [3394/3516] Forecasting WDI...
[2025-12-03T20:52:49.601911] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-03T20:52:49.601938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-03T20:52:49.612643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-03T20:52:49.612924] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-03T20:52:49.613726] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-03T20:52:49.613776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:49.613808] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:49.613834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:49.613889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:49.671057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:49.671684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:49.671775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:49.671807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:49.789284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:49.789422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:49.789466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:49.789499] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:49.792701] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-03T20:52:49.792958] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-03T20:52:49.793076] [INFO ] [sig       ] WDI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:49.928049] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WDI.txt
[2025-12-03T20:52:49.928153] [INFO ] [sig       ] [3394/3516] Completed WDI in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 41.0s
[2025-12-03T20:52:49.928189] [INFO ] [sig       ] [3395/3516] Forecasting WDS...
[2025-12-03T20:52:49.928217] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-03T20:52:49.928253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-03T20:52:49.942517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-03T20:52:49.942934] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-03T20:52:49.943913] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-03T20:52:49.943972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:49.944012] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:49.944050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:49.944127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:50.006729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:50.007653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:50.007773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:50.007806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:50.126247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:50.126409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:50.126450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:50.126477] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:50.129798] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-03T20:52:50.130066] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-03T20:52:50.130184] [INFO ] [sig       ] WDS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:50.266376] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WDS.txt
[2025-12-03T20:52:50.266507] [INFO ] [sig       ] [3395/3516] Completed WDS in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 40.6s
[2025-12-03T20:52:50.266544] [INFO ] [sig       ] [3396/3516] Forecasting WEA...
[2025-12-03T20:52:50.266589] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-03T20:52:50.266621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-03T20:52:50.277282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-03T20:52:50.277613] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-03T20:52:50.278390] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-03T20:52:50.278440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:50.278469] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:50.278494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:50.278548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:50.333551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:50.334152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:50.334227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:50.334258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:50.444548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:50.444718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:50.444756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:50.444784] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:50.447996] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-03T20:52:50.448311] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-03T20:52:50.448440] [INFO ] [sig       ] WEA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:50.586143] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WEA.txt
[2025-12-03T20:52:50.586297] [INFO ] [sig       ] [3396/3516] Completed WEA in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 40.3s
[2025-12-03T20:52:50.586334] [INFO ] [sig       ] [3397/3516] Forecasting WEC...
[2025-12-03T20:52:50.586362] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-03T20:52:50.586391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-03T20:52:50.596665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-03T20:52:50.596966] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-03T20:52:50.597716] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-03T20:52:50.597763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:50.597793] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:50.597818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:50.597873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:50.653017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:50.653734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:50.653810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:50.653841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:50.773492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:50.773658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:50.773695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:50.773723] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:50.776897] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=59.82%)
[2025-12-03T20:52:50.777152] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-03T20:52:50.777271] [INFO ] [sig       ] WEC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:50.914838] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WEC.txt
[2025-12-03T20:52:50.914957] [INFO ] [sig       ] [3397/3516] Completed WEC in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 40.0s
[2025-12-03T20:52:50.914993] [INFO ] [sig       ] [3398/3516] Forecasting WEN...
[2025-12-03T20:52:50.915021] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-03T20:52:50.915050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-03T20:52:50.925507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-03T20:52:50.925824] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-03T20:52:50.926647] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-03T20:52:50.926699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:50.926732] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:50.926759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:50.926817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:50.988945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:50.989713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:50.989792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:50.989825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:51.108037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:51.108184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:51.108222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:51.108250] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:51.111470] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=24.69%)
[2025-12-03T20:52:51.111748] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-03T20:52:51.111864] [INFO ] [sig       ] WEN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:51.246971] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WEN.txt
[2025-12-03T20:52:51.247123] [INFO ] [sig       ] [3398/3516] Completed WEN in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 39.6s
[2025-12-03T20:52:51.247160] [INFO ] [sig       ] [3399/3516] Forecasting WERN...
[2025-12-03T20:52:51.247187] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-03T20:52:51.247215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-03T20:52:51.257694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-03T20:52:51.257999] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-03T20:52:51.258948] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-03T20:52:51.259001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:51.259038] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:51.259076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:51.259153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:51.316753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:51.317543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:51.317639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:51.317671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:51.431619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:51.431759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:51.431798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:51.431825] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:51.435026] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-03T20:52:51.435287] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-03T20:52:51.435403] [INFO ] [sig       ] WERN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:51.576620] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WERN.txt
[2025-12-03T20:52:51.576739] [INFO ] [sig       ] [3399/3516] Completed WERN in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 39.3s
[2025-12-03T20:52:51.576774] [INFO ] [sig       ] [3400/3516] Forecasting WES...
[2025-12-03T20:52:51.576802] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-03T20:52:51.576830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-03T20:52:51.586646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-03T20:52:51.586910] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-03T20:52:51.587739] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-03T20:52:51.587790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:51.587821] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:51.587846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:51.587900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:51.644814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:51.645387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:51.645462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:51.645493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:51.758843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:51.758964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:51.759001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:51.759028] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:51.762193] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-03T20:52:51.762457] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-03T20:52:51.762594] [INFO ] [sig       ] WES: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:51.904233] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WES.txt
[2025-12-03T20:52:51.904346] [INFO ] [sig       ] [3400/3516] Completed WES in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 39.0s
[2025-12-03T20:52:51.904382] [INFO ] [sig       ] [3401/3516] Forecasting WEX...
[2025-12-03T20:52:51.904410] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-03T20:52:51.904438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-03T20:52:51.914364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-03T20:52:51.914666] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-03T20:52:51.915416] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-03T20:52:51.915466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:51.915499] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:51.915525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:51.915600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:51.972610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:51.973220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:51.973296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:51.973328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:52.093819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:52.093987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:52.094029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:52.094059] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:52.097548] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=61.12%)
[2025-12-03T20:52:52.097974] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-03T20:52:52.098161] [INFO ] [sig       ] WEX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:52.234471] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WEX.txt
[2025-12-03T20:52:52.234611] [INFO ] [sig       ] [3401/3516] Completed WEX in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 38.6s
[2025-12-03T20:52:52.234648] [INFO ] [sig       ] [3402/3516] Forecasting WEYS...
[2025-12-03T20:52:52.234676] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-03T20:52:52.234704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-03T20:52:52.244543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-03T20:52:52.244857] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-03T20:52:52.245587] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-03T20:52:52.245637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:52.245693] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:52.245720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:52.245775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:52.300823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:52.301418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:52.301491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:52.301522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:52.405042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:52.405194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:52.405233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:52.405260] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:52.408625] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: UP (p=67.08%)
[2025-12-03T20:52:52.408894] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-03T20:52:52.409013] [INFO ] [sig       ] WEYS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:52.547184] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WEYS.txt
[2025-12-03T20:52:52.547311] [INFO ] [sig       ] [3402/3516] Completed WEYS in 0.3s | 2.98 sym/s | Total: 19.0m | ETA: 38.3s
[2025-12-03T20:52:52.547347] [INFO ] [sig       ] [3403/3516] Forecasting WF...
[2025-12-03T20:52:52.547375] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-03T20:52:52.547403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-03T20:52:52.557048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-03T20:52:52.557327] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-03T20:52:52.558088] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-03T20:52:52.558137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:52.558167] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:52.558192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:52.558246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:52.614554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:52.615184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:52.615260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:52.615293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:52.735613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:52.735767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:52.735805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:52.735832] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:52.739071] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-03T20:52:52.739336] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-03T20:52:52.739463] [INFO ] [sig       ] WF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:52.878385] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WF.txt
[2025-12-03T20:52:52.878510] [INFO ] [sig       ] [3403/3516] Completed WF in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 38.0s
[2025-12-03T20:52:52.878547] [INFO ] [sig       ] [3404/3516] Forecasting WFC...
[2025-12-03T20:52:52.878593] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-03T20:52:52.878624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-03T20:52:52.888661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-03T20:52:52.888937] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-03T20:52:52.889729] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-03T20:52:52.889778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:52.889820] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:52.889846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:52.889901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:52.945206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:52.946045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:52.946125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:52.946158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:53.068134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:53.068287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:53.068325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:53.068352] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:53.071635] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=18.09%)
[2025-12-03T20:52:53.071901] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-03T20:52:53.072023] [INFO ] [sig       ] WFC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:53.252117] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WFC.txt
[2025-12-03T20:52:53.252246] [INFO ] [sig       ] [3404/3516] Completed WFC in 0.4s | 2.98 sym/s | Total: 19.1m | ETA: 37.6s
[2025-12-03T20:52:53.252282] [INFO ] [sig       ] [3405/3516] Forecasting WFG...
[2025-12-03T20:52:53.252311] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-03T20:52:53.252340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-03T20:52:53.262381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-03T20:52:53.262648] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-03T20:52:53.263364] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-03T20:52:53.263413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:53.263443] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:53.263469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:53.263524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:53.320908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:53.321795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:53.321881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:53.321914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:53.445366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:53.445511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:53.445547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:53.445592] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:53.448978] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=61.86%)
[2025-12-03T20:52:53.449247] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-03T20:52:53.449369] [INFO ] [sig       ] WFG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:53.591902] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WFG.txt
[2025-12-03T20:52:53.592031] [INFO ] [sig       ] [3405/3516] Completed WFG in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 37.3s
[2025-12-03T20:52:53.592067] [INFO ] [sig       ] [3406/3516] Forecasting WFRD...
[2025-12-03T20:52:53.592094] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-03T20:52:53.592123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-03T20:52:53.603247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-03T20:52:53.603679] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-03T20:52:53.604495] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-03T20:52:53.604550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:53.604616] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:53.604649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:53.604707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:53.660800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:53.661674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:53.661759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:53.661790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:53.775649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:53.775791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:53.775833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:53.775860] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:53.779121] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-03T20:52:53.779383] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-03T20:52:53.779501] [INFO ] [sig       ] WFRD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:53.915247] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WFRD.txt
[2025-12-03T20:52:53.915362] [INFO ] [sig       ] [3406/3516] Completed WFRD in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 37.0s
[2025-12-03T20:52:53.915399] [INFO ] [sig       ] [3407/3516] Forecasting WGMI...
[2025-12-03T20:52:53.915427] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-03T20:52:53.915455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-03T20:52:53.926608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-03T20:52:53.926942] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-03T20:52:53.927724] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-03T20:52:53.927775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:53.927808] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:53.927835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:53.927891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:53.985797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:53.986665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:53.986761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:53.986810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:54.109923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:54.110061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:54.110097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:54.110122] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:54.113338] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2025-12-03T20:52:54.113610] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-03T20:52:54.113727] [INFO ] [sig       ] WGMI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:54.248944] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WGMI.txt
[2025-12-03T20:52:54.249052] [INFO ] [sig       ] [3407/3516] Completed WGMI in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 36.6s
[2025-12-03T20:52:54.249094] [INFO ] [sig       ] [3408/3516] Forecasting WGO...
[2025-12-03T20:52:54.249123] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-03T20:52:54.249150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-03T20:52:54.259184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-03T20:52:54.259446] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-03T20:52:54.260203] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-03T20:52:54.260252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:54.260282] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:54.260307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:54.260360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:54.316058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:54.316777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:54.316852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:54.316884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:54.435029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:54.435148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:54.435185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:54.435213] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:54.438507] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=71.26%)
[2025-12-03T20:52:54.438815] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-03T20:52:54.438938] [INFO ] [sig       ] WGO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:54.581493] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WGO.txt
[2025-12-03T20:52:54.581622] [INFO ] [sig       ] [3408/3516] Completed WGO in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 36.3s
[2025-12-03T20:52:54.581660] [INFO ] [sig       ] [3409/3516] Forecasting WGS...
[2025-12-03T20:52:54.581687] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-03T20:52:54.581714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-03T20:52:54.591778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-03T20:52:54.592081] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-03T20:52:54.592880] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-03T20:52:54.592931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:54.592964] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:54.592991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:54.593046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:54.650064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:54.650676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:54.650752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:54.650786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:54.774975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:54.775120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:54.775156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:54.775183] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:54.778387] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-03T20:52:54.778665] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-03T20:52:54.778799] [INFO ] [sig       ] WGS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:54.915446] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WGS.txt
[2025-12-03T20:52:54.915638] [INFO ] [sig       ] [3409/3516] Completed WGS in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 35.9s
[2025-12-03T20:52:54.915681] [INFO ] [sig       ] [3410/3516] Forecasting WH...
[2025-12-03T20:52:54.915710] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-03T20:52:54.915738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-03T20:52:54.925798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-03T20:52:54.926128] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-03T20:52:54.926887] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-03T20:52:54.926936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:54.926967] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:54.926992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:54.927047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:54.983330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:54.984212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:54.984294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:54.984327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:55.104677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:55.104820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:55.104857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:55.104885] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:55.108129] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-03T20:52:55.108398] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-03T20:52:55.108530] [INFO ] [sig       ] WH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:55.252119] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WH.txt
[2025-12-03T20:52:55.252278] [INFO ] [sig       ] [3410/3516] Completed WH in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 35.6s
[2025-12-03T20:52:55.252316] [INFO ] [sig       ] [3411/3516] Forecasting WHD...
[2025-12-03T20:52:55.252343] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-03T20:52:55.252371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-03T20:52:55.262765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-03T20:52:55.263118] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-03T20:52:55.263878] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-03T20:52:55.263928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:55.263959] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:55.263985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:55.264039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:55.319049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:55.319871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:55.319948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:55.319979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:55.442278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:55.442434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:55.442474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:55.442519] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:55.445751] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-03T20:52:55.446010] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-03T20:52:55.446128] [INFO ] [sig       ] WHD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:55.583742] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WHD.txt
[2025-12-03T20:52:55.583896] [INFO ] [sig       ] [3411/3516] Completed WHD in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 35.3s
[2025-12-03T20:52:55.583933] [INFO ] [sig       ] [3412/3516] Forecasting WHF...
[2025-12-03T20:52:55.583963] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-03T20:52:55.583991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-03T20:52:55.594119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-03T20:52:55.594429] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-03T20:52:55.595184] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-03T20:52:55.595233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:55.595263] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:55.595288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:55.595342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:55.650511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:55.651256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:55.651332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:55.651399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:55.769082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:55.769227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:55.769264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:55.769292] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:55.772513] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2025-12-03T20:52:55.772792] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-03T20:52:55.772908] [INFO ] [sig       ] WHF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:55.909552] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WHF.txt
[2025-12-03T20:52:55.909724] [INFO ] [sig       ] [3412/3516] Completed WHF in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 34.9s
[2025-12-03T20:52:55.909761] [INFO ] [sig       ] [3413/3516] Forecasting WHG...
[2025-12-03T20:52:55.909791] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-03T20:52:55.909821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-03T20:52:55.919862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-03T20:52:55.920192] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-03T20:52:55.920993] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-03T20:52:55.921046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:55.921079] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:55.921107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:55.921164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:55.978744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:55.979598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:55.979682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:55.979732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:56.081622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:56.081770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:56.081807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:56.081834] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:56.085049] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-03T20:52:56.085314] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-03T20:52:56.085432] [INFO ] [sig       ] WHG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:56.220806] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WHG.txt
[2025-12-03T20:52:56.220938] [INFO ] [sig       ] [3413/3516] Completed WHG in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 34.6s
[2025-12-03T20:52:56.220976] [INFO ] [sig       ] [3414/3516] Forecasting WIA...
[2025-12-03T20:52:56.221005] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-03T20:52:56.221035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-03T20:52:56.230944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-03T20:52:56.231257] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-03T20:52:56.232025] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-03T20:52:56.232075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:56.232108] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:56.232134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:56.232189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:56.289272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:56.289922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:56.290001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:56.290033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:56.403259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:56.403406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:56.403442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:56.403469] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:56.406734] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-03T20:52:56.406999] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-03T20:52:56.407119] [INFO ] [sig       ] WIA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:56.547876] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WIA.txt
[2025-12-03T20:52:56.548001] [INFO ] [sig       ] [3414/3516] Completed WIA in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 34.3s
[2025-12-03T20:52:56.548061] [INFO ] [sig       ] [3415/3516] Forecasting WIMI...
[2025-12-03T20:52:56.548089] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-03T20:52:56.548117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-03T20:52:56.558312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-03T20:52:56.558670] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-03T20:52:56.559406] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-03T20:52:56.559455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:56.559485] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:56.559524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:56.559595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:56.616809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:56.617672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:56.617760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:56.617791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:56.737142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:56.737296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:56.737337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:56.737365] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:56.740820] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-03T20:52:56.741120] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-03T20:52:56.741250] [INFO ] [sig       ] WIMI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:56.887589] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WIMI.txt
[2025-12-03T20:52:56.887745] [INFO ] [sig       ] [3415/3516] Completed WIMI in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 33.9s
[2025-12-03T20:52:56.887787] [INFO ] [sig       ] [3416/3516] Forecasting WINA...
[2025-12-03T20:52:56.887816] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-03T20:52:56.887845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-03T20:52:56.897769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-03T20:52:56.898099] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-03T20:52:56.898876] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-03T20:52:56.898925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:56.898956] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:56.898982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:56.899036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:56.956274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:56.956981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:56.957057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:56.957089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:57.070432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:57.070603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:57.070643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:57.070672] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:57.074063] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=37.60%)
[2025-12-03T20:52:57.074341] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-03T20:52:57.074466] [INFO ] [sig       ] WINA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:57.220085] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WINA.txt
[2025-12-03T20:52:57.220212] [INFO ] [sig       ] [3416/3516] Completed WINA in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 33.6s
[2025-12-03T20:52:57.220249] [INFO ] [sig       ] [3417/3516] Forecasting WING...
[2025-12-03T20:52:57.220276] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-03T20:52:57.220304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-03T20:52:57.230749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-03T20:52:57.231041] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-03T20:52:57.231828] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-03T20:52:57.231879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:57.231911] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:57.231937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:57.231993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:57.289509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:57.290495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:57.290601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:57.290638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:57.423702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:57.423858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:57.423896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:57.423924] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:57.427308] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-03T20:52:57.427671] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-03T20:52:57.427809] [INFO ] [sig       ] WING: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:57.564950] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WING.txt
[2025-12-03T20:52:57.565101] [INFO ] [sig       ] [3417/3516] Completed WING in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 33.3s
[2025-12-03T20:52:57.565139] [INFO ] [sig       ] [3418/3516] Forecasting WINN...
[2025-12-03T20:52:57.565167] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-03T20:52:57.565196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-03T20:52:57.576022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-03T20:52:57.576384] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-03T20:52:57.577152] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-03T20:52:57.577201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:57.577233] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:57.577258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:57.577312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:57.634256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:57.634982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:57.635059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:57.635091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:57.757134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:57.757280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:57.757321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:57.757351] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:57.760763] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-03T20:52:57.761047] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-03T20:52:57.761169] [INFO ] [sig       ] WINN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:57.902414] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WINN.txt
[2025-12-03T20:52:57.902548] [INFO ] [sig       ] [3418/3516] Completed WINN in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 32.9s
[2025-12-03T20:52:57.902611] [INFO ] [sig       ] [3419/3516] Forecasting WIX...
[2025-12-03T20:52:57.902648] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-03T20:52:57.902690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-03T20:52:57.913641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-03T20:52:57.914005] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-03T20:52:57.914761] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-03T20:52:57.914811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:57.914869] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:57.914896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:57.914950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:57.971239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:57.972059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:57.972138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:57.972171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:58.093901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:58.094072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:58.094109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:58.094136] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:58.097502] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=52.86%)
[2025-12-03T20:52:58.097775] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-03T20:52:58.097893] [INFO ] [sig       ] WIX: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:58.233625] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WIX.txt
[2025-12-03T20:52:58.233760] [INFO ] [sig       ] [3419/3516] Completed WIX in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 32.6s
[2025-12-03T20:52:58.233798] [INFO ] [sig       ] [3420/3516] Forecasting WK...
[2025-12-03T20:52:58.233827] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-03T20:52:58.233856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-03T20:52:58.244739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-03T20:52:58.245142] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-03T20:52:58.245939] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-03T20:52:58.245987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:58.246017] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:58.246042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:58.246095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:58.300983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:58.301923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:58.302016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:58.302048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:58.420350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:58.420503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:58.420542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:58.420588] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:58.423943] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-03T20:52:58.424244] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-03T20:52:58.424375] [INFO ] [sig       ] WK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:58.564772] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WK.txt
[2025-12-03T20:52:58.564928] [INFO ] [sig       ] [3420/3516] Completed WK in 0.3s | 2.98 sym/s | Total: 19.1m | ETA: 32.2s
[2025-12-03T20:52:58.564966] [INFO ] [sig       ] [3421/3516] Forecasting WKC...
[2025-12-03T20:52:58.564995] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-03T20:52:58.565023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-03T20:52:58.576411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-03T20:52:58.576799] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-03T20:52:58.577531] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-03T20:52:58.577597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:58.577630] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:58.577655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:58.577712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:58.632622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:58.633298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:58.633373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:58.633403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:58.752179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:58.752325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:58.752361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:58.752387] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:58.755596] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-12-03T20:52:58.755854] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-03T20:52:58.755968] [INFO ] [sig       ] WKC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:58.892119] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WKC.txt
[2025-12-03T20:52:58.892268] [INFO ] [sig       ] [3421/3516] Completed WKC in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 31.9s
[2025-12-03T20:52:58.892305] [INFO ] [sig       ] [3422/3516] Forecasting WKEY...
[2025-12-03T20:52:58.892335] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-03T20:52:58.892364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-03T20:52:58.903228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-03T20:52:58.903537] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-03T20:52:58.904304] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-03T20:52:58.904354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:58.904384] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:58.904409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:58.904464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:58.961126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:58.961902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:58.961987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:58.962029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:59.081086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:59.081239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:59.081276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:59.081303] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:59.084640] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-03T20:52:59.084900] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-03T20:52:59.085016] [INFO ] [sig       ] WKEY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:59.222425] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WKEY.txt
[2025-12-03T20:52:59.222554] [INFO ] [sig       ] [3422/3516] Completed WKEY in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 31.6s
[2025-12-03T20:52:59.222610] [INFO ] [sig       ] [3423/3516] Forecasting WKSP...
[2025-12-03T20:52:59.222639] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-03T20:52:59.222667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-03T20:52:59.233700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-03T20:52:59.234137] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-03T20:52:59.234997] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-03T20:52:59.235048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:59.235078] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:59.235103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:59.235156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:59.289426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:59.290107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:59.290182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:59.290213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:59.405386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:59.405540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:59.405592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:59.405623] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:59.408874] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=71.58%)
[2025-12-03T20:52:59.409138] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-03T20:52:59.409257] [INFO ] [sig       ] WKSP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:52:59.546117] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WKSP.txt
[2025-12-03T20:52:59.546244] [INFO ] [sig       ] [3423/3516] Completed WKSP in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 31.2s
[2025-12-03T20:52:59.546281] [INFO ] [sig       ] [3424/3516] Forecasting WLDN...
[2025-12-03T20:52:59.546309] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-03T20:52:59.546337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-03T20:52:59.556738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-03T20:52:59.557054] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-03T20:52:59.557835] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-03T20:52:59.557886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:59.557917] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:59.557943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:59.558000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:59.615450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:59.616289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:59.616368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:59.616400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:52:59.737218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:52:59.737366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:52:59.737401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:52:59.737428] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:52:59.740687] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=23.34%)
[2025-12-03T20:52:59.740942] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-03T20:52:59.741058] [INFO ] [sig       ] WLDN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:52:59.898420] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WLDN.txt
[2025-12-03T20:52:59.898562] [INFO ] [sig       ] [3424/3516] Completed WLDN in 0.4s | 2.98 sym/s | Total: 19.2m | ETA: 30.9s
[2025-12-03T20:52:59.898618] [INFO ] [sig       ] [3425/3516] Forecasting WLDS...
[2025-12-03T20:52:59.898647] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-03T20:52:59.898675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-03T20:52:59.909434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-03T20:52:59.909784] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-03T20:52:59.910551] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-03T20:52:59.910626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:52:59.910662] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:52:59.910690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:52:59.910749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:52:59.965171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:52:59.965882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:52:59.965958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:52:59.965989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:00.083145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:00.083312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:00.083351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:00.083379] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:00.086831] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=50.35%)
[2025-12-03T20:53:00.087173] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-03T20:53:00.087305] [INFO ] [sig       ] WLDS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:00.230841] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WLDS.txt
[2025-12-03T20:53:00.230971] [INFO ] [sig       ] [3425/3516] Completed WLDS in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 30.6s
[2025-12-03T20:53:00.231010] [INFO ] [sig       ] [3426/3516] Forecasting WLFC...
[2025-12-03T20:53:00.231039] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-03T20:53:00.231068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-03T20:53:00.241114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-03T20:53:00.241399] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-03T20:53:00.242162] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-03T20:53:00.242212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:00.242245] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:00.242271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:00.242331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:00.297951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:00.298868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:00.298954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:00.298986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:00.418123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:00.418285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:00.418327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:00.418357] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:00.421865] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-03T20:53:00.422170] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-03T20:53:00.422306] [INFO ] [sig       ] WLFC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:00.564072] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WLFC.txt
[2025-12-03T20:53:00.564222] [INFO ] [sig       ] [3426/3516] Completed WLFC in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 30.2s
[2025-12-03T20:53:00.564262] [INFO ] [sig       ] [3427/3516] Forecasting WLK...
[2025-12-03T20:53:00.564289] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-03T20:53:00.564317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-03T20:53:00.575352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-03T20:53:00.575751] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-03T20:53:00.576528] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-03T20:53:00.576607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:00.576646] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:00.576675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:00.576734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:00.632436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:00.633140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:00.633214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:00.633245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:00.752998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:00.753112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:00.753148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:00.753175] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:00.756458] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=40.62%)
[2025-12-03T20:53:00.756774] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-03T20:53:00.756904] [INFO ] [sig       ] WLK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:00.896992] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WLK.txt
[2025-12-03T20:53:00.897170] [INFO ] [sig       ] [3427/3516] Completed WLK in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 29.9s
[2025-12-03T20:53:00.897212] [INFO ] [sig       ] [3428/3516] Forecasting WLKP...
[2025-12-03T20:53:00.897245] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-03T20:53:00.897277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-03T20:53:00.911531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-03T20:53:00.911953] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-03T20:53:00.912812] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-03T20:53:00.912878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:00.912913] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:00.912943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:00.913016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:00.979475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:00.980258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:00.980336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:00.980367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:01.101604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:01.101754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:01.101792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:01.101818] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:01.105073] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-03T20:53:01.105333] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-03T20:53:01.105448] [INFO ] [sig       ] WLKP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:01.242685] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WLKP.txt
[2025-12-03T20:53:01.242814] [INFO ] [sig       ] [3428/3516] Completed WLKP in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 29.6s
[2025-12-03T20:53:01.242851] [INFO ] [sig       ] [3429/3516] Forecasting WMG...
[2025-12-03T20:53:01.242878] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-03T20:53:01.242906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-03T20:53:01.253016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-03T20:53:01.253292] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-03T20:53:01.254029] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-03T20:53:01.254078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:01.254108] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:01.254134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:01.254189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:01.308877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:01.309689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:01.309799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:01.309831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:01.430555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:01.430718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:01.430756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:01.430783] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:01.434021] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-03T20:53:01.434278] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-03T20:53:01.434393] [INFO ] [sig       ] WMG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:01.572084] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WMG.txt
[2025-12-03T20:53:01.572227] [INFO ] [sig       ] [3429/3516] Completed WMG in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 29.2s
[2025-12-03T20:53:01.572264] [INFO ] [sig       ] [3430/3516] Forecasting WMK...
[2025-12-03T20:53:01.572292] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-03T20:53:01.572321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-03T20:53:01.583227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-03T20:53:01.583495] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-03T20:53:01.584233] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-03T20:53:01.584282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:01.584311] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:01.584336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:01.584389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:01.640069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:01.640880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:01.640955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:01.640987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:01.763833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:01.764000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:01.764042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:01.764070] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:01.768705] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=16.26%)
[2025-12-03T20:53:01.769162] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-03T20:53:01.769330] [INFO ] [sig       ] WMK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:01.919596] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WMK.txt
[2025-12-03T20:53:01.919768] [INFO ] [sig       ] [3430/3516] Completed WMK in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 28.9s
[2025-12-03T20:53:01.919812] [INFO ] [sig       ] [3431/3516] Forecasting WMS...
[2025-12-03T20:53:01.919845] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-03T20:53:01.919873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-03T20:53:01.934449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-03T20:53:01.934938] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-03T20:53:01.935935] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-03T20:53:01.935997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:01.936037] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:01.936073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:01.936151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:02.001000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:02.001859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:02.001938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:02.001970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:02.121605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:02.121765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:02.121807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:02.121834] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:02.125273] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-03T20:53:02.125656] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-03T20:53:02.125793] [INFO ] [sig       ] WMS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:02.264861] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WMS.txt
[2025-12-03T20:53:02.265016] [INFO ] [sig       ] [3431/3516] Completed WMS in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 28.6s
[2025-12-03T20:53:02.265061] [INFO ] [sig       ] [3432/3516] Forecasting WNC...
[2025-12-03T20:53:02.265092] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-03T20:53:02.265120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-03T20:53:02.276109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-03T20:53:02.276451] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-03T20:53:02.277212] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-03T20:53:02.277266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:02.277300] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:02.277328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:02.277385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:02.334909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:02.335711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:02.335788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:02.335819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:02.454017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:02.454169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:02.454210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:02.454238] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:02.457443] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2025-12-03T20:53:02.457722] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-03T20:53:02.457840] [INFO ] [sig       ] WNC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:02.593562] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WNC.txt
[2025-12-03T20:53:02.593730] [INFO ] [sig       ] [3432/3516] Completed WNC in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 28.2s
[2025-12-03T20:53:02.593766] [INFO ] [sig       ] [3433/3516] Forecasting WNEB...
[2025-12-03T20:53:02.593795] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-03T20:53:02.593823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-03T20:53:02.604387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-03T20:53:02.604721] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-03T20:53:02.605568] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-03T20:53:02.605634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:02.605665] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:02.605691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:02.605745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:02.660770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:02.661405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:02.661481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:02.661511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:02.778253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:02.778402] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-03T20:53:02.778439] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:02.778466] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:02.781694] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-03T20:53:02.781970] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-03T20:53:02.782107] [INFO ] [sig       ] WNEB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:02.921511] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WNEB.txt
[2025-12-03T20:53:02.921686] [INFO ] [sig       ] [3433/3516] Completed WNEB in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 27.9s
[2025-12-03T20:53:02.921725] [INFO ] [sig       ] [3434/3516] Forecasting WOK...
[2025-12-03T20:53:02.921754] [INFO ] [sig       ] Generating forecast for: WOK
[2025-12-03T20:53:02.921783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-12-03T20:53:02.931995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-12-03T20:53:02.932295] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-12-03T20:53:02.933057] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-12-03T20:53:02.933106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:02.933137] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:02.933163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:02.933218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:02.988482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:02.989337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:02.989413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:02.989444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:03.094097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:03.094246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:03.094282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:03.094309] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:03.097539] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-03T20:53:03.097813] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-12-03T20:53:03.097929] [INFO ] [sig       ] WOK: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:03.234330] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WOK.txt
[2025-12-03T20:53:03.234453] [INFO ] [sig       ] [3434/3516] Completed WOK in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 27.5s
[2025-12-03T20:53:03.234489] [INFO ] [sig       ] [3435/3516] Forecasting WOOD...
[2025-12-03T20:53:03.234516] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-03T20:53:03.234544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-03T20:53:03.245243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-03T20:53:03.245600] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-03T20:53:03.246358] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-03T20:53:03.246406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:03.246437] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:03.246462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:03.246516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:03.300752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:03.301445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:03.301523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:03.301553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:03.401652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:03.401756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:03.401806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:03.401834] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:03.405019] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=88.64%)
[2025-12-03T20:53:03.405274] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-03T20:53:03.405392] [INFO ] [sig       ] WOOD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:03.541474] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WOOD.txt
[2025-12-03T20:53:03.541612] [INFO ] [sig       ] [3435/3516] Completed WOOD in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 27.2s
[2025-12-03T20:53:03.541650] [INFO ] [sig       ] [3436/3516] Forecasting WOOF...
[2025-12-03T20:53:03.541678] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-03T20:53:03.541712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-03T20:53:03.551483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-03T20:53:03.551831] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-03T20:53:03.552565] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-03T20:53:03.552634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:03.552691] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:03.552719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:03.552773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:03.607138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:03.607852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:03.607946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:03.607978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:03.726290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:03.726442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:03.726479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:03.726506] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:03.729843] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-12-03T20:53:03.730100] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-03T20:53:03.730215] [INFO ] [sig       ] WOOF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:03.866308] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WOOF.txt
[2025-12-03T20:53:03.866434] [INFO ] [sig       ] [3436/3516] Completed WOOF in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 26.9s
[2025-12-03T20:53:03.866470] [INFO ] [sig       ] [3437/3516] Forecasting WPC...
[2025-12-03T20:53:03.866498] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-03T20:53:03.866528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-03T20:53:03.876605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-03T20:53:03.876876] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-03T20:53:03.877621] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-03T20:53:03.877673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:03.877704] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:03.877730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:03.877789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:03.934270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:03.935239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:03.935326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:03.935359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:04.060261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:04.060409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:04.060448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:04.060475] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:04.063944] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-03T20:53:04.064217] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-03T20:53:04.064340] [INFO ] [sig       ] WPC: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:04.206078] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WPC.txt
[2025-12-03T20:53:04.206229] [INFO ] [sig       ] [3437/3516] Completed WPC in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 26.5s
[2025-12-03T20:53:04.206289] [INFO ] [sig       ] [3438/3516] Forecasting WPP...
[2025-12-03T20:53:04.206320] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-03T20:53:04.206347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-03T20:53:04.217042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-03T20:53:04.217338] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-03T20:53:04.218165] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-03T20:53:04.218215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:04.218247] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:04.218272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:04.218326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:04.273729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:04.274284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:04.274357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:04.274388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:04.392147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:04.392264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:04.392298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:04.392325] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:04.395478] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-03T20:53:04.395754] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-03T20:53:04.395874] [INFO ] [sig       ] WPP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:04.533048] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WPP.txt
[2025-12-03T20:53:04.533150] [INFO ] [sig       ] [3438/3516] Completed WPP in 0.3s | 2.98 sym/s | Total: 19.2m | ETA: 26.2s
[2025-12-03T20:53:04.533186] [INFO ] [sig       ] [3439/3516] Forecasting WRAP...
[2025-12-03T20:53:04.533213] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-03T20:53:04.533242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-03T20:53:04.543145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-03T20:53:04.543399] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-03T20:53:04.544167] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-03T20:53:04.544216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:04.544258] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:04.544284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:04.544339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:04.602093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:04.602736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:04.602832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:04.602864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:04.717504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:04.717630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:04.717665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:04.717730] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:04.720903] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-03T20:53:04.721160] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-03T20:53:04.721275] [INFO ] [sig       ] WRAP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:04.857961] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WRAP.txt
[2025-12-03T20:53:04.858161] [INFO ] [sig       ] [3439/3516] Completed WRAP in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 25.9s
[2025-12-03T20:53:04.858205] [INFO ] [sig       ] [3440/3516] Forecasting WRB...
[2025-12-03T20:53:04.858233] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-03T20:53:04.858262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-03T20:53:04.868787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-03T20:53:04.869078] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-03T20:53:04.869847] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-03T20:53:04.869898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:04.869928] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:04.869953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:04.870007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:04.924106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:04.924684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:04.924759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:04.924793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:05.040909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:05.041008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:05.041042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:05.041069] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:05.044125] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=57.21%)
[2025-12-03T20:53:05.044381] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-03T20:53:05.044496] [INFO ] [sig       ] WRB: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:05.179269] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WRB.txt
[2025-12-03T20:53:05.179373] [INFO ] [sig       ] [3440/3516] Completed WRB in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 25.5s
[2025-12-03T20:53:05.179409] [INFO ] [sig       ] [3441/3516] Forecasting WRBY...
[2025-12-03T20:53:05.179435] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-03T20:53:05.179463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-03T20:53:05.189466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-03T20:53:05.189776] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-03T20:53:05.190515] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-03T20:53:05.190563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:05.190620] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:05.190648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:05.190703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:05.244799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:05.245355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:05.245427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:05.245456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:05.362587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:05.362688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:05.362721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:05.362747] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:05.365812] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2025-12-03T20:53:05.366091] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-03T20:53:05.366205] [INFO ] [sig       ] WRBY: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:05.502621] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WRBY.txt
[2025-12-03T20:53:05.502728] [INFO ] [sig       ] [3441/3516] Completed WRBY in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 25.2s
[2025-12-03T20:53:05.502763] [INFO ] [sig       ] [3442/3516] Forecasting WRLD...
[2025-12-03T20:53:05.502792] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-03T20:53:05.502821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-03T20:53:05.514147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-03T20:53:05.514494] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-03T20:53:05.515260] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-03T20:53:05.515309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:05.515339] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:05.515363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:05.515417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:05.570645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:05.571527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:05.571633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:05.571667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:05.686609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:05.686763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:05.686801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:05.686828] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:05.690251] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-12-03T20:53:05.690516] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-03T20:53:05.690653] [INFO ] [sig       ] WRLD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:05.826479] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WRLD.txt
[2025-12-03T20:53:05.826637] [INFO ] [sig       ] [3442/3516] Completed WRLD in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 24.9s
[2025-12-03T20:53:05.826677] [INFO ] [sig       ] [3443/3516] Forecasting WSBC...
[2025-12-03T20:53:05.826712] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-03T20:53:05.826742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-03T20:53:05.836984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-03T20:53:05.837264] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-03T20:53:05.838048] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-03T20:53:05.838101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:05.838132] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:05.838157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:05.838212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:05.892742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:05.893502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:05.893605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:05.893639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:06.014373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:06.014522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:06.014559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:06.014607] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:06.017951] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-03T20:53:06.018268] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-03T20:53:06.018391] [INFO ] [sig       ] WSBC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:06.164035] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WSBC.txt
[2025-12-03T20:53:06.164173] [INFO ] [sig       ] [3443/3516] Completed WSBC in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 24.5s
[2025-12-03T20:53:06.164214] [INFO ] [sig       ] [3444/3516] Forecasting WSBF...
[2025-12-03T20:53:06.164242] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-03T20:53:06.164271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-03T20:53:06.174241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-03T20:53:06.174530] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-03T20:53:06.175303] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-03T20:53:06.175354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:06.175385] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:06.175412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:06.175467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:06.230873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:06.231498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:06.231589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:06.231623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:06.350246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:06.350400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:06.350439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:06.350467] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:06.353832] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2025-12-03T20:53:06.354114] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-03T20:53:06.354237] [INFO ] [sig       ] WSBF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:06.494269] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WSBF.txt
[2025-12-03T20:53:06.494395] [INFO ] [sig       ] [3444/3516] Completed WSBF in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 24.2s
[2025-12-03T20:53:06.494431] [INFO ] [sig       ] [3445/3516] Forecasting WSC...
[2025-12-03T20:53:06.494459] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-03T20:53:06.494487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-03T20:53:06.505354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-03T20:53:06.505723] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-03T20:53:06.506532] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-03T20:53:06.506600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:06.506634] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:06.506660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:06.506715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:06.565994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:06.566775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:06.566858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:06.566903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:06.695538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:06.695720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:06.695761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:06.695789] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:06.699134] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=9.46%)
[2025-12-03T20:53:06.699410] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-03T20:53:06.699529] [INFO ] [sig       ] WSC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:06.840380] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WSC.txt
[2025-12-03T20:53:06.840501] [INFO ] [sig       ] [3445/3516] Completed WSC in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 23.8s
[2025-12-03T20:53:06.840538] [INFO ] [sig       ] [3446/3516] Forecasting WSFS...
[2025-12-03T20:53:06.840567] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-03T20:53:06.840615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-03T20:53:06.851519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-03T20:53:06.851880] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-03T20:53:06.852656] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-03T20:53:06.852705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:06.852734] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:06.852759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:06.852813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:06.909104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:06.909775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:06.909883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:06.909916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:07.023673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:07.023844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:07.023890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:07.023944] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:07.027481] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-12-03T20:53:07.027807] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-03T20:53:07.027943] [INFO ] [sig       ] WSFS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:07.175142] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WSFS.txt
[2025-12-03T20:53:07.175305] [INFO ] [sig       ] [3446/3516] Completed WSFS in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 23.5s
[2025-12-03T20:53:07.175341] [INFO ] [sig       ] [3447/3516] Forecasting WSM...
[2025-12-03T20:53:07.175369] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-03T20:53:07.175398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-03T20:53:07.186444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-03T20:53:07.186774] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-03T20:53:07.187498] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-03T20:53:07.187546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:07.187593] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:07.187621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:07.187678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:07.242526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:07.243167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:07.243240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:07.243270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:07.364852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:07.364990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:07.365026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:07.365052] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:07.368246] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-03T20:53:07.368503] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-03T20:53:07.368637] [INFO ] [sig       ] WSM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:07.504050] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WSM.txt
[2025-12-03T20:53:07.504173] [INFO ] [sig       ] [3447/3516] Completed WSM in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 23.2s
[2025-12-03T20:53:07.504209] [INFO ] [sig       ] [3448/3516] Forecasting WSO...
[2025-12-03T20:53:07.504236] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-03T20:53:07.504264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-03T20:53:07.514103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-03T20:53:07.514378] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-03T20:53:07.515118] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-03T20:53:07.515167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:07.515197] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:07.515222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:07.515277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:07.570338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:07.570965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:07.571038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:07.571083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:07.689263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:07.689403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:07.689438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:07.689464] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:07.692627] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-03T20:53:07.692879] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-03T20:53:07.692996] [INFO ] [sig       ] WSO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:07.829216] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WSO.txt
[2025-12-03T20:53:07.829328] [INFO ] [sig       ] [3448/3516] Completed WSO in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 22.8s
[2025-12-03T20:53:07.829363] [INFO ] [sig       ] [3449/3516] Forecasting WTBA...
[2025-12-03T20:53:07.829390] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-03T20:53:07.829417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-03T20:53:07.839290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-03T20:53:07.839543] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-03T20:53:07.840340] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-03T20:53:07.840389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:07.840419] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:07.840444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:07.840498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:07.895280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:07.895895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:07.895969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:07.895999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:08.013342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:08.013495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:08.013537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:08.013565] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:08.016878] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=67.44%)
[2025-12-03T20:53:08.017134] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-03T20:53:08.017249] [INFO ] [sig       ] WTBA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:08.151937] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WTBA.txt
[2025-12-03T20:53:08.152076] [INFO ] [sig       ] [3449/3516] Completed WTBA in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 22.5s
[2025-12-03T20:53:08.152113] [INFO ] [sig       ] [3450/3516] Forecasting WTFC...
[2025-12-03T20:53:08.152141] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-03T20:53:08.152169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-03T20:53:08.162167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-03T20:53:08.162459] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-03T20:53:08.163222] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-03T20:53:08.163271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:08.163301] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:08.163352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:08.163409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:08.218701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:08.219340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:08.219414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:08.219444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:08.339693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:08.339840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:08.339883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:08.339917] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:08.343129] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2025-12-03T20:53:08.343385] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-03T20:53:08.343499] [INFO ] [sig       ] WTFC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:08.478861] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WTFC.txt
[2025-12-03T20:53:08.478994] [INFO ] [sig       ] [3450/3516] Completed WTFC in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 22.2s
[2025-12-03T20:53:08.479031] [INFO ] [sig       ] [3451/3516] Forecasting WTI...
[2025-12-03T20:53:08.479059] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-03T20:53:08.479086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-03T20:53:08.489467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-03T20:53:08.489767] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-03T20:53:08.490528] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-03T20:53:08.490603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:08.490643] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:08.490669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:08.490724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:08.545500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:08.546128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:08.546202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:08.546233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:08.662721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:08.662871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:08.662914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:08.662947] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:08.666156] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2025-12-03T20:53:08.666412] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-03T20:53:08.666529] [INFO ] [sig       ] WTI: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:08.803907] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WTI.txt
[2025-12-03T20:53:08.804905] [INFO ] [sig       ] [3451/3516] Completed WTI in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 21.8s
[2025-12-03T20:53:08.804947] [INFO ] [sig       ] [3452/3516] Forecasting WTO...
[2025-12-03T20:53:08.804979] [INFO ] [sig       ] Generating forecast for: WTO
[2025-12-03T20:53:08.805007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-12-03T20:53:08.815127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-12-03T20:53:08.815413] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-12-03T20:53:08.816171] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-12-03T20:53:08.816220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:08.816251] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:08.816276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:08.816330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:08.871642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:08.872302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:08.872377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:08.872407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:08.968837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:08.968988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:08.969028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:08.969055] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:08.972250] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-03T20:53:08.972507] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-12-03T20:53:08.972641] [INFO ] [sig       ] WTO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:09.109459] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WTO.txt
[2025-12-03T20:53:09.109613] [INFO ] [sig       ] [3452/3516] Completed WTO in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 21.5s
[2025-12-03T20:53:09.109653] [INFO ] [sig       ] [3453/3516] Forecasting WTRG...
[2025-12-03T20:53:09.109680] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-03T20:53:09.109713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-03T20:53:09.120932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-03T20:53:09.121234] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-03T20:53:09.121991] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-03T20:53:09.122039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:09.122103] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:09.122141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:09.122221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:09.177175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:09.177925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:09.178006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:09.178297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:09.301264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:09.301416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:09.301454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:09.301487] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:09.304980] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-03T20:53:09.305283] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-03T20:53:09.305411] [INFO ] [sig       ] WTRG: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:09.448903] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WTRG.txt
[2025-12-03T20:53:09.449046] [INFO ] [sig       ] [3453/3516] Completed WTRG in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 21.2s
[2025-12-03T20:53:09.449098] [INFO ] [sig       ] [3454/3516] Forecasting WTS...
[2025-12-03T20:53:09.449139] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-03T20:53:09.449181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-03T20:53:09.459569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-03T20:53:09.459941] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-03T20:53:09.460805] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-03T20:53:09.460855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:09.460887] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:09.460913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:09.460968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:09.522332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:09.523176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:09.523254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:09.523286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:09.649926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:09.650085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:09.650133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:09.650163] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:09.653491] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=74.99%)
[2025-12-03T20:53:09.653779] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-03T20:53:09.653934] [INFO ] [sig       ] WTS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:09.796365] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WTS.txt
[2025-12-03T20:53:09.796501] [INFO ] [sig       ] [3454/3516] Completed WTS in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 20.8s
[2025-12-03T20:53:09.796540] [INFO ] [sig       ] [3455/3516] Forecasting WULF...
[2025-12-03T20:53:09.796567] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-03T20:53:09.796615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-03T20:53:09.807428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-03T20:53:09.807775] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-03T20:53:09.808539] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-03T20:53:09.808604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:09.808637] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:09.808663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:09.808717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:09.863503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:09.864163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:09.864237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:09.864268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:09.982121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:09.982264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:09.982300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:09.982327] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:09.985616] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-12-03T20:53:09.985882] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-03T20:53:09.986001] [INFO ] [sig       ] WULF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:10.123481] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WULF.txt
[2025-12-03T20:53:10.123645] [INFO ] [sig       ] [3455/3516] Completed WULF in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 20.5s
[2025-12-03T20:53:10.123695] [INFO ] [sig       ] [3456/3516] Forecasting WVE...
[2025-12-03T20:53:10.123725] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-03T20:53:10.123756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-03T20:53:10.133637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-03T20:53:10.133921] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-03T20:53:10.134673] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-03T20:53:10.134721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:10.134752] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:10.134777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:10.134831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:10.189138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:10.189774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:10.189853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:10.189885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:10.313644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:10.313820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:10.313863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:10.313941] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:10.317297] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-12-03T20:53:10.317584] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-03T20:53:10.317708] [INFO ] [sig       ] WVE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:10.454110] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WVE.txt
[2025-12-03T20:53:10.454241] [INFO ] [sig       ] [3456/3516] Completed WVE in 0.3s | 2.98 sym/s | Total: 19.3m | ETA: 20.2s
[2025-12-03T20:53:10.454278] [INFO ] [sig       ] [3457/3516] Forecasting WWD...
[2025-12-03T20:53:10.454307] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-03T20:53:10.454335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-03T20:53:10.464476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-03T20:53:10.464801] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-03T20:53:10.465526] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-03T20:53:10.465598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:10.465631] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:10.465657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:10.465711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:10.520661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:10.521272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:10.521345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:10.521376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:10.640606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:10.640745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:10.640781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:10.640808] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:10.643988] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-03T20:53:10.644265] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-03T20:53:10.644380] [INFO ] [sig       ] WWD: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:10.779973] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WWD.txt
[2025-12-03T20:53:10.780094] [INFO ] [sig       ] [3457/3516] Completed WWD in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 19.8s
[2025-12-03T20:53:10.780130] [INFO ] [sig       ] [3458/3516] Forecasting WY...
[2025-12-03T20:53:10.780157] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-03T20:53:10.780184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-03T20:53:10.791709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-03T20:53:10.792118] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-03T20:53:10.793034] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-03T20:53:10.793095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:10.793128] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:10.793153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:10.793210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:10.852418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:10.853206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:10.853302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:10.853349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:10.971467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:10.971642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:10.971681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:10.971710] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:10.975046] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2025-12-03T20:53:10.975318] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-03T20:53:10.975446] [INFO ] [sig       ] WY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:11.115439] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/WY.txt
[2025-12-03T20:53:11.115609] [INFO ] [sig       ] [3458/3516] Completed WY in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 19.5s
[2025-12-03T20:53:11.115657] [INFO ] [sig       ] [3459/3516] Forecasting WYNN...
[2025-12-03T20:53:11.115686] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-03T20:53:11.115716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-03T20:53:11.126815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-03T20:53:11.127153] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-03T20:53:11.127910] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-03T20:53:11.127959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:11.127988] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:11.128031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:11.128087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:11.182772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:11.183441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:11.183524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:11.183556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:11.304542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:11.304733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:11.304771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:11.304797] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:11.308088] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2025-12-03T20:53:11.308351] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-03T20:53:11.308470] [INFO ] [sig       ] WYNN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:11.446664] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/WYNN.txt
[2025-12-03T20:53:11.446841] [INFO ] [sig       ] [3459/3516] Completed WYNN in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 19.1s
[2025-12-03T20:53:11.446885] [INFO ] [sig       ] [3460/3516] Forecasting XBIL...
[2025-12-03T20:53:11.446919] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-03T20:53:11.446954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-03T20:53:11.458049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-03T20:53:11.458419] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-03T20:53:11.459200] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-03T20:53:11.459250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:11.459281] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:11.459308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:11.459363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:11.515913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:11.516841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:11.516939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:11.516977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:11.611147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:11.611306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:11.611343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:11.611371] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:11.614737] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2025-12-03T20:53:11.615023] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-03T20:53:11.615146] [INFO ] [sig       ] XBIL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:11.765196] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XBIL.txt
[2025-12-03T20:53:11.765348] [INFO ] [sig       ] [3460/3516] Completed XBIL in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 18.8s
[2025-12-03T20:53:11.765386] [INFO ] [sig       ] [3461/3516] Forecasting XEL...
[2025-12-03T20:53:11.765415] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-03T20:53:11.765444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-03T20:53:11.776207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-03T20:53:11.776547] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-03T20:53:11.777301] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-03T20:53:11.777350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:11.777380] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:11.777406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:11.777460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:11.833733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:11.834463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:11.834540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:11.834591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:11.956059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:11.956210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:11.956248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:11.956275] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:11.959985] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=56.09%)
[2025-12-03T20:53:11.960294] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-03T20:53:11.960427] [INFO ] [sig       ] XEL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:12.099425] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XEL.txt
[2025-12-03T20:53:12.099556] [INFO ] [sig       ] [3461/3516] Completed XEL in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 18.5s
[2025-12-03T20:53:12.099613] [INFO ] [sig       ] [3462/3516] Forecasting XENE...
[2025-12-03T20:53:12.099644] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-03T20:53:12.099673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-03T20:53:12.110428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-03T20:53:12.110809] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-03T20:53:12.111556] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-03T20:53:12.111623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:12.111654] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:12.111680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:12.111733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:12.166192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:12.167057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:12.167136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:12.167168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:12.281493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:12.281673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:12.281713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:12.281739] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:12.285021] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-12-03T20:53:12.285290] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-03T20:53:12.285412] [INFO ] [sig       ] XENE: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:12.420821] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XENE.txt
[2025-12-03T20:53:12.420972] [INFO ] [sig       ] [3462/3516] Completed XENE in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 18.1s
[2025-12-03T20:53:12.421008] [INFO ] [sig       ] [3463/3516] Forecasting XERS...
[2025-12-03T20:53:12.421038] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-03T20:53:12.421065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-03T20:53:12.430665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-03T20:53:12.430994] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-03T20:53:12.431744] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-03T20:53:12.431792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:12.431834] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:12.431862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:12.431916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:12.486965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:12.487750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:12.487861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:12.487893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:12.608711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:12.608900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:12.608939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:12.608971] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:12.612368] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=42.82%)
[2025-12-03T20:53:12.612683] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-03T20:53:12.612818] [INFO ] [sig       ] XERS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:12.750284] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/XERS.txt
[2025-12-03T20:53:12.750427] [INFO ] [sig       ] [3463/3516] Completed XERS in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 17.8s
[2025-12-03T20:53:12.750465] [INFO ] [sig       ] [3464/3516] Forecasting XGN...
[2025-12-03T20:53:12.750494] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-03T20:53:12.750522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-03T20:53:12.760966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-03T20:53:12.761290] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-03T20:53:12.762022] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-03T20:53:12.762071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:12.762102] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:12.762127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:12.762181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:12.817780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:12.818556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:12.818651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:12.818683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:12.940616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:12.940775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:12.940813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:12.940841] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:12.944176] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=68.64%)
[2025-12-03T20:53:12.944456] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-03T20:53:12.944600] [INFO ] [sig       ] XGN: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:13.085144] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XGN.txt
[2025-12-03T20:53:13.085286] [INFO ] [sig       ] [3464/3516] Completed XGN in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 17.5s
[2025-12-03T20:53:13.085324] [INFO ] [sig       ] [3465/3516] Forecasting XOM...
[2025-12-03T20:53:13.085353] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-03T20:53:13.085381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-03T20:53:13.098856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-03T20:53:13.099375] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-03T20:53:13.100300] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-03T20:53:13.100352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:13.100384] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:13.100409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:13.100464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:13.159183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:13.160043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:13.160130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:13.160164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:13.281666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:13.281826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:13.281865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:13.281893] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:13.285192] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=31.70%)
[2025-12-03T20:53:13.285455] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-03T20:53:13.285592] [INFO ] [sig       ] XOM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:13.425520] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/XOM.txt
[2025-12-03T20:53:13.425701] [INFO ] [sig       ] [3465/3516] Completed XOM in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 17.1s
[2025-12-03T20:53:13.425741] [INFO ] [sig       ] [3466/3516] Forecasting XOMA...
[2025-12-03T20:53:13.425770] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-03T20:53:13.425798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-03T20:53:13.436675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-03T20:53:13.437088] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-03T20:53:13.437855] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-03T20:53:13.437905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:13.437936] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:13.437962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:13.438042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:13.493754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:13.494476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:13.494554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:13.494605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:13.610010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:13.610162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:13.610201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:13.610228] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:13.613528] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=77.92%)
[2025-12-03T20:53:13.613802] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-03T20:53:13.613917] [INFO ] [sig       ] XOMA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:13.756443] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XOMA.txt
[2025-12-03T20:53:13.756641] [INFO ] [sig       ] [3466/3516] Completed XOMA in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 16.8s
[2025-12-03T20:53:13.756688] [INFO ] [sig       ] [3467/3516] Forecasting XOS...
[2025-12-03T20:53:13.756719] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-03T20:53:13.756748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-03T20:53:13.767550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-03T20:53:13.767893] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-03T20:53:13.768686] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-03T20:53:13.768735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:13.768766] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:13.768790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:13.768844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:13.824421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:13.825257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:13.825334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:13.825365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:13.945612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:13.945778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:13.945815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:13.945847] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:13.949201] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=65.19%)
[2025-12-03T20:53:13.949473] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-03T20:53:13.949611] [INFO ] [sig       ] XOS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:14.085970] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XOS.txt
[2025-12-03T20:53:14.086136] [INFO ] [sig       ] [3467/3516] Completed XOS in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 16.5s
[2025-12-03T20:53:14.086174] [INFO ] [sig       ] [3468/3516] Forecasting XP...
[2025-12-03T20:53:14.086203] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-03T20:53:14.086231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-03T20:53:14.097403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-03T20:53:14.097733] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-03T20:53:14.098488] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-03T20:53:14.098537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:14.098567] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:14.098613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:14.098668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:14.154379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:14.155105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:14.155186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:14.155218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:14.276309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:14.276464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:14.276501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:14.276527] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:14.279801] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=82.63%)
[2025-12-03T20:53:14.280085] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-03T20:53:14.280225] [INFO ] [sig       ] XP: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:14.422842] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XP.txt
[2025-12-03T20:53:14.422993] [INFO ] [sig       ] [3468/3516] Completed XP in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 16.1s
[2025-12-03T20:53:14.423029] [INFO ] [sig       ] [3469/3516] Forecasting XPEL...
[2025-12-03T20:53:14.423058] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-03T20:53:14.423085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-03T20:53:14.434112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-03T20:53:14.434422] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-03T20:53:14.435171] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-03T20:53:14.435221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:14.435252] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:14.435277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:14.435331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:14.490520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:14.491144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:14.491219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:14.491249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:14.607494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:14.607708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:14.607748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:14.607775] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:14.611248] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=28.12%)
[2025-12-03T20:53:14.611511] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-03T20:53:14.611647] [INFO ] [sig       ] XPEL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:14.755274] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/XPEL.txt
[2025-12-03T20:53:14.755408] [INFO ] [sig       ] [3469/3516] Completed XPEL in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 15.8s
[2025-12-03T20:53:14.755445] [INFO ] [sig       ] [3470/3516] Forecasting XPO...
[2025-12-03T20:53:14.755472] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-03T20:53:14.755500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-03T20:53:14.766870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-03T20:53:14.767177] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-03T20:53:14.767961] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-03T20:53:14.768047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:14.768113] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:14.768141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:14.768199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:14.824470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:14.825164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:14.825251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:14.825286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:14.940620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:14.940770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:14.940807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:14.940852] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:14.944121] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=37.65%)
[2025-12-03T20:53:14.944377] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-03T20:53:14.944492] [INFO ] [sig       ] XPO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:15.083640] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/XPO.txt
[2025-12-03T20:53:15.083788] [INFO ] [sig       ] [3470/3516] Completed XPO in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 15.4s
[2025-12-03T20:53:15.083827] [INFO ] [sig       ] [3471/3516] Forecasting XPOF...
[2025-12-03T20:53:15.083855] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-03T20:53:15.083883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-03T20:53:15.094397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-03T20:53:15.094741] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-03T20:53:15.095489] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-03T20:53:15.095540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:15.095592] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:15.095623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:15.095681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:15.152256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:15.152911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:15.152991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:15.153022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:15.271963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:15.272111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:15.272148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:15.272174] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:15.275410] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=42.79%)
[2025-12-03T20:53:15.275684] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-03T20:53:15.275801] [INFO ] [sig       ] XPOF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:15.420407] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/XPOF.txt
[2025-12-03T20:53:15.420567] [INFO ] [sig       ] [3471/3516] Completed XPOF in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 15.1s
[2025-12-03T20:53:15.420628] [INFO ] [sig       ] [3472/3516] Forecasting XPON...
[2025-12-03T20:53:15.420658] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-03T20:53:15.420686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-03T20:53:15.431613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-03T20:53:15.431927] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-03T20:53:15.432743] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-03T20:53:15.432793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:15.432824] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:15.432849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:15.432904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:15.499312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:15.500280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:15.500387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:15.500420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:15.621122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:15.621278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:15.621318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:15.621354] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:15.624852] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-03T20:53:15.625147] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-03T20:53:15.625278] [INFO ] [sig       ] XPON: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:15.767561] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XPON.txt
[2025-12-03T20:53:15.767723] [INFO ] [sig       ] [3472/3516] Completed XPON in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 14.8s
[2025-12-03T20:53:15.767761] [INFO ] [sig       ] [3473/3516] Forecasting XPRO...
[2025-12-03T20:53:15.767789] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-03T20:53:15.767818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-03T20:53:15.779205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-03T20:53:15.779641] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-03T20:53:15.780413] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-03T20:53:15.780461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:15.780491] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:15.780515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:15.780584] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:15.837610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:15.838508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:15.838612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:15.838647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:15.956893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:15.957045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:15.957082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:15.957145] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:15.960486] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=77.61%)
[2025-12-03T20:53:15.960773] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-03T20:53:15.960897] [INFO ] [sig       ] XPRO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:16.105603] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XPRO.txt
[2025-12-03T20:53:16.105729] [INFO ] [sig       ] [3473/3516] Completed XPRO in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 14.4s
[2025-12-03T20:53:16.105767] [INFO ] [sig       ] [3474/3516] Forecasting XRAY...
[2025-12-03T20:53:16.105795] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-03T20:53:16.105823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-03T20:53:16.116560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-03T20:53:16.116918] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-03T20:53:16.117719] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-03T20:53:16.117770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:16.117801] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:16.117841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:16.117899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:16.173446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:16.174139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:16.174214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:16.174245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:16.293564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:16.293740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:16.293778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:16.293806] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:16.297194] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-03T20:53:16.297472] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-03T20:53:16.297620] [INFO ] [sig       ] XRAY: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:16.437469] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XRAY.txt
[2025-12-03T20:53:16.437634] [INFO ] [sig       ] [3474/3516] Completed XRAY in 0.3s | 2.98 sym/s | Total: 19.4m | ETA: 14.1s
[2025-12-03T20:53:16.437674] [INFO ] [sig       ] [3475/3516] Forecasting XRX...
[2025-12-03T20:53:16.437701] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-03T20:53:16.437728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-03T20:53:16.447883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-03T20:53:16.448240] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-03T20:53:16.449011] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-03T20:53:16.449060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:16.449092] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:16.449118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:16.449175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:16.508871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:16.509694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:16.509773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:16.509806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:16.632505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:16.632678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:16.632719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:16.632747] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:16.636256] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=37.91%)
[2025-12-03T20:53:16.636546] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-03T20:53:16.636730] [INFO ] [sig       ] XRX: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:16.774116] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/XRX.txt
[2025-12-03T20:53:16.774272] [INFO ] [sig       ] [3475/3516] Completed XRX in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 13.8s
[2025-12-03T20:53:16.774308] [INFO ] [sig       ] [3476/3516] Forecasting XTIA...
[2025-12-03T20:53:16.774339] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-03T20:53:16.774367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-03T20:53:16.784721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-03T20:53:16.785068] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-03T20:53:16.785856] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-03T20:53:16.785905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:16.785935] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:16.785959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:16.786012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:16.842687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:16.843613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:16.843699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:16.843732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:16.981150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:16.981309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:16.981347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:16.981376] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:16.985118] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=70.80%)
[2025-12-03T20:53:16.985631] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-03T20:53:16.985770] [INFO ] [sig       ] XTIA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:17.130253] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XTIA.txt
[2025-12-03T20:53:17.130417] [INFO ] [sig       ] [3476/3516] Completed XTIA in 0.4s | 2.98 sym/s | Total: 19.5m | ETA: 13.4s
[2025-12-03T20:53:17.130454] [INFO ] [sig       ] [3477/3516] Forecasting XTKG...
[2025-12-03T20:53:17.130482] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-03T20:53:17.130509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-03T20:53:17.141882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-03T20:53:17.142264] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-03T20:53:17.143094] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-03T20:53:17.143145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:17.143177] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:17.143202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:17.143256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:17.200458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:17.201370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:17.201452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:17.201485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:17.332151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:17.332340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:17.332402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:17.332448] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:17.337514] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: UP (p=85.46%)
[2025-12-03T20:53:17.337922] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-03T20:53:17.338111] [INFO ] [sig       ] XTKG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:17.539491] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XTKG.txt
[2025-12-03T20:53:17.539683] [INFO ] [sig       ] [3477/3516] Completed XTKG in 0.4s | 2.98 sym/s | Total: 19.5m | ETA: 13.1s
[2025-12-03T20:53:17.539729] [INFO ] [sig       ] [3478/3516] Forecasting XYF...
[2025-12-03T20:53:17.539759] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-03T20:53:17.539808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-03T20:53:17.551163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-03T20:53:17.551551] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-03T20:53:17.552441] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-03T20:53:17.552494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:17.552526] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:17.552552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:17.552656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:17.609827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:17.610707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:17.610792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:17.610826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:17.736979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:17.737146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:17.737185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:17.737213] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:17.740840] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=27.43%)
[2025-12-03T20:53:17.741163] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-03T20:53:17.741298] [INFO ] [sig       ] XYF: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:17.900822] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/XYF.txt
[2025-12-03T20:53:17.901030] [INFO ] [sig       ] [3478/3516] Completed XYF in 0.4s | 2.98 sym/s | Total: 19.5m | ETA: 12.8s
[2025-12-03T20:53:17.901093] [INFO ] [sig       ] [3479/3516] Forecasting XYL...
[2025-12-03T20:53:17.901138] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-03T20:53:17.901183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-03T20:53:17.916567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-03T20:53:17.917089] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-03T20:53:17.918256] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-03T20:53:17.918323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:17.918375] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:17.918420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:17.918510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:17.995986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:17.997209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:17.997321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:17.997374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:18.164530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:18.164724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:18.164765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:18.164793] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:18.168477] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-12-03T20:53:18.168833] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-03T20:53:18.169009] [INFO ] [sig       ] XYL: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:18.320712] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/XYL.txt
[2025-12-03T20:53:18.320867] [INFO ] [sig       ] [3479/3516] Completed XYL in 0.4s | 2.98 sym/s | Total: 19.5m | ETA: 12.4s
[2025-12-03T20:53:18.320906] [INFO ] [sig       ] [3480/3516] Forecasting YALA...
[2025-12-03T20:53:18.320933] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-03T20:53:18.320961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-03T20:53:18.331950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-03T20:53:18.332357] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-03T20:53:18.333433] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-03T20:53:18.333486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:18.333519] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:18.333548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:18.333625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:18.392327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:18.393455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:18.393638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:18.393672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:18.515045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:18.515197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:18.515237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:18.515266] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:18.518617] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-12-03T20:53:18.518879] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-03T20:53:18.519002] [INFO ] [sig       ] YALA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:18.656914] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/YALA.txt
[2025-12-03T20:53:18.657048] [INFO ] [sig       ] [3480/3516] Completed YALA in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 12.1s
[2025-12-03T20:53:18.657085] [INFO ] [sig       ] [3481/3516] Forecasting YELP...
[2025-12-03T20:53:18.657114] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-03T20:53:18.657142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-03T20:53:18.669723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-03T20:53:18.670174] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-03T20:53:18.671039] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-03T20:53:18.671093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:18.671125] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:18.671152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:18.671208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:18.730102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:18.730927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:18.731011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:18.731044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:18.873322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:18.873501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:18.873547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:18.873617] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:18.877351] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=50.00%)
[2025-12-03T20:53:18.877682] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-03T20:53:18.877821] [INFO ] [sig       ] YELP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:19.033985] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/YELP.txt
[2025-12-03T20:53:19.034146] [INFO ] [sig       ] [3481/3516] Completed YELP in 0.4s | 2.98 sym/s | Total: 19.5m | ETA: 11.8s
[2025-12-03T20:53:19.034184] [INFO ] [sig       ] [3482/3516] Forecasting YETI...
[2025-12-03T20:53:19.034213] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-03T20:53:19.034240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-03T20:53:19.046263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-03T20:53:19.046680] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-03T20:53:19.047552] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-03T20:53:19.047621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:19.047654] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:19.047684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:19.047752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:19.109135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:19.110080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:19.110184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:19.110223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:19.236610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:19.236773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:19.236812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:19.236839] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:19.240215] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-03T20:53:19.240482] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-03T20:53:19.240618] [INFO ] [sig       ] YETI: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:19.376079] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/YETI.txt
[2025-12-03T20:53:19.376243] [INFO ] [sig       ] [3482/3516] Completed YETI in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 11.4s
[2025-12-03T20:53:19.376282] [INFO ] [sig       ] [3483/3516] Forecasting YMM...
[2025-12-03T20:53:19.376311] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-03T20:53:19.376339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-03T20:53:19.386950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-03T20:53:19.387303] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-03T20:53:19.388133] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-03T20:53:19.388191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:19.388222] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:19.388247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:19.388301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:19.443382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:19.444145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:19.444225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:19.444257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:19.561103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:19.561258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:19.561296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:19.561323] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:19.564554] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-03T20:53:19.564834] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-03T20:53:19.564950] [INFO ] [sig       ] YMM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:19.701955] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/YMM.txt
[2025-12-03T20:53:19.702149] [INFO ] [sig       ] [3483/3516] Completed YMM in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 11.1s
[2025-12-03T20:53:19.702189] [INFO ] [sig       ] [3484/3516] Forecasting YPF...
[2025-12-03T20:53:19.702217] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-03T20:53:19.702245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-03T20:53:19.712714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-03T20:53:19.713072] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-03T20:53:19.713831] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-03T20:53:19.713880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:19.713910] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:19.713936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:19.713990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:19.768843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:19.769640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:19.769718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:19.769750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:19.896281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:19.896435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:19.896474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:19.896507] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:19.900161] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-12-03T20:53:19.900494] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-03T20:53:19.900646] [INFO ] [sig       ] YPF: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:20.048549] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/YPF.txt
[2025-12-03T20:53:20.048739] [INFO ] [sig       ] [3484/3516] Completed YPF in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 10.7s
[2025-12-03T20:53:20.048781] [INFO ] [sig       ] [3485/3516] Forecasting YQQQ...
[2025-12-03T20:53:20.048810] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-03T20:53:20.048840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-03T20:53:20.060050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-03T20:53:20.060462] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-03T20:53:20.061261] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-03T20:53:20.061313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:20.061344] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:20.061370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:20.061438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:20.118343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:20.119176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:20.119253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:20.119283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:20.237468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:20.237628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:20.237666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:20.237692] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:20.240998] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-03T20:53:20.241254] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-03T20:53:20.241367] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:20.378096] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/YQQQ.txt
[2025-12-03T20:53:20.378209] [INFO ] [sig       ] [3485/3516] Completed YQQQ in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 10.4s
[2025-12-03T20:53:20.378246] [INFO ] [sig       ] [3486/3516] Forecasting YRD...
[2025-12-03T20:53:20.378274] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-03T20:53:20.378302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-03T20:53:20.389190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-03T20:53:20.389611] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-03T20:53:20.390386] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-03T20:53:20.390435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:20.390466] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:20.390491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:20.390545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:20.447069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:20.447966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:20.448079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:20.448116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:20.567110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:20.567263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:20.567301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:20.567329] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:20.570812] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=16.24%)
[2025-12-03T20:53:20.571135] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-03T20:53:20.571275] [INFO ] [sig       ] YRD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:20.709305] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/YRD.txt
[2025-12-03T20:53:20.709447] [INFO ] [sig       ] [3486/3516] Completed YRD in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 10.1s
[2025-12-03T20:53:20.709483] [INFO ] [sig       ] [3487/3516] Forecasting YSG...
[2025-12-03T20:53:20.709511] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-03T20:53:20.709539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-03T20:53:20.719725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-03T20:53:20.720061] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-03T20:53:20.720850] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-03T20:53:20.720912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:20.720971] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:20.720999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:20.721055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:20.776370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:20.777197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:20.777274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:20.777307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:20.898797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:20.898943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:20.898983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:20.899010] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:20.902328] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-03T20:53:20.902608] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-03T20:53:20.902727] [INFO ] [sig       ] YSG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:21.042420] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/YSG.txt
[2025-12-03T20:53:21.042541] [INFO ] [sig       ] [3487/3516] Completed YSG in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 9.7s
[2025-12-03T20:53:21.042594] [INFO ] [sig       ] [3488/3516] Forecasting YTRA...
[2025-12-03T20:53:21.042625] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-03T20:53:21.042653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-03T20:53:21.052449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-03T20:53:21.052726] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-03T20:53:21.053452] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-03T20:53:21.053500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:21.053531] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:21.053556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:21.053636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:21.111692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:21.112388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:21.112468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:21.112506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:21.226381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:21.226524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:21.226560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:21.226605] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:21.229833] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-12-03T20:53:21.230089] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-03T20:53:21.230205] [INFO ] [sig       ] YTRA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:21.367955] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/YTRA.txt
[2025-12-03T20:53:21.368099] [INFO ] [sig       ] [3488/3516] Completed YTRA in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 9.4s
[2025-12-03T20:53:21.368137] [INFO ] [sig       ] [3489/3516] Forecasting YUM...
[2025-12-03T20:53:21.368164] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-03T20:53:21.368191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-03T20:53:21.378004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-03T20:53:21.378304] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-03T20:53:21.379048] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-03T20:53:21.379096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:21.379126] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:21.379152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:21.379206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:21.434837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:21.435610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:21.435686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:21.435716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:21.553107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:21.553208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:21.553244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:21.553270] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:21.556445] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=30.42%)
[2025-12-03T20:53:21.556718] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-03T20:53:21.556834] [INFO ] [sig       ] YUM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:21.693067] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/YUM.txt
[2025-12-03T20:53:21.693189] [INFO ] [sig       ] [3489/3516] Completed YUM in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 9.1s
[2025-12-03T20:53:21.693225] [INFO ] [sig       ] [3490/3516] Forecasting YUMC...
[2025-12-03T20:53:21.693254] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-03T20:53:21.693283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-03T20:53:21.704118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-03T20:53:21.704555] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-03T20:53:21.705400] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-03T20:53:21.705453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:21.705484] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:21.705511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:21.705566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:21.760698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:21.761515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:21.761615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:21.761648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:21.881665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:21.881813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:21.881849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:21.881908] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:21.886107] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-03T20:53:21.886377] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-03T20:53:21.886499] [INFO ] [sig       ] YUMC: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:22.033857] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/YUMC.txt
[2025-12-03T20:53:22.034001] [INFO ] [sig       ] [3490/3516] Completed YUMC in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 8.7s
[2025-12-03T20:53:22.034042] [INFO ] [sig       ] [3491/3516] Forecasting Z...
[2025-12-03T20:53:22.034074] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-03T20:53:22.034106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-03T20:53:22.045709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-03T20:53:22.046056] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-03T20:53:22.046839] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-03T20:53:22.046890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:22.046922] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:22.046949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:22.047007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:22.104461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:22.105241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:22.105321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:22.105354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:22.226628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:22.226773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:22.226812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:22.226841] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:22.230154] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-03T20:53:22.230418] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-03T20:53:22.230547] [INFO ] [sig       ] Z: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:22.371926] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/Z.txt
[2025-12-03T20:53:22.372061] [INFO ] [sig       ] [3491/3516] Completed Z in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 8.4s
[2025-12-03T20:53:22.372098] [INFO ] [sig       ] [3492/3516] Forecasting ZBH...
[2025-12-03T20:53:22.372126] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-03T20:53:22.372154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-03T20:53:22.385341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-03T20:53:22.385723] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-03T20:53:22.386665] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-03T20:53:22.386724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:22.386762] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:22.386796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:22.386873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:22.447478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:22.448300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:22.448379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:22.448410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:22.565067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:22.565218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:22.565254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:22.565282] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:22.568493] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=39.38%)
[2025-12-03T20:53:22.568783] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-03T20:53:22.568898] [INFO ] [sig       ] ZBH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:22.704732] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZBH.txt
[2025-12-03T20:53:22.704863] [INFO ] [sig       ] [3492/3516] Completed ZBH in 0.3s | 2.98 sym/s | Total: 19.5m | ETA: 8.1s
[2025-12-03T20:53:22.704899] [INFO ] [sig       ] [3493/3516] Forecasting ZBIO...
[2025-12-03T20:53:22.704929] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-03T20:53:22.704957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-03T20:53:22.715126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-03T20:53:22.715394] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-03T20:53:22.716136] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-03T20:53:22.716197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:22.716233] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:22.716263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:22.716326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:22.774982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:22.775824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:22.775907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:22.775940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:22.898663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:22.898806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:22.898843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:22.898870] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:22.902140] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=55.92%)
[2025-12-03T20:53:22.902404] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-03T20:53:22.902526] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:23.049751] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZBIO.txt
[2025-12-03T20:53:23.049896] [INFO ] [sig       ] [3493/3516] Completed ZBIO in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 7.7s
[2025-12-03T20:53:23.049939] [INFO ] [sig       ] [3494/3516] Forecasting ZBRA...
[2025-12-03T20:53:23.049967] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-03T20:53:23.049995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-03T20:53:23.060329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-03T20:53:23.060666] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-03T20:53:23.061426] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-03T20:53:23.061477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:23.061509] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:23.061536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:23.061617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:23.121599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:23.122458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:23.122540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:23.122590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:23.240294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:23.240450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:23.240506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:23.240536] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:23.243896] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-12-03T20:53:23.244171] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-03T20:53:23.244294] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:23.386009] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZBRA.txt
[2025-12-03T20:53:23.386154] [INFO ] [sig       ] [3494/3516] Completed ZBRA in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 7.4s
[2025-12-03T20:53:23.386196] [INFO ] [sig       ] [3495/3516] Forecasting ZD...
[2025-12-03T20:53:23.386231] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-03T20:53:23.386265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-03T20:53:23.397707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-03T20:53:23.398187] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-03T20:53:23.399039] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-03T20:53:23.399089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:23.399119] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:23.399144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:23.399198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:23.454304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:23.455157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:23.455236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:23.455267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:23.575100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:23.575258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:23.575296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:23.575322] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:23.578653] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-03T20:53:23.578909] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-03T20:53:23.579025] [INFO ] [sig       ] ZD: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:23.714966] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZD.txt
[2025-12-03T20:53:23.715082] [INFO ] [sig       ] [3495/3516] Completed ZD in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 7.1s
[2025-12-03T20:53:23.715118] [INFO ] [sig       ] [3496/3516] Forecasting ZEPP...
[2025-12-03T20:53:23.715145] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-03T20:53:23.715173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-03T20:53:23.725139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-03T20:53:23.725396] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-03T20:53:23.726138] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-03T20:53:23.726190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:23.726227] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:23.726258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:23.726324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:23.781219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:23.781808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:23.781880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:23.781910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:23.896484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:23.896654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:23.896691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:23.896718] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:23.899978] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-03T20:53:23.900260] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-03T20:53:23.900402] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:24.044819] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZEPP.txt
[2025-12-03T20:53:24.044966] [INFO ] [sig       ] [3496/3516] Completed ZEPP in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 6.7s
[2025-12-03T20:53:24.045005] [INFO ] [sig       ] [3497/3516] Forecasting ZETA...
[2025-12-03T20:53:24.045032] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-03T20:53:24.045060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-03T20:53:24.140829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-03T20:53:24.141129] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-03T20:53:24.141883] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-03T20:53:24.141932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:24.141962] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:24.141988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:24.142042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:24.198122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:24.198723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:24.198823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:24.198856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:24.322924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:24.323046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:24.323084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:24.323111] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:24.326476] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-12-03T20:53:24.326765] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-03T20:53:24.326886] [INFO ] [sig       ] ZETA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:24.465959] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZETA.txt
[2025-12-03T20:53:24.466113] [INFO ] [sig       ] [3497/3516] Completed ZETA in 0.4s | 2.98 sym/s | Total: 19.6m | ETA: 6.4s
[2025-12-03T20:53:24.466150] [INFO ] [sig       ] [3498/3516] Forecasting ZEUS...
[2025-12-03T20:53:24.466179] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-03T20:53:24.466208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-03T20:53:24.476444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-03T20:53:24.476730] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-03T20:53:24.477476] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-03T20:53:24.477525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:24.477568] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:24.477621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:24.477676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:24.537395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:24.538128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:24.538207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:24.538244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:24.659076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:24.659230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:24.659273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:24.659305] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:24.662645] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-03T20:53:24.662908] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-03T20:53:24.663029] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:24.809694] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZEUS.txt
[2025-12-03T20:53:24.809877] [INFO ] [sig       ] [3498/3516] Completed ZEUS in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 6.0s
[2025-12-03T20:53:24.809928] [INFO ] [sig       ] [3499/3516] Forecasting ZG...
[2025-12-03T20:53:24.809967] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-03T20:53:24.810007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-03T20:53:24.822712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-03T20:53:24.823139] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-03T20:53:24.824146] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-03T20:53:24.824209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:24.824251] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:24.824287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:24.824364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:24.892188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:24.893257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:24.893361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:24.893406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:25.044227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:25.044385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:25.044427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:25.044465] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:25.048662] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2025-12-03T20:53:25.048988] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-03T20:53:25.049138] [INFO ] [sig       ] ZG: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:25.188379] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZG.txt
[2025-12-03T20:53:25.188505] [INFO ] [sig       ] [3499/3516] Completed ZG in 0.4s | 2.98 sym/s | Total: 19.6m | ETA: 5.7s
[2025-12-03T20:53:25.188541] [INFO ] [sig       ] [3500/3516] Forecasting ZGN...
[2025-12-03T20:53:25.188586] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-03T20:53:25.188618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-03T20:53:25.199544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-03T20:53:25.200011] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-03T20:53:25.200856] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-03T20:53:25.200913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:25.200956] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:25.200984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:25.201038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:25.259117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:25.259984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:25.260064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:25.260095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:25.386341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:25.386507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:25.386545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:25.386588] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:25.389906] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-12-03T20:53:25.390162] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-03T20:53:25.390295] [INFO ] [sig       ] ZGN: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:25.528139] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZGN.txt
[2025-12-03T20:53:25.528290] [INFO ] [sig       ] [3500/3516] Completed ZGN in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 5.4s
[2025-12-03T20:53:25.528327] [INFO ] [sig       ] [3501/3516] Forecasting ZH...
[2025-12-03T20:53:25.528354] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-03T20:53:25.528382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-03T20:53:25.538235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-03T20:53:25.538524] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-03T20:53:25.539314] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-03T20:53:25.539374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:25.539412] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:25.539445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:25.539499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:25.596322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:25.596974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:25.597052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:25.597093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:25.714081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:25.714246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:25.714287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:25.714314] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:25.717701] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=37.69%)
[2025-12-03T20:53:25.717981] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-03T20:53:25.718129] [INFO ] [sig       ] ZH: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:25.854806] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZH.txt
[2025-12-03T20:53:25.854919] [INFO ] [sig       ] [3501/3516] Completed ZH in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 5.0s
[2025-12-03T20:53:25.854955] [INFO ] [sig       ] [3502/3516] Forecasting ZIM...
[2025-12-03T20:53:25.854991] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-03T20:53:25.855021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-03T20:53:25.865519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-03T20:53:25.865810] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-03T20:53:25.866563] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-03T20:53:25.866629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:25.866659] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:25.866685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:25.866740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:25.921842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:25.922505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:25.922599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:25.922632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:26.041365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:26.041519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:26.041558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:26.041605] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:26.044905] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-03T20:53:26.045174] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-03T20:53:26.045297] [INFO ] [sig       ] ZIM: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:26.183486] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZIM.txt
[2025-12-03T20:53:26.183622] [INFO ] [sig       ] [3502/3516] Completed ZIM in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 4.7s
[2025-12-03T20:53:26.183660] [INFO ] [sig       ] [3503/3516] Forecasting ZION...
[2025-12-03T20:53:26.183688] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-03T20:53:26.183715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-03T20:53:26.193397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-03T20:53:26.193692] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-03T20:53:26.194403] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-03T20:53:26.194453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:26.194485] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:26.194510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:26.194564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:26.249876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:26.250731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:26.250806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:26.250836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:26.375930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:26.376061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:26.376097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:26.376125] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:26.379395] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-03T20:53:26.379674] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-03T20:53:26.379793] [INFO ] [sig       ] ZION: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:26.517064] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZION.txt
[2025-12-03T20:53:26.517182] [INFO ] [sig       ] [3503/3516] Completed ZION in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 4.4s
[2025-12-03T20:53:26.517217] [INFO ] [sig       ] [3504/3516] Forecasting ZIP...
[2025-12-03T20:53:26.517245] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-03T20:53:26.517272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-03T20:53:26.527478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-03T20:53:26.527785] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-03T20:53:26.528602] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-03T20:53:26.528652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:26.528708] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:26.528736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:26.528793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:26.585157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:26.585754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:26.585828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:26.585860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:26.708647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:26.708831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:26.708888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:26.708927] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:26.712270] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-03T20:53:26.712541] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-03T20:53:26.712683] [INFO ] [sig       ] ZIP: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:26.850804] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZIP.txt
[2025-12-03T20:53:26.850958] [INFO ] [sig       ] [3504/3516] Completed ZIP in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 4.0s
[2025-12-03T20:53:26.850999] [INFO ] [sig       ] [3505/3516] Forecasting ZLAB...
[2025-12-03T20:53:26.851026] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-03T20:53:26.851055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-03T20:53:26.861089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-03T20:53:26.861371] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-03T20:53:26.862110] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-03T20:53:26.862158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:26.862187] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:26.862213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:26.862266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:26.916843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:26.917464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:26.917539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:26.917570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:27.038246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:27.038422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:27.038466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:27.038535] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:27.041925] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-03T20:53:27.042208] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-03T20:53:27.042333] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:27.180944] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZLAB.txt
[2025-12-03T20:53:27.181068] [INFO ] [sig       ] [3505/3516] Completed ZLAB in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 3.7s
[2025-12-03T20:53:27.181104] [INFO ] [sig       ] [3506/3516] Forecasting ZM...
[2025-12-03T20:53:27.181136] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-03T20:53:27.181166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-03T20:53:27.192187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-03T20:53:27.192600] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-03T20:53:27.193389] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-03T20:53:27.193439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:27.193471] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:27.193496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:27.193550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:27.249604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:27.250459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:27.250539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:27.250569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:27.370422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:27.370566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:27.370622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:27.370649] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:27.373864] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-03T20:53:27.374144] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-03T20:53:27.374266] [INFO ] [sig       ] ZM: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:27.525035] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZM.txt
[2025-12-03T20:53:27.525168] [INFO ] [sig       ] [3506/3516] Completed ZM in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 3.4s
[2025-12-03T20:53:27.525205] [INFO ] [sig       ] [3507/3516] Forecasting ZNTL...
[2025-12-03T20:53:27.525233] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-03T20:53:27.525262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-03T20:53:27.535194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-03T20:53:27.535493] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-03T20:53:27.536418] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-03T20:53:27.536481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:27.536512] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:27.536538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:27.536616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:27.594852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:27.595671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:27.595750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:27.595782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:27.716502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:27.716665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:27.716703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:27.716763] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:27.720069] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=41.51%)
[2025-12-03T20:53:27.720349] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-03T20:53:27.720473] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:27.858356] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZNTL.txt
[2025-12-03T20:53:27.858504] [INFO ] [sig       ] [3507/3516] Completed ZNTL in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 3.0s
[2025-12-03T20:53:27.858544] [INFO ] [sig       ] [3508/3516] Forecasting ZS...
[2025-12-03T20:53:27.858590] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-03T20:53:27.858623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-03T20:53:27.869058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-03T20:53:27.869417] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-03T20:53:27.870173] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-03T20:53:27.870222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:27.870252] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:27.870278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:27.870337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:27.927333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:27.928186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:27.928273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:27.928304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:28.051041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:28.051176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:28.051212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:28.051239] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:28.054439] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-03T20:53:28.054717] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-03T20:53:28.054833] [INFO ] [sig       ] ZS: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:28.190637] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZS.txt
[2025-12-03T20:53:28.190749] [INFO ] [sig       ] [3508/3516] Completed ZS in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 2.7s
[2025-12-03T20:53:28.190804] [INFO ] [sig       ] [3509/3516] Forecasting ZTO...
[2025-12-03T20:53:28.190851] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-03T20:53:28.190881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-03T20:53:28.200742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-03T20:53:28.201003] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-03T20:53:28.201738] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-03T20:53:28.201786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:28.201816] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:28.201841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:28.201895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:28.259152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:28.259835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:28.259912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:28.259945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:28.380078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:28.380226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:28.380264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:28.380296] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:28.383624] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-03T20:53:28.383898] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-03T20:53:28.384020] [INFO ] [sig       ] ZTO: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:28.521636] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZTO.txt
[2025-12-03T20:53:28.521755] [INFO ] [sig       ] [3509/3516] Completed ZTO in 0.3s | 2.98 sym/s | Total: 19.6m | ETA: 2.4s
[2025-12-03T20:53:28.521790] [INFO ] [sig       ] [3510/3516] Forecasting ZTS...
[2025-12-03T20:53:28.521819] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-03T20:53:28.521847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-03T20:53:28.532353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-03T20:53:28.532662] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-03T20:53:28.533440] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-03T20:53:28.533491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:28.533523] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:28.533548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:28.533627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:28.591486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:28.592107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:28.592181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:28.592214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:28.713405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:28.713545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:28.713604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:28.713633] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:28.716852] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=60.43%)
[2025-12-03T20:53:28.717111] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-03T20:53:28.717235] [INFO ] [sig       ] ZTS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:28.854943] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZTS.txt
[2025-12-03T20:53:28.855058] [INFO ] [sig       ] [3510/3516] Completed ZTS in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 2.0s
[2025-12-03T20:53:28.855094] [INFO ] [sig       ] [3511/3516] Forecasting ZUMZ...
[2025-12-03T20:53:28.855123] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-03T20:53:28.855150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-03T20:53:28.864921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-03T20:53:28.865208] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-03T20:53:28.866009] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-03T20:53:28.866069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:28.866102] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:28.866132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:28.866187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:28.924297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:28.924949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:28.925025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:28.925057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:29.044072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:29.044226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:29.044264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:29.044291] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:29.047549] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-03T20:53:29.047826] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-03T20:53:29.047943] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:29.188469] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZUMZ.txt
[2025-12-03T20:53:29.188620] [INFO ] [sig       ] [3511/3516] Completed ZUMZ in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 1.7s
[2025-12-03T20:53:29.188660] [INFO ] [sig       ] [3512/3516] Forecasting ZURA...
[2025-12-03T20:53:29.188688] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-03T20:53:29.188715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-03T20:53:29.199848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-03T20:53:29.200163] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-03T20:53:29.200934] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-03T20:53:29.200982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:29.201013] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:29.201038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:29.201092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:29.255715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:29.256413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:29.256489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:29.256521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:29.376526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:29.376708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:29.376761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:29.376802] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:29.381090] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=59.11%)
[2025-12-03T20:53:29.381437] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-03T20:53:29.381618] [INFO ] [sig       ] ZURA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:29.530092] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZURA.txt
[2025-12-03T20:53:29.530247] [INFO ] [sig       ] [3512/3516] Completed ZURA in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 1.3s
[2025-12-03T20:53:29.530285] [INFO ] [sig       ] [3513/3516] Forecasting ZVIA...
[2025-12-03T20:53:29.530319] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-03T20:53:29.530353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-03T20:53:29.544543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-03T20:53:29.544942] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-03T20:53:29.545852] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-03T20:53:29.545910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:29.545947] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:29.545979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:29.546055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:29.604513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:29.605117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:29.605191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:29.605222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:29.728329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:29.728486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:29.728523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:29.728550] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:29.731859] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=48.93%)
[2025-12-03T20:53:29.732118] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-03T20:53:29.732230] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:29.868339] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZVIA.txt
[2025-12-03T20:53:29.868457] [INFO ] [sig       ] [3513/3516] Completed ZVIA in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 1.0s
[2025-12-03T20:53:29.868493] [INFO ] [sig       ] [3514/3516] Forecasting ZVRA...
[2025-12-03T20:53:29.868519] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-03T20:53:29.868547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-03T20:53:29.879761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-03T20:53:29.880173] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-03T20:53:29.881003] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-03T20:53:29.881053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:29.881084] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:29.881111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:29.881170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:29.937365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:29.938274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:29.938394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:29.938426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:30.052791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:30.052946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:30.052983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:30.053010] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:30.056245] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=77.52%)
[2025-12-03T20:53:30.056500] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-03T20:53:30.056630] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:30.192630] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZVRA.txt
[2025-12-03T20:53:30.192780] [INFO ] [sig       ] [3514/3516] Completed ZVRA in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 0.7s
[2025-12-03T20:53:30.192827] [INFO ] [sig       ] [3515/3516] Forecasting ZWS...
[2025-12-03T20:53:30.192856] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-03T20:53:30.192885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-03T20:53:30.203692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-03T20:53:30.204021] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-03T20:53:30.204773] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-03T20:53:30.204823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:30.204852] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:30.204877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:30.204931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:30.259235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:30.259867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:30.259941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:30.259972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:30.378372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:30.378537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:30.378590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:30.378620] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:30.381925] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-12-03T20:53:30.382198] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-03T20:53:30.382320] [INFO ] [sig       ] ZWS: Forecast for 2025-12-03: UP (sign=1.00)
[2025-12-03T20:53:30.519156] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-04	1 -> ./output/forecasts/individual/2025-12-04/ZWS.txt
[2025-12-03T20:53:30.519278] [INFO ] [sig       ] [3515/3516] Completed ZWS in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 0.3s
[2025-12-03T20:53:30.519314] [INFO ] [sig       ] [3516/3516] Forecasting ZYME...
[2025-12-03T20:53:30.519341] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-03T20:53:30.519369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-03T20:53:30.530347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-03T20:53:30.530720] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-03T20:53:30.531473] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-03T20:53:30.531521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-03T20:53:30.531551] [DEBUG] [FORECASTER] Starting train method
[2025-12-03T20:53:30.531602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-03T20:53:30.531660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-03T20:53:30.586393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-03T20:53:30.587099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-03T20:53:30.587176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-03T20:53:30.587207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-03T20:53:30.704030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-03T20:53:30.704142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-03T20:53:30.704176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-03T20:53:30.704201] [INFO ] [FORECASTER] Training complete
[2025-12-03T20:53:30.707277] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-03T20:53:30.707554] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-03T20:53:30.707692] [INFO ] [sig       ] ZYME: Forecast for 2025-12-03: DOWN (sign=0.00)
[2025-12-03T20:53:30.843117] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-04	0 -> ./output/forecasts/individual/2025-12-04/ZYME.txt
[2025-12-03T20:53:30.843225] [INFO ] [sig       ] [3516/3516] Completed ZYME in 0.3s | 2.98 sym/s | Total: 19.7m | ETA: 0.0s
[2025-12-03T20:53:30.843260] [INFO ] [sig       ] ==================================================
[2025-12-03T20:53:30.843289] [INFO ] [sig       ] Forecasts complete: 3516/3516 symbols succeeded
[2025-12-03T20:53:30.843316] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-03T20:53:30.843348] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-03T20:53:30.843607] [INFO ] [sig       ] Found 37 forecast dates to process
[2025-12-03T20:53:30.843645] [INFO ] [sig       ] [1/37] Processing report for 2025-10-10...
[2025-12-03T20:53:30.843685] [INFO ] [sig       ] [1/37] Report for 2025-10-10 already exists, skipping...
[2025-12-03T20:53:30.843714] [INFO ] [sig       ] [2/37] Processing report for 2025-10-13...
[2025-12-03T20:53:30.843746] [INFO ] [sig       ] [2/37] Report for 2025-10-13 already exists, skipping...
[2025-12-03T20:53:30.843772] [INFO ] [sig       ] [3/37] Processing report for 2025-10-14...
[2025-12-03T20:53:30.843802] [INFO ] [sig       ] [3/37] Report for 2025-10-14 already exists, skipping...
[2025-12-03T20:53:30.843827] [INFO ] [sig       ] [4/37] Processing report for 2025-10-15...
[2025-12-03T20:53:30.843857] [INFO ] [sig       ] [4/37] Report for 2025-10-15 already exists, skipping...
[2025-12-03T20:53:30.843881] [INFO ] [sig       ] [5/37] Processing report for 2025-10-16...
[2025-12-03T20:53:30.843911] [INFO ] [sig       ] [5/37] Report for 2025-10-16 already exists, skipping...
[2025-12-03T20:53:30.843935] [INFO ] [sig       ] [6/37] Processing report for 2025-10-17...
[2025-12-03T20:53:30.843964] [INFO ] [sig       ] [6/37] Report for 2025-10-17 already exists, skipping...
[2025-12-03T20:53:30.843990] [INFO ] [sig       ] [7/37] Processing report for 2025-10-20...
[2025-12-03T20:53:30.844019] [INFO ] [sig       ] [7/37] Report for 2025-10-20 already exists, skipping...
[2025-12-03T20:53:30.844044] [INFO ] [sig       ] [8/37] Processing report for 2025-10-21...
[2025-12-03T20:53:30.844072] [INFO ] [sig       ] [8/37] Report for 2025-10-21 already exists, skipping...
[2025-12-03T20:53:30.844124] [INFO ] [sig       ] [9/37] Processing report for 2025-10-22...
[2025-12-03T20:53:30.844155] [INFO ] [sig       ] [9/37] Report for 2025-10-22 already exists, skipping...
[2025-12-03T20:53:30.844181] [INFO ] [sig       ] [10/37] Processing report for 2025-10-23...
[2025-12-03T20:53:30.844210] [INFO ] [sig       ] [10/37] Report for 2025-10-23 already exists, skipping...
[2025-12-03T20:53:30.844235] [INFO ] [sig       ] [11/37] Processing report for 2025-10-24...
[2025-12-03T20:53:30.844265] [INFO ] [sig       ] [11/37] Report for 2025-10-24 already exists, skipping...
[2025-12-03T20:53:30.844289] [INFO ] [sig       ] [12/37] Processing report for 2025-10-27...
[2025-12-03T20:53:30.844319] [INFO ] [sig       ] [12/37] Report for 2025-10-27 already exists, skipping...
[2025-12-03T20:53:30.844343] [INFO ] [sig       ] [13/37] Processing report for 2025-10-28...
[2025-12-03T20:53:30.844373] [INFO ] [sig       ] [13/37] Report for 2025-10-28 already exists, skipping...
[2025-12-03T20:53:30.844398] [INFO ] [sig       ] [14/37] Processing report for 2025-10-30...
[2025-12-03T20:53:30.844427] [INFO ] [sig       ] [14/37] Report for 2025-10-30 already exists, skipping...
[2025-12-03T20:53:30.844452] [INFO ] [sig       ] [15/37] Processing report for 2025-10-31...
[2025-12-03T20:53:30.844481] [INFO ] [sig       ] [15/37] Report for 2025-10-31 already exists, skipping...
[2025-12-03T20:53:30.844506] [INFO ] [sig       ] [16/37] Processing report for 2025-11-03...
[2025-12-03T20:53:30.844534] [INFO ] [sig       ] [16/37] Report for 2025-11-03 already exists, skipping...
[2025-12-03T20:53:30.844566] [INFO ] [sig       ] [17/37] Processing report for 2025-11-04...
[2025-12-03T20:53:30.844616] [INFO ] [sig       ] [17/37] Report for 2025-11-04 already exists, skipping...
[2025-12-03T20:53:30.844641] [INFO ] [sig       ] [18/37] Processing report for 2025-11-05...
[2025-12-03T20:53:30.844670] [INFO ] [sig       ] [18/37] Report for 2025-11-05 already exists, skipping...
[2025-12-03T20:53:30.844695] [INFO ] [sig       ] [19/37] Processing report for 2025-11-06...
[2025-12-03T20:53:30.844724] [INFO ] [sig       ] [19/37] Report for 2025-11-06 already exists, skipping...
[2025-12-03T20:53:30.844749] [INFO ] [sig       ] [20/37] Processing report for 2025-11-07...
[2025-12-03T20:53:30.844778] [INFO ] [sig       ] [20/37] Report for 2025-11-07 already exists, skipping...
[2025-12-03T20:53:30.844802] [INFO ] [sig       ] [21/37] Processing report for 2025-11-10...
[2025-12-03T20:53:30.844831] [INFO ] [sig       ] [21/37] Report for 2025-11-10 already exists, skipping...
[2025-12-03T20:53:30.844855] [INFO ] [sig       ] [22/37] Processing report for 2025-11-11...
[2025-12-03T20:53:30.844884] [INFO ] [sig       ] [22/37] Report for 2025-11-11 already exists, skipping...
[2025-12-03T20:53:30.844908] [INFO ] [sig       ] [23/37] Processing report for 2025-11-12...
[2025-12-03T20:53:30.844937] [INFO ] [sig       ] [23/37] Report for 2025-11-12 already exists, skipping...
[2025-12-03T20:53:30.844961] [INFO ] [sig       ] [24/37] Processing report for 2025-11-13...
[2025-12-03T20:53:30.844990] [INFO ] [sig       ] [24/37] Report for 2025-11-13 already exists, skipping...
[2025-12-03T20:53:30.845014] [INFO ] [sig       ] [25/37] Processing report for 2025-11-17...
[2025-12-03T20:53:30.845043] [INFO ] [sig       ] [25/37] Report for 2025-11-17 already exists, skipping...
[2025-12-03T20:53:30.845067] [INFO ] [sig       ] [26/37] Processing report for 2025-11-18...
[2025-12-03T20:53:30.845095] [INFO ] [sig       ] [26/37] Report for 2025-11-18 already exists, skipping...
[2025-12-03T20:53:30.845120] [INFO ] [sig       ] [27/37] Processing report for 2025-11-19...
[2025-12-03T20:53:30.845149] [INFO ] [sig       ] [27/37] Report for 2025-11-19 already exists, skipping...
[2025-12-03T20:53:30.845174] [INFO ] [sig       ] [28/37] Processing report for 2025-11-20...
[2025-12-03T20:53:30.845203] [INFO ] [sig       ] [28/37] Report for 2025-11-20 already exists, skipping...
[2025-12-03T20:53:30.845227] [INFO ] [sig       ] [29/37] Processing report for 2025-11-21...
[2025-12-03T20:53:30.845256] [INFO ] [sig       ] [29/37] Report for 2025-11-21 already exists, skipping...
[2025-12-03T20:53:30.845280] [INFO ] [sig       ] [30/37] Processing report for 2025-11-24...
[2025-12-03T20:53:30.845309] [INFO ] [sig       ] [30/37] Report for 2025-11-24 already exists, skipping...
[2025-12-03T20:53:30.845333] [INFO ] [sig       ] [31/37] Processing report for 2025-11-25...
[2025-12-03T20:53:30.845361] [INFO ] [sig       ] [31/37] Report for 2025-11-25 already exists, skipping...
[2025-12-03T20:53:30.845388] [INFO ] [sig       ] [32/37] Processing report for 2025-11-26...
[2025-12-03T20:53:30.845420] [INFO ] [sig       ] [32/37] Report for 2025-11-26 already exists, skipping...
[2025-12-03T20:53:30.845444] [INFO ] [sig       ] [33/37] Processing report for 2025-11-28...
[2025-12-03T20:53:30.845481] [INFO ] [sig       ] [33/37] Report for 2025-11-28 already exists, skipping...
[2025-12-03T20:53:30.845508] [INFO ] [sig       ] [34/37] Processing report for 2025-12-01...
[2025-12-03T20:53:30.845537] [INFO ] [sig       ] [34/37] Report for 2025-12-01 already exists, skipping...
[2025-12-03T20:53:30.845561] [INFO ] [sig       ] [35/37] Processing report for 2025-12-02...
[2025-12-03T20:53:30.845615] [INFO ] [sig       ] [35/37] Report for 2025-12-02 already exists, skipping...
[2025-12-03T20:53:30.845642] [INFO ] [sig       ] [36/37] Processing report for 2025-12-03...
[2025-12-03T20:53:30.845671] [INFO ] [sig       ] [36/37] Report for 2025-12-03 already exists, skipping...
[2025-12-03T20:53:30.845702] [INFO ] [sig       ] [37/37] Processing report for 2025-12-04...
[2025-12-03T20:53:30.904946] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.905308] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.905701] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.906128] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-03T20:53:30.906548] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.906965] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-03T20:53:30.907323] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.907689] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-03T20:53:30.908100] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.908465] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.908866] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.909260] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-03T20:53:30.909501] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-03T20:53:30.909927] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.910281] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-03T20:53:30.910601] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.910967] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.911251] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-03T20:53:30.911606] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-03T20:53:30.912052] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.912344] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.912901] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.913315] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.913610] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-03T20:53:30.913968] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.914257] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-03T20:53:30.914495] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-03T20:53:30.914749] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.915045] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.915358] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.915722] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.916081] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.916425] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-03T20:53:30.916714] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-03T20:53:30.917106] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.917405] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.917765] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-03T20:53:30.918003] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.918431] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.918683] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-03T20:53:30.918924] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-03T20:53:30.919297] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.919364] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.919624] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.920123] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.920608] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.920961] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.921412] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.921865] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.922318] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.922638] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-03T20:53:30.922982] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.923444] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.923769] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.924174] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.924539] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.924808] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.925203] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.925461] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.925831] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-03T20:53:30.926248] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.926562] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.927006] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-03T20:53:30.927074] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.927482] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.927818] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.928418] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-03T20:53:30.928771] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.929098] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-03T20:53:30.929412] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.929725] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.929989] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-03T20:53:30.930244] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.930313] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-03T20:53:30.930605] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-03T20:53:30.930844] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.931254] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.931556] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-03T20:53:30.931987] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.932406] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.932792] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.933109] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.933424] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.933790] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.934109] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.934494] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-03T20:53:30.934779] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.935202] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-03T20:53:30.935619] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.936016] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.936387] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-03T20:53:30.936709] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.936974] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.937289] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-03T20:53:30.937662] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-03T20:53:30.937974] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.938437] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.938949] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.939340] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.939671] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-03T20:53:30.939986] [DEBUG] [LOCAL     ] Loaded configuration for APRE: 3 features, 90.0% accuracy
[2025-12-03T20:53:30.940369] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.940633] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.941000] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.941393] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.941662] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-03T20:53:30.941730] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.941986] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.942300] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-03T20:53:30.942614] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.942923] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.943193] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.943553] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.943995] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.944275] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.944606] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.944924] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-03T20:53:30.945308] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-03T20:53:30.945728] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.945992] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-03T20:53:30.946409] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.946692] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-03T20:53:30.946954] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.947021] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.947277] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.947541] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.947837] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-03T20:53:30.948267] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.948637] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.948940] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.949350] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.949770] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.950085] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-03T20:53:30.950401] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-03T20:53:30.950772] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.951056] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.951442] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-03T20:53:30.951757] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.952019] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.952332] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.952608] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-03T20:53:30.953032] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.953445] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.953720] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-03T20:53:30.954125] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.954383] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.954758] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.955034] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-03T20:53:30.955449] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-03T20:53:30.955710] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-03T20:53:30.956072] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-03T20:53:30.956380] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-03T20:53:30.956647] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.957010] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-03T20:53:30.957634] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-03T20:53:30.958509] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-03T20:53:30.959041] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.959326] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.959760] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.961335] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.963825] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.964342] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-03T20:53:30.964738] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.965055] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-03T20:53:30.965479] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.965897] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.966214] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-03T20:53:30.966638] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.966907] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.967280] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.967598] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.968038] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-03T20:53:30.968381] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.968772] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-03T20:53:30.968839] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.969248] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-03T20:53:30.969671] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.970059] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.970452] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.970840] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.971228] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-03T20:53:30.971612] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.971924] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.971990] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.972349] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.972721] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.973003] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-03T20:53:30.973317] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.973717] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-03T20:53:30.974105] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-03T20:53:30.974425] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.974716] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.975005] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.975071] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-03T20:53:30.975304] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.975551] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.975867] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.976104] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.976470] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.976761] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.977052] [DEBUG] [LOCAL     ] Loaded configuration for GDHG: 4 features, 70.0% accuracy
[2025-12-03T20:53:30.977300] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.977665] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.977903] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-03T20:53:30.978268] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-03T20:53:30.978565] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.978931] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.979222] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.979467] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.979829] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.980118] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.980357] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.980718] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.981199] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.981566] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.981982] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.982049] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.982387] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.982786] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.983074] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.983462] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.983859] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.984097] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.984387] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.984729] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-03T20:53:30.984983] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.985218] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.985558] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.985923] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.986311] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.986700] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.986957] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.987247] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.987540] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.987796] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.988162] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.988540] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-03T20:53:30.988874] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.989176] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-03T20:53:30.989542] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.989805] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.990044] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-03T20:53:30.990437] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.990799] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-03T20:53:30.991192] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-03T20:53:30.991433] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.991833] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-03T20:53:30.992128] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-03T20:53:30.992524] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-03T20:53:30.993052] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.993448] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.993845] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.994349] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.994605] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.994897] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-03T20:53:30.995188] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.995552] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.995973] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-03T20:53:30.996337] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-03T20:53:30.996686] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.997077] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-03T20:53:30.997317] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-03T20:53:30.997559] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-03T20:53:30.997941] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-03T20:53:30.998255] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-03T20:53:30.998627] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-03T20:53:30.998992] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-03T20:53:30.999234] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-03T20:53:30.999595] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-03T20:53:30.999853] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.000193] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-03T20:53:31.000532] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.000947] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.001335] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.001723] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.002112] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.002396] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.002787] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.003040] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.003323] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.003561] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.003826] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.004114] [DEBUG] [LOCAL     ] Loaded configuration for ODP: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.004360] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.004643] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.004921] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.004987] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.005258] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.005496] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.005844] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.005912] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.006191] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.006596] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.006981] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.007349] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.007767] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.008195] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.008484] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.008873] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.009138] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.009455] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.009810] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.010103] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.010355] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.010659] [DEBUG] [LOCAL     ] Loaded configuration for MOB: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.010923] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.011295] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.011682] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.012064] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.012373] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.012636] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.013052] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.013362] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.013789] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.014160] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.014547] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.014935] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.015215] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.015674] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.016094] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.016411] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.016830] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.017111] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.017494] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.017903] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.018316] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.018708] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.019092] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.019475] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.019735] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.020111] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.020390] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.020721] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.021105] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.021520] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.021807] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.022220] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.022500] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.022938] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.024548] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.024888] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.025197] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.026485] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.026914] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.027231] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.027493] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.027906] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.028218] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.028539] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.028946] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.029262] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.029648] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.029961] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.030221] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.030562] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.030836] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.031088] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.031393] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.031780] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.032207] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.032621] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.033028] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.033404] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.033718] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.034023] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.034282] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.034539] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.034920] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.035439] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.035851] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.036159] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.036587] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.037013] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.037343] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.037740] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.038001] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.038312] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.038737] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.039052] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.039312] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.039738] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.040157] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.040547] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.040957] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.041263] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.041621] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.041943] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-03T20:53:31.042374] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.042692] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.043062] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.043326] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.043700] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.044089] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.044355] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.044639] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.045127] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.045393] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.045658] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.045925] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.046345] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.046411] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.046819] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.047083] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.047502] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.047825] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.048221] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.048678] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.049049] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.049419] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.049734] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.049995] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.050379] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.050765] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.051032] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.051447] [DEBUG] [LOCAL     ] Loaded configuration for CETY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.051762] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.052126] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.052495] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.052915] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.052992] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.053289] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.053685] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.054119] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.054402] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.054693] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.054945] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.055179] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.055533] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.055929] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.056327] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.056624] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.056963] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.057249] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.057537] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.057845] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.058121] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.058383] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.058674] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.058960] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.059240] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.059598] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.059991] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.060286] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.060744] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.061148] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.061505] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.061918] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.062184] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.062494] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.062816] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.063253] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.063539] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.063845] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.064242] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.064603] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.064866] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.065162] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.065425] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.065729] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.065983] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.066288] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.066523] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.066792] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.067152] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.067422] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.067803] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.068122] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.068545] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.068922] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.069171] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.069417] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.069765] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.070069] [DEBUG] [LOCAL     ] Loaded configuration for MURA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.070478] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.070726] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.071031] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.071336] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.071716] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.072072] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.072417] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.072706] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.072996] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.073281] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.073566] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.073873] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.074101] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.074329] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.074687] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.074985] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.075392] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.075751] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.076109] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.076384] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.076688] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.077072] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.077491] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.077609] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.077884] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.078329] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.078620] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.078892] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.079163] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.079539] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.079926] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.080231] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.080536] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.080866] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.081155] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.081443] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.081730] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.082105] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.082492] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.082824] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.083139] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.083457] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.083758] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.084054] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.084301] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.084618] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.084966] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.085308] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.085672] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.086030] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.086271] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.086559] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.086941] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.087241] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.087509] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.087910] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.088223] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.088607] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.088883] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.089155] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.089516] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.089911] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.090231] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.090520] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.090861] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.091155] [DEBUG] [LOCAL     ] Loaded configuration for DVY: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.091527] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.091952] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.092372] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.092639] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.093053] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.093495] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.093856] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.094118] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.094412] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.094826] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.095083] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.095443] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.095748] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.095987] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.096227] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.096504] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.096801] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.097098] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.097383] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.097724] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.097989] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.098087] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.098418] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.098756] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.099215] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.099524] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.099849] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.100181] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.100503] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.100781] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.101083] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.101420] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.101704] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.102028] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.102469] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.102915] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.103265] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.103609] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.103888] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.104277] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.104548] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.104859] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.105182] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.105464] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.105740] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.106013] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.106334] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.106714] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.107027] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.107411] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.107797] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.108176] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.108558] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.109004] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.109320] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.109400] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.109785] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.110076] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.110363] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.110763] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.111203] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.111739] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.112087] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.112513] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.112868] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.113260] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.113559] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.113863] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.114144] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.114482] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.114753] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.115173] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.115444] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.115731] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.116118] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.116407] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.116807] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.117233] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.117535] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.117961] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.118404] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.118775] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.119077] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.119349] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.119702] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.119998] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.120303] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.120618] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.120959] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.121325] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.121644] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.122053] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.122464] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.122854] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.123155] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.123488] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.123799] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.124118] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.124473] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-03T20:53:31.124796] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.125059] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.125310] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.125691] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.126064] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.126138] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.126637] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.126944] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.127310] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.127677] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.128002] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.128100] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.128427] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.128869] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.129230] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.129543] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.129891] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.130250] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.130611] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.130994] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.131064] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.131357] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.131759] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.132166] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.132566] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.132990] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.133426] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.133721] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.134149] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.134479] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.134823] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.135718] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.136023] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.136292] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.136611] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.136929] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.137244] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.137521] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.137820] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.138099] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.138396] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.138682] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.139053] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.139377] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.139819] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.140265] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.140672] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.141105] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.141427] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.141746] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.142171] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.142562] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.142921] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.143210] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.143630] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.144061] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.144392] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.144687] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.144957] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.145333] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.145635] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.146050] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.146353] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.146651] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.146924] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.147235] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.147673] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.147949] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.148314] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.148674] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.149043] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.149289] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-03T20:53:31.149638] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.150003] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.150307] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.150635] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.150946] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.151314] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.151616] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.151686] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.151991] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.152295] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.152366] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.152424] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.152781] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.153193] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.153613] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-03T20:53:31.153907] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.154212] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.154533] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.154844] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.155208] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.155501] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.155748] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.156150] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.156514] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.156785] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.157112] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.157438] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.157733] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.158094] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.158433] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.158735] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.159031] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.159325] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.159593] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.159892] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.160176] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.160408] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.160773] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.161064] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.161132] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.161421] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.161672] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.161934] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.162176] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.162467] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.162750] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-03T20:53:31.162981] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.163370] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.163767] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.164028] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.164339] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.164609] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.165009] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.165269] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.165679] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.165989] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.166292] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.166674] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.166955] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.167216] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.167501] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.167781] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.168081] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.168480] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.168883] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.169144] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.169396] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.169646] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.169987] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.170425] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.170840] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.171094] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.171365] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.171607] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.171966] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.172227] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.172300] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.172599] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.172842] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.173094] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.173492] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.173734] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.174040] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.174417] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.174707] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.174950] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.175191] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.175478] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.175755] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.176024] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.176323] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.176713] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.176952] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.177315] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.177662] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.178118] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.178514] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.178829] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.179229] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.179601] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.179854] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.180257] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.180624] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.180929] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.181225] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-03T20:53:31.181468] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.181833] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.182100] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.182442] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.182737] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.183026] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.183289] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.183682] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.183972] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.184315] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.184708] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.185000] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.185289] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.185787] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.186067] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.186484] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.186845] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.187257] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.187686] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.187765] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.188072] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.188367] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.188684] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.188994] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.189296] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.189666] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.190030] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.190277] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.190516] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.190825] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.191102] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.191511] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.191825] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.191896] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.192131] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.192372] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.192459] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.192761] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.193086] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.193326] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.193559] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.193957] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.194212] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.194503] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.194770] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.195042] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.195304] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.195596] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.195954] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.196245] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.196544] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.196878] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.197204] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.197610] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.197989] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.198384] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.198455] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.198842] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.199085] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.199384] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.199685] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.200109] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.200375] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.200639] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.200890] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.200965] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.201218] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.201473] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.201764] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.202120] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.202406] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.202667] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.203080] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.203470] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.203718] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.204004] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.204293] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.204599] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.204875] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.205113] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.205475] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.205836] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.206133] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.206432] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.206743] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.207077] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.207347] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.207608] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.208029] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.208342] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.208713] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.208959] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.209223] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.209519] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.209785] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-03T20:53:31.210085] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.210328] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.210671] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.210967] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.211271] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.211541] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.211860] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.212119] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.212412] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.212773] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.213015] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.213256] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.213498] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.213894] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.214144] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.214542] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.214832] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.215093] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.215388] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.215679] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.215921] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.216172] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.216422] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.216672] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.216921] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.217223] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.217512] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.217813] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.218108] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-03T20:53:31.218382] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.218708] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.218961] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.219194] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.219426] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.219677] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.219905] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.220132] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.220395] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.220468] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.220757] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.221043] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.221284] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.221587] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.221874] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.222128] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.222377] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.222660] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.222912] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.223163] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.223394] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.223676] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.224041] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.224292] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.224537] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.224800] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.225060] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.225350] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.225651] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.225950] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.226219] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.226482] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.226744] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.227038] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.227318] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.227588] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.227830] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.228130] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.228372] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.228657] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.228941] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.229517] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.230038] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.231081] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.231485] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.232442] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.232719] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.233040] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.233344] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.233641] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.233910] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.234200] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.234455] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.234739] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.235026] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.235316] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.235598] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.235849] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.236134] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.236368] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.236678] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.236961] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.237202] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.237467] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.237719] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.237984] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.238260] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.238495] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.238741] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.239021] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.239248] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.239486] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.239822] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.240069] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.240355] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.240633] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.240924] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.241215] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.241504] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.241810] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.242105] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.242382] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.242677] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.242937] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.243231] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.243494] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.243743] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.244031] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.244283] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.244538] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.244820] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.245070] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.245357] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.245689] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.246000] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.246267] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.246526] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.246616] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.246887] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.247163] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.247405] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.247653] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.247904] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.248158] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.248449] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.248701] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.248768] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.249043] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.249309] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.249605] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.249891] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.250188] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.250522] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.250809] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.251091] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.251345] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.251601] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.251853] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.252104] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.252354] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.252611] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.252845] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.253130] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.253378] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.253630] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.253870] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.254172] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.254412] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.254644] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.254926] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.255223] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.255482] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.255776] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.256011] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.256297] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.256603] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.256889] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.257124] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.257373] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.257623] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.257855] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.258120] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.258389] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.258644] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.258928] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.259210] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.259492] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.259774] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.260059] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.260342] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.260410] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.260659] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.260909] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.261159] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-03T20:53:31.261414] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.261695] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.261949] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.262181] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.262417] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.262704] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.262986] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.263222] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.263476] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.263762] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.264053] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.264340] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-03T20:53:31.264639] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.264922] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.265171] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.265419] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.265669] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.265918] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.266166] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.266397] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.266679] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.266961] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.267209] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.267442] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.267692] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.267926] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.268230] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.268490] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.268739] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.268971] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.269252] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.269481] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.269730] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.269975] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.270202] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.270479] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.270757] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.270996] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.271267] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.271537] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.271873] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.272147] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.272419] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.272690] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.272931] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.273171] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.273410] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.273679] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.273959] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.274199] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.274614] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.274870] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.275123] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.275353] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.275419] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.275633] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.275865] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.276103] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.276327] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.276565] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.276890] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-03T20:53:31.277144] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.277370] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.277643] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.277883] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.278174] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.278459] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.278684] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.278927] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.279148] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.279391] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.279632] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.279875] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.280114] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.280336] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.280622] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.280864] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.281086] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.281357] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.281609] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.281835] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.282063] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.282307] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.282550] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.282797] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.283039] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.283319] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.283602] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.283833] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.284059] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.284284] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.284558] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.284804] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.285080] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.285325] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.285550] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.285799] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.286026] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.286302] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.286545] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.286845] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.287120] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.287395] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.287620] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.287845] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.288133] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.288422] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.288671] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.288948] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.289192] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.289256] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.289528] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.289830] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.290109] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.290336] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.290611] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.290886] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.291127] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.291403] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.291678] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.291927] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.292151] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.292214] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.292483] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.292716] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.292992] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.293218] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.293445] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.293722] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.293966] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.294242] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.294485] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.294763] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.294986] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.295261] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.295503] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-03T20:53:31.295752] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.296025] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.296302] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.296596] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.296826] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.296893] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.297130] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.297357] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.297599] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.297825] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.298151] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.298503] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.298588] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.298871] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.299189] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.299496] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.299775] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.300093] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.300350] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.300633] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.300956] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.301270] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.301546] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.301875] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.302134] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.302201] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.302501] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.302840] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.303118] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.303379] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.303693] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.303950] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.304255] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.304556] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.304825] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.305065] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.305358] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.305625] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.305889] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.306182] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.306430] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.306709] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.307004] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.307300] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.307596] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.307889] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.308167] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.308449] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.308718] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.309018] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.309322] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.309629] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.309896] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.310197] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.310440] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.310686] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.310986] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.311245] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.311548] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.311827] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.312134] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.312199] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.312495] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.312739] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.312977] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.313230] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.313506] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.313800] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.314125] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.314412] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.314478] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.314758] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.315040] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.315307] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.315589] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.315912] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.316197] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.316544] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.316850] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.317132] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.317452] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.317734] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.318056] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.318384] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.318710] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.319027] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.319340] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.319620] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.319878] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.320136] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.320446] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.320732] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.321042] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.321340] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.321620] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.321945] [DEBUG] [LOCAL     ] Loaded configuration for RDN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.322272] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.322545] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.322895] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.323190] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.323461] [DEBUG] [LOCAL     ] Loaded configuration for TPCS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.323780] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.324102] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.324433] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.324759] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.325100] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.325393] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.325665] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.325957] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.326351] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.326647] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.326929] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.327251] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.327526] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.327872] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.328201] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.328466] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.328769] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.329021] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.329097] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.329384] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.329689] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.329939] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.330192] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.330443] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.330699] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.330779] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.331068] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.331334] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.331635] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.331890] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.332138] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.332425] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.332709] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.333010] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.333315] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.333407] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.333724] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.333982] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.334254] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.334496] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.334832] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.335132] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.335385] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.335471] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.335544] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.335852] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.336163] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.336455] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.336728] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.336977] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.337246] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.337502] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.337824] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.338096] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.338392] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.338653] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.338925] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.339180] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.339482] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.339748] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.340044] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.340314] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.340566] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.340887] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.341186] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.341453] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.341752] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.342053] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.342353] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.342428] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.342663] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.342922] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.343212] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.343506] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.343806] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.344119] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.344384] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.344687] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.344970] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.345224] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.345522] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.345821] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.346073] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.346374] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.346682] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.346946] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.347243] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.347549] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.347825] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.348128] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.348436] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.348740] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.349007] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.349313] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.349567] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.349893] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.350154] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.350404] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.350654] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.350956] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.351295] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.351560] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.351883] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.352160] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.352460] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.352722] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.352993] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.353262] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.353528] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.353815] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.354114] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.354411] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.354681] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.354952] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.355252] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.355551] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.355828] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.356128] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.356382] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.356648] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.356896] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.357193] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.357454] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.357727] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.357980] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.358280] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.358547] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.358871] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.359118] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.359369] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.359671] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.359949] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.360198] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.360498] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.360772] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.361071] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.361374] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.361675] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.361942] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.362208] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.362457] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.362754] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.363050] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.363346] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.363614] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.363913] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.364161] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.364423] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.364696] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.364950] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.365285] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.365535] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.365646] [DEBUG] [LOCAL     ] Loaded configuration for K: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.365913] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.366186] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.366504] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.366823] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.367092] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.367389] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.367691] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.367962] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.368232] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.368324] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.368607] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.368873] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.369178] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.369474] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.369775] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.370029] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.370312] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.370605] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.370904] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.371169] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.371438] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.371701] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.371968] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.372266] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.372342] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.372645] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.372909] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.373155] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.373417] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.373713] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.374008] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.374304] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.374551] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.374816] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.375064] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.375313] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.375604] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.375923] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.376187] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.376490] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.376754] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.377050] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.377298] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.377563] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.377840] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.378118] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.378436] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.378529] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.378871] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.379185] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.379507] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.379827] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.380105] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.380398] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.380674] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.380957] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.381284] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.381591] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.381875] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.382161] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.382448] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.382783] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.383042] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.383351] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.383696] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.383981] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.384258] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.384525] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.384848] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.385191] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.385521] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.385874] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.386196] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.386531] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.386901] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.387199] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.387485] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.387810] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.388135] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.388459] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.388735] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.389005] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.389324] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.389645] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.389915] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.390196] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.390487] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.390774] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.390852] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.391124] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.391440] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.391774] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.392115] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.392459] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.392794] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.393114] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.393464] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.393759] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.394086] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.394393] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.394687] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.395014] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.395315] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.395639] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.395911] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.396232] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.396504] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.396823] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.397160] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.397472] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.397757] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.398127] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.398471] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.398805] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.399091] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-03T20:53:31.399384] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.399669] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.399967] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.400306] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.400626] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.400923] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.401268] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.401592] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.401863] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.402172] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.402454] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.402801] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.403136] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.403434] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.403769] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.404035] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.404305] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.404626] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.404896] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.405183] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.405453] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.405740] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.406012] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.406297] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.406617] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.406896] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.407175] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.407493] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.407831] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.408122] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.408460] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.408721] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.409033] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.409317] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.409596] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.409875] [DEBUG] [LOCAL     ] Loaded configuration for AA: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.410144] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.410394] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.410663] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.410933] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.411240] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.411494] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.411755] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.412063] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.412320] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.412595] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.412899] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.413203] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.413508] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.413831] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.414138] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.414445] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.414722] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.415029] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.415279] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.415591] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.415907] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.416214] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.416541] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.416849] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.417119] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.417384] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.417656] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.417970] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.418279] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.418537] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.418813] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.419066] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.419334] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.419604] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.419857] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.420105] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.420403] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.420710] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.420966] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-03T20:53:31.421221] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.421482] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.421786] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.422061] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.422313] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.422600] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.422905] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.423211] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.423512] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.423815] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.424079] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.424376] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.424651] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-03T20:53:31.424919] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.424983] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.425277] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.425529] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.425801] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.426051] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.426315] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.426587] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.426857] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.427100] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.427360] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.427640] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.427920] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.427985] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.428293] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.428606] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.428865] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.429105] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.429395] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.429634] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.429873] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.430156] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.430410] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.430693] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.430926] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.431160] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.431402] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.431688] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.431945] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.432180] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.432431] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.432682] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.432931] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.433214] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.433445] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.433735] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-03T20:53:31.434017] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.434252] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.434536] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.434839] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.435071] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.435303] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.435533] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.435785] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.436017] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.436300] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.436536] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.436805] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.437039] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.437287] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.437604] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.437890] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.438178] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.438473] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.438728] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.438964] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.439214] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.439464] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.439761] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.440003] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.440285] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.440516] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.440816] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.441099] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.441384] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.441616] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.441909] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.442141] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.442394] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.442679] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.442915] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.443146] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.443405] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.443639] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.443869] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.444119] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.444351] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.444598] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.444876] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.445105] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.445352] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.445602] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.445853] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.446133] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.446200] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.446476] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.446757] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.446983] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.447257] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.447498] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.447754] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.447986] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.448247] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.448488] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.448779] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.449029] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.449263] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.449560] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.449831] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.450114] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.450364] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.450664] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.450954] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.451238] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.451468] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.451750] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.452016] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.452244] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.452493] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.452741] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.453021] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.453298] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.453545] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.453799] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.454045] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.454325] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.454606] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.454887] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.455134] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.455363] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.455599] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.455878] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.456124] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.456381] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.456670] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.456948] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.457213] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.457499] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.457789] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.458058] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.458294] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.458593] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.458905] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.459195] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.459455] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.459743] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.459978] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.460234] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.460521] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.460796] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.460871] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.461194] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.461487] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.461731] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.461994] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-03T20:53:31.462292] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.462538] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.462926] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.463223] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.463487] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.463556] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.463835] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.464085] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.464327] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.464623] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.464910] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.465195] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.465479] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.465732] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.465967] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.466253] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.466507] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.466781] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.467035] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.467270] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.467520] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.467828] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.468245] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.468551] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-03T20:53:31.468824] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.469125] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.469424] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.469690] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.469759] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.469991] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.470286] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.470591] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.470867] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.471112] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.471401] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.471655] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.471906] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.472159] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.472405] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.472644] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.472713] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.472961] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.473197] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.473484] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.473770] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.474006] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.474240] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.474494] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.474747] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.475002] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.475254] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.475540] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.475812] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.476047] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.476282] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.476565] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.476829] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.477115] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.477401] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.477654] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.477721] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.477965] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.478249] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.478537] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.478810] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.479058] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.479287] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.479566] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.479679] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.479971] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.480224] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.480509] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.480776] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.481063] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.481348] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.481599] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.481886] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.482140] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.482374] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.482660] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.482911] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.483162] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.483448] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.483732] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.483982] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.484232] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.484486] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.484772] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.485007] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.485257] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.485540] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.485850] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.486136] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.486387] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.486672] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.486959] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-03T20:53:31.487251] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.487536] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.487795] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.488045] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.488320] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.488560] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.488823] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.489078] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.489366] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.489604] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.489671] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.489901] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.490186] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.490470] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.490766] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.491047] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.491332] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.491588] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.491843] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.492098] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.492353] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.492649] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.492886] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.493119] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.493403] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.493658] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.493942] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.494192] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.494480] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.494733] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.494984] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.495275] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.495561] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.495867] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.496154] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.496389] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.496672] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.496960] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.497197] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.497434] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.497670] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.497907] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.498149] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.498392] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.498653] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.498941] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.499228] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.499516] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.499774] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.500063] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.500315] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.500383] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.500617] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.500902] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.501187] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.501422] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.501709] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.501947] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.502231] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.502483] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.502719] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.502971] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.503224] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.503460] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.503698] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-03T20:53:31.503950] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.504232] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.504471] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.504727] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.504963] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.505246] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.505482] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.505764] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.505831] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.506075] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.506308] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.506559] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.506892] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.507144] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.507399] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.507652] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.507885] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.508125] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.508364] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.508652] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.508938] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.509225] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.509463] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.509716] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.509968] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.510212] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.510505] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.510810] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.511065] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.511299] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.511549] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.511856] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.512091] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.512376] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.512624] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.512908] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.513159] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.513393] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.513677] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.513974] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.514256] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.514508] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.514812] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.515123] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.515412] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.515723] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.516028] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.516317] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.516592] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.516906] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.517214] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.517471] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.517776] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.518091] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.518412] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.518731] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.519019] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.519273] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.519546] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.519805] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.520038] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.520325] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.520609] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.520899] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.521137] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.521421] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.521670] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.521904] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.522134] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.522382] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.522667] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.522898] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.523129] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.523411] [DEBUG] [LOCAL     ] Loaded configuration for ISPO: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.523640] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.523708] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.523982] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.524216] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.524475] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.524544] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.524793] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.525077] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.525314] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.525599] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.525848] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.526131] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.526381] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.526664] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.526952] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.527239] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.527306] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.527601] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.527841] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.528130] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.528389] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.528647] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.528884] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.529140] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.529401] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.529654] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.529934] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.530173] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.530453] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.530733] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.530967] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.531199] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.531480] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.531729] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.531978] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.532214] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.532466] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.532698] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.532931] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.533212] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.533493] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.533773] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.534007] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.534286] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.534566] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.534869] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.535102] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.535382] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.535616] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.535849] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.536133] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.536420] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.536655] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.536935] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.537191] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.537476] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.537708] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.537943] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.538209] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.538499] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.538735] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.538971] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.539223] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.539457] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.539741] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.540029] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.540265] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.540558] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.540866] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.541149] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.541390] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.541625] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.541905] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.542185] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.542467] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.542748] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.543027] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.543260] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.543538] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.543792] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.544071] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.544318] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.544564] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.544666] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.544942] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.545227] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.545511] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.545817] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.546054] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.546305] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.546556] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.546811] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.547041] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.547271] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.547551] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.547824] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.548087] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.548347] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.548602] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-03T20:53:31.548888] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.549123] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.549369] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.549664] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.549954] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.550236] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.550519] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.550819] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.551065] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.551313] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-03T20:53:31.551610] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.551852] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.552140] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.552407] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.552704] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.552772] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.553072] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.553352] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.553630] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.553884] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.554189] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.554494] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.554798] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.555058] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.555367] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.555627] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.555932] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.556238] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.556511] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.556818] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.557079] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.557370] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.557643] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.557934] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.558199] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.558451] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.558735] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.559012] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.559266] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.559588] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.559849] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.560152] [DEBUG] [LOCAL     ] Loaded configuration for WOK: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.560464] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.560774] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.561049] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.561357] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.561673] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.561937] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.562206] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.562591] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.562913] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.563174] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.563494] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.563848] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.564165] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.564438] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.564708] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.565021] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.565331] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.565648] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.565960] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.566216] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.566468] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.566737] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.567035] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.567336] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.567688] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.567962] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.568253] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.568540] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.568837] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.569093] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.569161] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-03T20:53:31.569464] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.569720] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.569975] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.570250] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.570554] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.570642] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.570909] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.571226] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.571294] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.571564] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.571847] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.572123] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.572427] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.572700] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.572974] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.573234] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.573540] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.573839] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.574115] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.574390] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.574698] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.574974] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.575235] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.575551] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.575823] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.575892] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.576184] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.576460] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.576735] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.577043] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.577351] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.577655] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.577961] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.578235] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.578502] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.578775] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.579032] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.579318] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.579605] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.579915] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.580216] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.580515] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.580829] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.581126] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.581392] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.581695] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.581989] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.582258] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.582505] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.582771] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.583013] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.583279] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.583570] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.583888] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.584135] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.584382] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.584652] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.584950] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.585249] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.585512] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.585795] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.586100] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-03T20:53:31.586353] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.586626] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.586894] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.587165] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.587409] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.587706] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.588043] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.588365] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.588678] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.589042] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.589361] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.589676] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.589944] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.590217] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.590490] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.590557] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.590890] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.591156] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.591476] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.591793] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.592096] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.592367] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.592685] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.593002] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.593319] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.593605] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.593865] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.594178] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.594451] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.594717] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.594991] [DEBUG] [LOCAL     ] Loaded configuration for SHPH: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.595297] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.595553] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.595882] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.596137] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.596391] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.596645] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.596902] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.597213] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.597482] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.597786] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.598055] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.598368] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.598642] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.598947] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.599012] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.599312] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.599604] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.599910] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.600209] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.600464] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.600818] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-03T20:53:31.601100] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.601413] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.601758] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.602077] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.602358] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.602615] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.602907] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.603250] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.603541] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.603813] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.603880] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.604201] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.604450] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.604751] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.605015] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.605274] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.605531] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.605782] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.606015] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.606300] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.606365] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.606613] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.606839] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.607115] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.607392] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.607619] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.607846] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.608100] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.608396] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.608645] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.608924] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.609168] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.609400] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.609710] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.609970] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.610247] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.610489] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.610715] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.610991] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.611314] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.611587] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.611877] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.612116] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.612368] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.612663] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.612954] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.613201] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.613445] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.613720] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.614002] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.614277] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.614555] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.614808] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.615085] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.615152] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.615371] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.615602] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.615887] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.616112] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.616392] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.616669] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-03T20:53:31.616895] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.617121] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.617397] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.617626] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.617870] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.618161] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.618398] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.618677] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.618922] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.619203] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.619483] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.619713] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.620016] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-03T20:53:31.620247] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.620311] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.620600] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.620833] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.621115] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.621409] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.621817] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.622275] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.622725] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.623058] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.623719] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.625538] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.625847] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.626132] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.626369] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.626608] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.626845] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.627139] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.627369] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.627647] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.627874] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.628112] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.628352] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.628621] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.628898] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.629133] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.629415] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.629694] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.629970] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.630254] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.630482] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.630758] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.630984] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.631212] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.631444] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.631726] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.632007] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.632238] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.632488] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.632775] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.633051] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.633325] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.633601] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.633876] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.634121] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.634365] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.634607] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.634884] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.635115] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.635391] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.635619] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.635863] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.636137] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.636384] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-03T20:53:31.636632] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.636862] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.637109] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.637388] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.637615] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.637888] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.638172] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.638458] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.638739] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.639026] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.639275] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.639552] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.639803] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.640079] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.640311] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.640638] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.640892] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.641139] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.641425] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.641717] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.641968] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.642214] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.642513] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.642810] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.643084] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.643308] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.643594] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.643838] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.644112] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.644339] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.644586] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.644818] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.645101] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.645379] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.645662] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.645906] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.646132] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.646408] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.646655] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.646928] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.647150] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.647421] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.647667] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.647911] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.648169] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.648400] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.648682] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.648958] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.649201] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.649477] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.649700] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.649977] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.650225] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.650455] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.650685] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.650965] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.651242] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.651521] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.651821] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.652099] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.652378] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.652624] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.652885] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.653160] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.653409] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.653654] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.653930] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.654174] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.654497] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.654745] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.655034] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.655265] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.655494] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.655748] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.655984] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.656267] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.656495] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.656722] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.657000] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.657277] [DEBUG] [LOCAL     ] Loaded configuration for NVA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.657554] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.657855] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.658139] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.658379] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.658616] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.658846] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.659075] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.659322] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.659600] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.659875] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.660103] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.660382] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.660664] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.660906] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.661150] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.661393] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.661678] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.661919] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.662193] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.662438] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.662667] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.662942] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.663169] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.663474] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.663751] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.664003] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.664280] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.664510] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.664816] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.665096] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.665162] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.665401] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.665647] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.665892] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.666116] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.666395] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.666675] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.666920] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.667163] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.667390] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.667673] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.667916] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.668154] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.668412] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.668692] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.668938] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.669216] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.669451] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.669683] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-03T20:53:31.669931] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.670207] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.670482] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.670725] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.671001] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.671227] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.671503] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.671771] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.672002] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.672231] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.672464] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.672710] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.672988] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.673262] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.673494] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.673720] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.673965] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.674244] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.674489] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.674713] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.674939] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.675167] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.675413] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.675659] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.675903] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.676148] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.676433] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.676787] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.677045] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.677335] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.677589] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.677828] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.677895] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.678184] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.678479] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.678746] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.679028] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.679277] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.679514] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.679809] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.680057] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.680336] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.680619] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.680896] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.681138] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.681366] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.681607] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.681890] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.682168] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.682396] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.682630] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.682875] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.683151] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.683395] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.683675] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.683907] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.684137] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.684412] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.684695] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.684923] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.685167] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.685441] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.685688] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.685967] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.686244] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.686521] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.686765] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.687002] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.687278] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.687545] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.687874] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.688107] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.688348] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.688615] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.688858] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.689081] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.689352] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.689623] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.689912] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.689976] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.690242] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.690464] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.690732] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.690969] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.691191] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.691432] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.691670] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.691941] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.692209] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.692481] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.692755] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.692997] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.693217] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.693493] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.693557] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.693839] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.694062] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.694281] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.694548] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.694803] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.695077] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.695299] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.695522] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.695804] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.696076] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.696344] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.696665] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.696943] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.697175] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.697396] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.697643] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.697921] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.698200] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.698430] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.698496] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.698735] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.698965] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-03T20:53:31.699191] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.699424] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.699703] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.700012] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.700289] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.700605] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.700837] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.701113] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.701342] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.701622] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.701852] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.702080] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.702307] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.702372] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-03T20:53:31.702618] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.702852] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.703126] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.703352] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.703630] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.703876] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.704154] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.704432] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.704497] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.704736] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.705012] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.705256] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.705483] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.705713] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.705939] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.706300] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.706540] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.706861] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.707149] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.707437] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.707674] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.707905] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.708198] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.708486] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.708810] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.709083] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.709325] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.709564] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.709842] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.710101] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.710352] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.710621] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.710906] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.711158] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.711493] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.711729] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.712016] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.712254] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.712545] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.712859] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.713092] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.713372] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.713651] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.713927] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.714155] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.714432] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.714726] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.714999] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.715225] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.715522] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.715787] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.716016] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.716246] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.716521] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.716770] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.717014] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.717262] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.717506] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.717752] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.717995] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.718271] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.718519] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.718769] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.719058] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.719302] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.719599] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.719888] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.720165] [DEBUG] [LOCAL     ] Loaded configuration for CNEY: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.720444] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.720688] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.720965] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.721198] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.721453] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.721688] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.721935] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.722179] [DEBUG] [LOCAL     ] Loaded configuration for BLNK: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.722465] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.722743] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.723019] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.723249] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.723493] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.723719] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.723949] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.724192] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.724440] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.724506] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.724745] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.725027] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.725303] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.725547] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.725844] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.726120] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.726186] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.726556] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.726643] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.726874] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.727117] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.727373] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.727613] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.727901] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.728161] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.728396] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.728683] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.728963] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.729210] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.729516] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.729766] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.730045] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.730322] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.730600] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.730844] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.731121] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.731185] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.731434] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.731668] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.731896] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.732170] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.732250] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.732489] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.732766] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.733046] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.733322] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.733549] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-03T20:53:31.733796] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.734040] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.734104] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.734331] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.734394] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.734633] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.735612] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.735677] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.735962] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.736215] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.736499] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.736784] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.737020] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.737306] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.737554] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.737820] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.738092] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.738393] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.738677] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.738906] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.739184] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.739462] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.739738] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.740016] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.740292] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.740605] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.740884] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.741108] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.741383] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.741699] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.741976] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.742254] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.742499] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.742728] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.742974] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.743211] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.743453] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.743748] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.744055] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.744307] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.744609] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.744903] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.745155] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.745426] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.745758] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.746037] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.746293] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.746586] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.746657] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.746904] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.747152] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.747453] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.747693] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.747979] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.748297] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.748539] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.748846] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.749132] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.749385] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.749693] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.749927] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.750161] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.750411] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.750651] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.750937] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.751201] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.751267] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.751507] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-03T20:53:31.751769] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.752012] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.752077] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.752302] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.752588] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.752839] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.753069] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.753153] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.753429] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.753708] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.753983] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.754209] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.754436] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.754714] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.754960] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.755205] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.755433] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.755711] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.755986] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.756230] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.756474] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.756728] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.756974] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-03T20:53:31.757201] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.757448] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.757724] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.757967] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.758274] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.758555] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.758819] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.759042] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.759281] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.759519] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.759817] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.760094] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.760375] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.760653] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.760905] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.761180] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.761408] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.761634] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.761700] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.761938] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.762182] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.762409] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.762656] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.762900] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.763135] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.763200] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.763421] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.763700] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-03T20:53:31.763766] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.764006] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.764283] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.764560] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.764816] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.765044] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.765109] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.765328] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.765608] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.765853] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.766097] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.766375] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.766618] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.766864] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.767091] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.767366] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.767644] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.767904] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.768148] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.768387] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.768618] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.768896] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.769174] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.769453] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.769704] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.769932] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.770288] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.770542] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.770856] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.771110] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.771347] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.771603] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.771832] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.772059] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.772305] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.772598] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.772886] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.773166] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.773446] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.773727] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.774008] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.774293] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.774590] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.774872] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.775117] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.775359] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.775602] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.775881] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.776165] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.776442] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.776722] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.777001] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.777244] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.777472] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.777701] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.777945] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.778208] [DEBUG] [LOCAL     ] Loaded configuration for OBLG: 1 features, 40.0% accuracy
[2025-12-03T20:53:31.778490] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.778770] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.779050] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.779328] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.779592] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.779849] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.780101] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.780347] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.780605] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.780834] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.781081] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-03T20:53:31.781355] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.781605] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.781852] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.782131] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.782407] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.782650] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.782893] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.783169] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.783415] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.783689] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.783971] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.784247] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.784520] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.784786] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.785063] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.785339] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.785619] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.785845] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.786123] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.786348] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.786607] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.786885] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.787138] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.787379] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.787449] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.787718] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.787994] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.788270] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.788522] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-03T20:53:31.788610] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.788839] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.789117] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.789351] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.789600] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.789876] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.790151] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.790380] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.790622] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.790859] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.791127] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.791397] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.791675] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.791764] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.792040] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.792321] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.792551] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.792854] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.793098] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.793327] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.793604] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.793847] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.794122] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.794351] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.794596] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.794874] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.795100] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.795346] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.795593] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.795873] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.795939] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.796161] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.796524] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.796857] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.797153] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.797400] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.797694] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.797983] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.798319] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.798594] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.798848] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.799097] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.799396] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.799464] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.799740] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.799806] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.800088] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.800345] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.800597] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.800882] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.801125] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.801412] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-03T20:53:31.801665] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.801946] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.802213] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.802445] [DEBUG] [LOCAL     ] Loaded configuration for MHUA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.802725] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.803171] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.803420] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.803651] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.804076] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.804334] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.804770] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.805028] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.805319] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.805610] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.805898] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.806185] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.806418] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.806649] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.806936] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.807172] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.807407] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.807688] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.807937] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.808196] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.808430] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.808496] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.808773] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.809027] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.809318] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.809591] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.809880] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.810129] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.810362] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.810620] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.810869] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.811121] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.811355] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.811609] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.811889] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.812138] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.812385] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.812634] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.812916] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.813199] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-03T20:53:31.813431] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.813709] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.813959] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.814211] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.814443] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.814681] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.814962] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.815279] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.815511] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.815815] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.816100] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.816382] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.816634] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.816920] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.817153] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.817385] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.817618] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.817868] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.818161] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.818414] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.818700] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.818949] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.819188] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.819443] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.819695] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.819944] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.820221] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.820469] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.820700] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.820979] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.821364] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.821654] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-03T20:53:31.821897] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.822154] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.822410] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.822652] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.822934] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.823180] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.823462] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.823696] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.823948] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.824230] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.824536] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.824815] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.825064] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.825345] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.825598] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.825851] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.826096] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.826341] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.826591] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.826874] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.827169] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.827448] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.827725] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.827955] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.828204] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.828494] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.828725] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.828975] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.829238] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.829472] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.829722] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.829955] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.830190] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.830471] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.830704] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.830961] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.831242] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.831523] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.831811] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.832060] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.832307] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.832605] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.832859] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.833090] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.833336] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.833636] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.833919] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.834149] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.834381] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.834661] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.834900] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.835135] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.835365] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.835597] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.835846] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.836095] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.836342] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.836606] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.836858] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.837088] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.837319] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-03T20:53:31.837599] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.837878] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.838121] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.838379] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.838666] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.838951] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.839234] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.839462] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.839745] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.840026] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.840265] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.840495] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.840777] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.841010] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.841258] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.841597] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.841896] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.842185] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.842473] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.842730] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.843017] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.843275] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.843522] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.843792] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.844025] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.844314] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.844568] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.844874] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.845154] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.845434] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.845715] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.845965] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.846245] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.846526] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.846798] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-03T20:53:31.847030] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.847310] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.847539] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.847792] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.848047] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.848300] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.848605] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.848867] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.849156] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.849391] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.849672] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.849956] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.850236] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.850486] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.850734] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.850968] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.851247] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.851314] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.851590] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.851875] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.852155] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.852440] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.852720] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.852969] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.853248] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.853476] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.853707] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.853953] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.854235] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.854682] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-03T20:53:31.855348] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.855784] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-03T20:53:31.856026] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.856476] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.856744] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.857175] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.857470] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.857717] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.858002] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.858288] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.858602] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.858862] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.859114] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.859404] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.859688] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.859967] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.860204] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-03T20:53:31.860485] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.860720] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.860969] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.861250] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.861497] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.861777] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.862007] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.862236] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.862482] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.862711] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.862939] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.863214] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.863462] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.863741] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.863972] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.864254] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.864484] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.864716] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.864997] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.865246] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.865483] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.865713] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.866018] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.866296] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.866526] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.866828] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.867112] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.867394] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.867626] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.867858] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.868101] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.868353] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.868636] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.868893] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-03T20:53:31.869143] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.869391] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.869622] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.869861] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.870108] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.870385] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.870617] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-03T20:53:31.870916] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.871195] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.871424] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.871673] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.871953] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.872200] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.872430] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.872710] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.872957] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.873241] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.873491] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.873774] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.874005] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.874236] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.874467] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.874532] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.874778] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.875058] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.875338] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.875601] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.875838] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.876118] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.876184] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.876460] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.876524] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.876784] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.877016] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.877267] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-03T20:53:31.877499] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.877747] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.878046] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.878319] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.878622] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.878855] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.879128] [DEBUG] [LOCAL     ] Loaded configuration for VCIG: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.879382] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.879662] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.879909] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.880145] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.880427] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.880660] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.880938] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.881224] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.881471] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.881749] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.882027] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.882257] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.882486] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.882764] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.882994] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.883239] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.883470] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.883751] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-03T20:53:31.883992] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.884058] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.884300] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-03T20:53:31.884593] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.884845] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.885077] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.885326] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.885400] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-03T20:53:31.885672] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.885919] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.886149] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-03T20:53:31.886396] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-03T20:53:31.886643] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.886891] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.887137] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.887416] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.887481] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.887707] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.887777] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.887841] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-03T20:53:31.888096] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.888404] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.888762] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.889010] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-03T20:53:31.889255] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.889543] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.889809] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.890067] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.890318] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.890640] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.890982] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.891254] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-03T20:53:31.891606] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-03T20:53:31.891674] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.892007] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.892317] [DEBUG] [LOCAL     ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.892607] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-03T20:53:31.892911] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.893209] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-03T20:53:31.893447] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.893695] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.893994] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.894060] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.894298] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-03T20:53:31.894595] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.894820] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.895091] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-03T20:53:31.895329] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-03T20:53:31.895620] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.895866] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.896142] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-03T20:53:31.896422] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.896696] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-03T20:53:31.896940] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.897184] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.897411] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-03T20:53:31.897476] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.897719] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-03T20:53:31.897966] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-03T20:53:31.898062] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-03T20:53:31.898307] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-03T20:53:31.898538] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.898785] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-03T20:53:31.899011] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-03T20:53:31.899285] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-03T20:53:31.899528] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.899820] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-03T20:53:31.900096] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-03T20:53:31.900321] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-03T20:53:31.900596] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-03T20:53:31.900874] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-03T20:53:31.902042] [INFO ] [LOCAL     ] Saved consolidated report: 3515 forecasts -> ./output/forecasts/full/2025-12-04.txt
[2025-12-03T20:53:31.902085] [INFO ] [sig       ] [37/37] Successfully generated report for 2025-12-04: 3515 entries
[2025-12-03T20:53:31.902115] [INFO ] [sig       ] ==================================================
[2025-12-03T20:53:31.902141] [INFO ] [sig       ] Report generation complete: 37/37 reports succeeded
[2025-12-03T20:53:32.706450] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-03T20:53:32.706654] [INFO ] [sig       ] Email notification sent
[2025-12-03T20:53:32.707079] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-03T20:53:32.707229] [INFO ] [STATE     ] Last completion updated: 2025-12-03T20:53:32.707139